{"meta":{"source":null,"classification":null,"min_confidence":null,"content_class":null,"exclude_content_class":null,"start_date":null,"end_date":null,"row_count":10000,"generated_at":"2026-07-14T08:13:49.910Z","license":{"dim_authored_fields":"CC BY 4.0","dim_authored_fields_url":"https://creativecommons.org/licenses/by/4.0/","dim_authored_fields_scope":"classification, confidence, bot_score, content_type tags, and any DIM-derived metadata are licensed CC BY 4.0","source_content_fields":"title, author, source_url, and original post/comment text remain under the copyright of the original author and the terms of the originating platform — NOT covered by CC BY 4.0","attribution":"Source: Dead Internet Monitor — deadinternetmonitor.com (CC BY 4.0)"}},"rows":[{"id":"f45c8618-5246-4016-8371-544c39e8cc24","source":"stackoverflow","source_id":"so:79827251","content_type":"comment","title":null,"body_preview":"NeuroSama was made using the PyTorch python library, which is efficient because you have to implement this custom behavior and using elevenlabs will burn your monthly tokens blazingly fast, so i recom","author":"TheGoat SamadhiFire","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79827251"},{"id":"f66b4a8e-4884-427e-862e-218d7fb72af4","source":"stackoverflow","source_id":"so:79827802","content_type":"comment","title":null,"body_preview":"Also Vedal spent years developping his AI so i wouldn't be suprised if his project files reached colossal size by now, the fact he had to buy a new computer for it because his old one wasn't powerful ","author":"TheGoat SamadhiFire","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79827802"},{"id":"f87df997-8594-4a6a-b43c-c2bae891a006","source":"stackoverflow","source_id":"so:79859285","content_type":"comment","title":null,"body_preview":"Sorry to reply to an old message, could you elaborate a bit more on a 'constantly running control loop'? Im a bit new to coding and im sorta working on a similar project, I would like my AI to be able","author":"FrogCheems","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79859285"},{"id":"e4d2dd29-22df-417a-998c-9adbc5961a85","source":"stackoverflow","source_id":"so:79869661","content_type":"comment","title":null,"body_preview":"TBH - I think this is much to broad and contains so many questions/problems that it's difficult to know where to start.","author":"Nigel Ren","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79869661"},{"id":"1730c2e0-44d6-4335-8155-c561e0ed99cc","source":"stackoverflow","source_id":"so:79869774","content_type":"comment","title":null,"body_preview":"Agree with the previous comment - please focus it down to one specific issue that you're facing. That'll make it easier for people to respond, make the discussion more coherent, and make it easier to ","author":"ADyson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_template_phrases","synthetic_empathy","list_heavy_advice"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79869774"},{"id":"4f336394-df11-4fb8-b383-7b3ce2e4c6d7","source":"stackoverflow","source_id":"so:79869846","content_type":"comment","title":null,"body_preview":"I wanted to get his answer too, have you managed to solve this problem yet?","author":"user32215240","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79869846"},{"id":"b1ca51fd-f6a7-45f8-a28b-11dddd454cb5","source":"stackoverflow","source_id":"so:79869864","content_type":"comment","title":null,"body_preview":"An AI does not \"think\".  It cannot \"decide what to do\".  It responds to queries by collecting the words from its training set that were close to the words in your queries and arranging them according ","author":"Tim Roberts","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.20238095238095238,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79869864"},{"id":"d8b73db2-5860-425e-bb6a-a5f6030d3f67","source":"stackoverflow","source_id":"so:79870906","content_type":"comment","title":null,"body_preview":"I have updated the question please help with this issue.","author":"Shibashish Mohapatra","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79870906"},{"id":"ac3c5503-8ae5-4ad5-8007-bac59b53b6dd","source":"stackoverflow","source_id":"so:37161993","content_type":"comment","title":null,"body_preview":"After searching for a while I found out that if I use a linear kernel there is no problem at all. So then I can save and load the SVM and the prediction is correct. So I started to search for a reason","author":"Plzzz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37161993"},{"id":"5d7ca83e-abe4-47f2-bb05-8a6ae16449a7","source":"stackoverflow","source_id":"so:15108649","content_type":"comment","title":null,"body_preview":"Image classification: Train the model on a data set called training set and then test using a data set which is disjoint from training set (most important).\n\nImage retrieval: Given a query image, get ","author":"Autonomous","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15108649"},{"id":"0621adf3-7056-428b-9c21-383579eba8ac","source":"stackoverflow","source_id":"so:47143624","content_type":"comment","title":null,"body_preview":"The original batch-norm paper prescribes using the batch-norm before ReLU activation. But there is evidence that it's probably better to use batchnorm after the activation. Here's a comment on Keras G","author":"Maxim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","quoting_external_source","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47143624"},{"id":"a8461d2a-d879-462c-ae66-dded684ed43f","source":"stackoverflow","source_id":"so:58872200","content_type":"comment","title":null,"body_preview":"First, as @dcarlson already mentioned, you should define x.\nSecond, x3 does not return a data frame.\nIf you run\n\nstr(x2)\n\nyou'll see that all the elements you're using in the lm function are part of a","author":"Rene","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58872200"},{"id":"051818b3-752d-4e2f-8e06-6bc09aa14868","source":"stackoverflow","source_id":"so:59750050","content_type":"comment","title":null,"body_preview":"You should use\n\ns = torch.relu(torch.pow(x, 2))\n\ninstead. But otherwise, this is fine.","author":"luk_dev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59750050"},{"id":"2a9e0d98-f151-45b4-aa31-564ccc37dc12","source":"stackoverflow","source_id":"so:61924300","content_type":"comment","title":null,"body_preview":"The (a) Solution\n\nThis seems like a silly flaw in the logic, and it's rather easy to correct. One way to do this is by modifying the keras EarlyStopping class's on_epoch_end function ... \n\nclass Patie","author":"Bobs Burgers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61924300"},{"id":"1cb00eda-a0fe-4f90-894f-9d990408e2b3","source":"stackoverflow","source_id":"so:79976423","content_type":"comment","title":null,"body_preview":"How are you defining \"not satisfactory\"?\n\nSeems to me the models you chose are fine, I'd even try just a simple linear extrapolation with no library just to see how it would come out. You could also t","author":"Matthias","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976423"},{"id":"8a1807ea-c5e9-43ec-b011-c28e069031f5","source":"stackoverflow","source_id":"so:79977881","content_type":"comment","title":null,"body_preview":"Yes, the usual approach is to split your data into a training set and a test set first.\n\nYou then perform k-fold cross-validation only on the training set. The purpose of cross-validation is to tune h","author":"seralouk","classification":"ai_generated","confidence":0.85,"indicators":["uniform_paragraph_rhythm","synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79977881"},{"id":"f931f1fd-29b0-4175-abf9-c1c1b93b74cf","source":"stackoverflow","source_id":"so:79977917","content_type":"comment","title":null,"body_preview":"If you need model, params, and randSeed, use pmap with do.call.\n\nlibrary(dplyr)\nlibrary(purrr)\n\nmodelRfTune <- function(X, Y) {\n  caret::train(X, Y)\n}\n\nparam_df <- tibble(\n  X = iris |> select(-Specie","author":"Paul","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79977917"},{"id":"7c383e82-1584-4d11-b793-4ab2d3ac7798","source":"stackoverflow","source_id":"so:47100214","content_type":"comment","title":null,"body_preview":"When you register your app, you must setup the Redirect URI/URL, usually this url will be added to the CORS header. \n\ndoc : https://developer.microsoft.com/en-us/graph/docs/concepts/auth_overview#how-","author":"Gabriel Bleu","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47100214"},{"id":"15bd885e-12be-41c5-9173-31a57ac22e9a","source":"stackoverflow","source_id":"so:48643896","content_type":"comment","title":null,"body_preview":"You need to activate the Hot Module Replacement Plugin, full instructions: https://webpack.js.org/guides/hot-module-replacement/","author":"Fernando Montoya","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48643896"},{"id":"b8544d09-7640-41d7-b666-f8f5bc0d8b4a","source":"stackoverflow","source_id":"so:59675939","content_type":"comment","title":null,"body_preview":"I needed same thing and tried many different methods and my conclusion is transparent movie file is not an accepted practice/standard. Only apple quicktime supports it.\n\nHere are few workarounds I tri","author":"Mehmet Fatih Yıldız","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59675939"},{"id":"f362a66b-d85e-47c2-979d-6bde4cc3268a","source":"stackoverflow","source_id":"so:64554469","content_type":"comment","title":null,"body_preview":"I found the issue. The main reason why it failed was 'callback' function that was not triggered in safari. So I checked on official website of google(https://developers.google.com/identity/sign-in/web","author":"Pratham Singh","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64554469"},{"id":"9466cdf6-e204-4b57-8248-20fb0db723f4","source":"stackoverflow","source_id":"so:65570700","content_type":"comment","title":null,"body_preview":"Try to set Axios baseURL: 'http://localhost:3000' and add option mode: \"cors\"","author":"Gurgen Sargsyan","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65570700"},{"id":"a66498c6-58b9-4f73-9ecf-700b53e096ec","source":"stackoverflow","source_id":"so:65572535","content_type":"comment","title":null,"body_preview":"Alright yo, well without knowing more about your setup, I have a basic example working with the proxy setup.\n\nIt is using\n\naxios\n\nCRA\n\nexpress backend\n\nhttps://github.com/ed42311/apiReactExample\n\nIt i","author":"ContextCue","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65572535"},{"id":"c0d64c88-e033-46be-8529-0c806227e352","source":"stackoverflow","source_id":"so:65888655","content_type":"comment","title":null,"body_preview":"Seems like you mutate state here\n\nthis.state.rows.splice(id - 1, 1)\n\nTry this one\n\nhandleDelete() {\n    for (let id of this.state.selected) {\n        this.props.onDelete(this.hrefs[id]); //delete from","author":"Sergey Philippenko","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65888655"},{"id":"075eccad-e3c9-4b33-b9bf-26d2bb1598b6","source":"stackoverflow","source_id":"so:68940483","content_type":"comment","title":null,"body_preview":"ok, so this wasnt documented (or rather i didnt see this mentioned in the documentation)\n\nBut when you use RHF's handleSubmit it sends the values of the form && a synthetic base event.\n\nSo you can do ","author":"Andy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68940483"},{"id":"c8c42bed-3a6c-403e-93f4-fbe65723278a","source":"stackoverflow","source_id":"so:70275934","content_type":"comment","title":null,"body_preview":"Here is my logic:\n\nInstead of modifying currentState every time you press a button, you could save the result of the calculation in a state called currentValue.\n\nYou can save the numbers and operation","author":"Jen Guk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70275934"},{"id":"d9c1ab96-b623-4310-aebd-66e0ca026247","source":"stackoverflow","source_id":"so:70284514","content_type":"comment","title":null,"body_preview":"create a list of buttons from 0 to 9 and give number as key and do the same for the operators\n\non click of the buttons get the key value and check its type, if it is number you can keep on constructin","author":"Suganya","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70284514"},{"id":"65e824ff-7fdc-4a18-9d07-781a02d77e2d","source":"stackoverflow","source_id":"so:70290940","content_type":"comment","title":null,"body_preview":"Having a conceptual understanding of the fundamental differences between infix notation and postfix notation will help you tremendously in solving your problem.\n\nYou have two input types right now:\n\no","author":"jsejcksn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","polished_first_draft","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70290940"},{"id":"a83bdbd0-036f-4cd2-8545-f6b1732c3887","source":"stackoverflow","source_id":"so:70335103","content_type":"comment","title":null,"body_preview":"Because playersCard is not initialized yet.\n\ntry to check undefined first\n\n<div className=\"players-card\">\n        {playersCard.length > 0 && playersCard.map((card) => {\n          return <Card url={car","author":"abhi patil","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70335103"},{"id":"a43c8b88-028e-4d19-a7fb-875d62ecb1f3","source":"stackoverflow","source_id":"so:71387429","content_type":"comment","title":null,"body_preview":"A Possible Reason:\n\nCheck your function and method names for typos","author":"saneryee","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71387429"},{"id":"e90f2068-6e6c-49ca-8e9c-4f24f7a5874e","source":"stackoverflow","source_id":"so:72557633","content_type":"comment","title":null,"body_preview":"You can't change the value of input where 'type' is 'file'. input.value can only be set by the user.\n\nBelow case works well, because you didn't change users input.\n\nexport default function App() {\n  c","author":"wirekang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72557633"},{"id":"0aa6ab5f-45e0-41e0-9101-7e55428953d7","source":"stackoverflow","source_id":"so:72557527","content_type":"comment","title":null,"body_preview":"Well I added value={ undefined } to file input with multiple choice and now it works. I don't know why and how good it is, but it works.","author":"Vahe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_polish","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72557527"},{"id":"2c6d016b-be55-4d09-8549-dd80f77f696f","source":"stackoverflow","source_id":"so:72936808","content_type":"comment","title":null,"body_preview":"Create a folder name \"/src\" under your root folder where you have your package.json, then move all the __test__ folder under that.\n\nThis folder structure worked for me.","author":"Naman anand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72936808"},{"id":"8c901878-f3b2-4c17-b78c-0d2cbc99acd6","source":"stackoverflow","source_id":"so:73230271","content_type":"comment","title":null,"body_preview":"Finally resolved my issue asper getting Incorrect password or missing Info.\nThis is related missing Info along with credentials or else asper authentication rules. If you got access from some other np","author":"Lavaraju","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73230271"},{"id":"db149052-f1d9-4022-8d28-8b3873bbbbea","source":"stackoverflow","source_id":"so:73578343","content_type":"comment","title":null,"body_preview":"Is the code working and you what you need is to simplify the code?\nIf so, and you have only 3 roles, then I guess the below code would also work as the same as your code and also reduce the lines of c","author":"Alan Shajan Mattathil","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73578343"},{"id":"60a177ed-8c46-4e4a-a2e2-456595f1fcbf","source":"stackoverflow","source_id":"so:73868287","content_type":"comment","title":null,"body_preview":"For me the following code in config-overrides.js worked.\n\nmodule.exports = {\n  jest: function(config) {\n    config.collectCoverageFrom = ['client/**/*.{js,jsx,ts,tsx}', '!client/**/*.d.ts'];\n    confi","author":"MichalS","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73868287"},{"id":"9f987a7f-5793-4dce-8745-996db2bb412a","source":"stackoverflow","source_id":"so:73925753","content_type":"comment","title":null,"body_preview":"const string  = \"ABCD.txt\";\nconst result =  string.replace(/\\.[^/.]+$/, \"\");","author":"zahra zamani","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73925753"},{"id":"10d898cd-a4de-4713-a230-79740cab072a","source":"stackoverflow","source_id":"so:73925771","content_type":"comment","title":null,"body_preview":"const index = string.lastIndexOf('.');\n\nconst before = string.slice(0, index);","author":"Arifur Rahaman","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73925771"},{"id":"7325762d-bfec-4743-9a91-210bb892e6c5","source":"stackoverflow","source_id":"so:74091520","content_type":"comment","title":null,"body_preview":"I solved this problem by manually creating a bundle using the following command on the root of the project\n\nnpx mkdirp android/app/src/main/assets/ && npx react-native bundle --platform android --dev ","author":"Lahfir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74091520"},{"id":"ede29999-fce6-488b-ba93-e4a387d81264","source":"stackoverflow","source_id":"so:66978344","content_type":"comment","title":null,"body_preview":"One of the best practices to handle errors is use Early Return, by returning a statusCode prop inside of the getInitialProps and use that statusCode to render the error page after render the page to p","author":"Pablopvsky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66978344"},{"id":"144d0094-4e73-4d6b-9671-5afdeb9dc7a4","source":"stackoverflow","source_id":"so:77223274","content_type":"comment","title":null,"body_preview":"In my case, I use a command from Tiptap editor.\n\nI hope this solution help you.\n\n\r\n\r\nconst ArticleContent = ({ content }) => {\n  const extensions = useExtensions();\n\n  const editor = useEditor({\n    e","author":"Emmanuel Pericon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77223274"},{"id":"53285191-85c0-4a56-8191-0e922c31f17e","source":"stackoverflow","source_id":"so:77350663","content_type":"comment","title":null,"body_preview":"<form onSubmit=(() => handleSubmit(formSubmit)())> \n\nwill make it work without adding e.preventDefault()","author":"Simon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77350663"},{"id":"b34b473a-c532-472a-9e29-50375b428df8","source":"stackoverflow","source_id":"so:75530928","content_type":"comment","title":null,"body_preview":"I found the solution\nafter running \"run build\" and making my production version of React application\nI attached welcome.blade.php (the main blade) to the production version by adding\n\n@vite(['resource","author":"Lana Hanna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_details"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75530928"},{"id":"44b36d38-daa9-45bc-aeab-1c5e71ea07cf","source":"stackoverflow","source_id":"so:77973423","content_type":"comment","title":null,"body_preview":"The useDrop() hook from react-dnd takes two arguments: the config function, and a dependency array used to indicate whether the config function can be memo-ized.\n\n📘 https://react-dnd.github.io/react-d","author":"Ben Jenkinson","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77973423"},{"id":"93a54833-6bd0-4eb3-96cc-9d16777752e7","source":"stackoverflow","source_id":"so:78006119","content_type":"comment","title":null,"body_preview":"refer to this documentation, and do it this way\n\nimport path from 'path';\nimport { fileURLToPath } from 'url';\nconst __filename = fileURLToPath(import.meta.url);\n\nconst __dirname = path.dirname(__file","author":"Michele De Falco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78006119"},{"id":"f378501e-15c2-4972-8393-ed4139449d43","source":"stackoverflow","source_id":"so:78172119","content_type":"comment","title":null,"body_preview":"I made a simple calculator using a different approach, I hope my idea can help you.\n\nI made a class to do all operations, and use the front objects just to send commands.\nOne entering command (setToke","author":"Fausto Odilon","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","absence_of_personality","polished_first_draft","human_indicator_self_reference","human_indicator_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78172119"},{"id":"cba4a92d-1e4a-4818-8936-9bd0d4fbf5d6","source":"stackoverflow","source_id":"so:78256462","content_type":"comment","title":null,"body_preview":"hoping you are using VS code\nyou should enable auto save option in Vs code:\nyou can do this by\nClick Settings at the bottom left. Click Settings. Click Auto save dropdown. Select how you want your Fil","author":"Kaushikjaincodes","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78256462"},{"id":"ed9849d7-f080-4d68-95ed-c367eef584b1","source":"stackoverflow","source_id":"so:78568415","content_type":"comment","title":null,"body_preview":"I had the same issue in MacOs and iPhone. when I run the app it shows white screen, and applied this code it worked.\n\n\"browserslist\": {\n    \"production\": [\n      \">0.2%\",\n      \"not dead\",\n      \"not ","author":"Muhammed Raheem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78568415"},{"id":"d9b2d8de-832d-4040-9720-b750ce64d203","source":"stackoverflow","source_id":"so:78960574","content_type":"comment","title":null,"body_preview":"For me, I am pass the token from url like this:\n\n  let newPdfUrl = \"/tex/file/pdf/partial?proj_id=\" + pid + \"&access_token=\" + getAccessToken()\n\non the server side, read the token from request url par","author":"Dolphin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78960574"},{"id":"ebd56e2e-1967-47d0-93b8-b266df21e924","source":"stackoverflow","source_id":"so:78987130","content_type":"comment","title":null,"body_preview":"I was trying out React AG Grid and ran into a problem with types.\nThis is the code for my three rows grid:\n\nimport React from \"react\";\nimport { useState } from \"react\";\nimport { AgGridReact } from \"ag","author":"Michael Klishevich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78987130"},{"id":"29596b58-eaf6-4ad3-8c4f-ffb3cef3838c","source":"stackoverflow","source_id":"so:79428257","content_type":"comment","title":null,"body_preview":"If you had this issue recently with Next version 15.1.x, this happens because a node.js bug Timeout leaks when converted into a primitive and not cleared\n\nUpgrading node.js version to any of these ver","author":"Mina","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79428257"},{"id":"4dbab31a-079f-4bb6-ae6b-d246f02dba03","source":"stackoverflow","source_id":"so:79446513","content_type":"comment","title":null,"body_preview":"The reason you are experiencing this error because typescript consider 'macro.calories' as type when you pass it to register you need to explicity tell register this is a field path using FieldPath<T>","author":"Muhammad Saqib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79446513"},{"id":"c7f0b701-3079-47fa-be2b-5fef8319ee98","source":"stackoverflow","source_id":"so:79567285","content_type":"comment","title":null,"body_preview":"If you're looking for a React Native video player with alpha channel (alpha-packing) support that works on both iOS and Android, you might want to check out this package:\n\n@status-im/react-native-tran","author":"ZFloc Technologies","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","lack_of_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79567285"},{"id":"58630522-a0f7-4ba9-a64e-0a0b64147d4e","source":"stackoverflow","source_id":"so:79563617","content_type":"comment","title":null,"body_preview":"the way you can fix it is to add\n\nonSubmitCapture = { event => {\n    event.preventDefault()\n    event.stopPropagation()\n}}\n\nto parent element to prevent them to submit others but\nwhat worked for me wa","author":"shaian kiany","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79563617"},{"id":"161a0e98-de7c-43b4-92e8-279f97b17e6a","source":"stackoverflow","source_id":"so:79683900","content_type":"comment","title":null,"body_preview":"The callback function passed as an argument to the handleSubmit function takes 2 parameters: data and event. I think now you can easily handle the situation raised in your form. Just place event.preve","author":"Nayem Uddin Biswas","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79683900"},{"id":"ff2408a8-491e-4ea3-bf53-0eddf72ac027","source":"stackoverflow","source_id":"so:79776265","content_type":"comment","title":null,"body_preview":"Add below script in your vite.config.js file, it works for me. The server watches the change and updates it in browser.\n\n    // vite.config.js\n    import { defineConfig } from 'vite';\n    import react","author":"Rakesh","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79776265"},{"id":"3b439b7b-3731-4973-b567-f5d148ceb949","source":"stackoverflow","source_id":"so:79786346","content_type":"comment","title":null,"body_preview":"You can add stopPropagation and preventDefault like this:\n\nreturn (\n<form onSubmit={event => {\n    event.stopPropagation()\n    // add preventDefault if necessary\n    handleSubmit(onSubmit, onError)(ev","author":"Gabriel Stafoca","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79786346"},{"id":"08cd757b-c93a-4f1b-88e3-8935abcbd57c","source":"stackoverflow","source_id":"so:79965619","content_type":"comment","title":null,"body_preview":"You are storing single activeKey in state, so only one li can be active at a time, since you want to track multiple active li, you can change activeKey value to [ ], to keep track of all the li that a","author":"Farhan Asghar","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965619"},{"id":"bb7d3544-dab9-4c94-bbf0-ad1ac4473aa0","source":"stackoverflow","source_id":"so:79966626","content_type":"comment","title":null,"body_preview":"The solution has been provided by InDevX in the comments.\n\nYou just need to destructure both availableTimes and dispatch together from that single first argument. Wrap them both in the same set of cur","author":"Wyzecat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966626"},{"id":"a51aeca1-e723-4cae-9ac6-be5b51e0b054","source":"stackoverflow","source_id":"so:79970241","content_type":"comment","title":null,"body_preview":"Storing and retrieving maps is something you can get a degree about, it's not something for a quick stack overflow question. If you want a starting point to study, begin by looking at openmaptiles. It","author":"Art","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79970241"},{"id":"dff699dd-0e64-4f35-9595-f36274974daf","source":"stackoverflow","source_id":"so:79970335","content_type":"comment","title":null,"body_preview":"So even if I implement map on my frontend part, tile services are going to block me? Do you know any other free to use services like openstreetmap? I`ve alredy implemented openstreetmap for the experi","author":"Cogar Feed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79970335"},{"id":"bcc87d04-d100-464f-8cf8-24cddc77501a","source":"stackoverflow","source_id":"so:79974995","content_type":"comment","title":null,"body_preview":"<PdfLoader\n  url={url}\n  {...{ httpHeaders: { Authorization: '...' } }}\n>\n...\n</PdfLoader>\n\nIt also accepts\n\n{...{ withCredentials: true }}\n\nAny DocumentInitParameters will be forwarded to pdfjs","author":"Anan Yablonko","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974995"},{"id":"f52f69cf-a1d4-4b7f-a1c7-eed566334a6b","source":"stackoverflow","source_id":"so:79975050","content_type":"comment","title":null,"body_preview":"dupe of: react-router vs react-router-dom, when to use one or the other?","author":"moonwave99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975050"},{"id":"49bfe7b9-d6d5-47bd-ac8e-6eccec7fe61d","source":"stackoverflow","source_id":"so:73578811","content_type":"comment","title":null,"body_preview":"You can create a special RoleRoute component that takes an array of roles that have access to that route, and check this against the current role value a user has. If the user has an appropriate role ","author":"Drew Reese","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","list_heavy_advice","missing_platform_voice"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73578811"},{"id":"b527062b-bb5c-4d16-b0ee-f76bf167aa2f","source":"stackoverflow","source_id":"so:79976318","content_type":"comment","title":null,"body_preview":"Is this a good approach for implementing role-based navigation\n\nIf all you want to accomplish is to conditionally render navigation links based on the current users' roles, then yes, mission accomplis","author":"Drew Reese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976318"},{"id":"be52a6a0-e294-4ced-bd7d-30779ca8372d","source":"stackoverflow","source_id":"so:79974999","content_type":"comment","title":null,"body_preview":"I think separating the calculator logic from the UI will make things much easier as it grows. Even for a simple calculator, keeping track of the first value, operator, and second value as separate pie","author":"Joey Mallick","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974999"},{"id":"7a62d4da-da87-4f2b-b755-d6227f99668b","source":"stackoverflow","source_id":"so:79976359","content_type":"comment","title":null,"body_preview":"Issue\n\nThe primary issue with this code is that it stores only a single active list item index at-a-time, and clicking an already active list item does not deselect it.\n\nSolution Suggestion\n\nAnother s","author":"Drew Reese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","code_example"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976359"},{"id":"670d24d7-daf5-40ec-80dd-be4c8d231437","source":"stackoverflow","source_id":"so:79976379","content_type":"comment","title":null,"body_preview":"Your current approach works, but I would avoid putting the authorization rules directly inside the Navbar component. The navbar should only be responsible for rendering; the role-to-route mapping is b","author":"Asad Saeed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976379"},{"id":"2d062317-554f-4a36-8bf0-825b50e333b6","source":"stackoverflow","source_id":"so:79976566","content_type":"comment","title":null,"body_preview":"In my experience, this error is caused by a race condition, not by React rendering stale state.\n\nEvery time query changes, a new request is fired:\n\njohn     → request A\njohnny   → request B\njohnson  →","author":"Software Craftsman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976566"},{"id":"a94503bf-805e-46ac-bc7f-45e951fb2547","source":"stackoverflow","source_id":"so:79976595","content_type":"comment","title":null,"body_preview":"check .npmrc see if there any auth tokens delete them and do fresh npm login.\nSome times SSO or Artifcatory login confused with mutliple login sessions","author":"Subrahmanyam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976595"},{"id":"28b187b4-f819-4079-b6ce-89116947fd33","source":"stackoverflow","source_id":"so:79978131","content_type":"comment","title":null,"body_preview":"For a first version, I would not try to store or serve the map tiles yourself.\n\nA practical architecture would be:\n\n- React: display the map using MapLibre GL or Leaflet\n- Tile provider: OpenStreetMap","author":"Binh David TRAN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978131"},{"id":"ab45f0f1-0f91-4e38-9481-c4bf47763a69","source":"stackoverflow","source_id":"so:73074603","content_type":"comment","title":null,"body_preview":"The TipTap editor hook, const editor = useEditor, has it's own dependency array. Instead of trying to use useEffect with an editor dependency, just use the built in one for any values the editor needs","author":"Jed Grant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73074603"},{"id":"cf1d62f5-7436-4b2b-8db6-76e7f56a6de1","source":"stackoverflow","source_id":"so:79978316","content_type":"comment","title":null,"body_preview":"You can also use\n\nconst string = 'ABCD.txt';\nconst result = string.split(\".\")[0];","author":"Thegeekeuhhhhhhh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978316"},{"id":"c132685c-73f2-492d-8c84-59d864794362","source":"stackoverflow","source_id":"so:79979985","content_type":"comment","title":null,"body_preview":"Your .mov goes black on iOS because transparent video normally needs codec-level alpha (ProRes 4444 / HEVC-with-alpha), which isn't supported everywhere. That's also why the status-im packages tend to","author":"Luca K&#246;ster","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","trade_offs","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979985"},{"id":"ee94b868-5e55-4ecc-b31d-e5ebc84062ea","source":"stackoverflow","source_id":"so:79979996","content_type":"comment","title":null,"body_preview":"Looks like its impossible to avoid using as casting, but to make it more safe you can use this helper:\n\nexport function asFieldPath2<TShape extends FieldValues, T extends TShape = TShape>(\n  name: Ext","author":"wra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979996"},{"id":"de8e51bf-6e23-4fcb-b352-f23ace341216","source":"stackoverflow","source_id":"so:79980035","content_type":"comment","title":null,"body_preview":"FlyerLayout.tsx is the single route for every :pid; build-time configuration belongs in react-router.config.ts, where you list the concrete flyer URLs to pre-render.\n\nFor a dynamic route such as /flye","author":"Parvesh Jaiswal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980035"},{"id":"a961086f-2c05-4873-9948-4d6859ae01d1","source":"stackoverflow","source_id":"so:79980077","content_type":"comment","title":null,"body_preview":"The same kind of problem I was also facing , I was using vite , the problem was with me that is my one of component was not getting update automatically when I save but other components was fine they ","author":"Ankit Jaiswal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980077"},{"id":"58100d8f-b38c-40a8-a0b2-d3d36274ade5","source":"stackoverflow","source_id":"so:79980154","content_type":"comment","title":null,"body_preview":"Your clip-path is being ignored because the value is invalid.\n\nYou have a typo here:\n\nclip-path: inset(0px 0x 35px 0px);\n\nThe second value is 0x, which isn’t a valid CSS length. It should be:\n\nclip-pa","author":"Кайнар Толеубаев","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","direct_problem_solving"],"bot_score":0.40052456807353576,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980154"},{"id":"70c49664-0a5e-4e05-bea5-a755672cf518","source":"stackoverflow","source_id":"so:77249800","content_type":"comment","title":null,"body_preview":"In my case, the error happened because I tried to open an .eps file which containted unknown fonts.","author":"HFPSY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","specific_technical_problem"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77249800"},{"id":"31b3693d-3bd6-4e35-8639-361b00dc8cae","source":"stackoverflow","source_id":"so:77262132","content_type":"comment","title":null,"body_preview":"Use undecorated static methods\n\nI don't know if I'm missing something here, but what about using undecorated static methods?\n\nBy referring to Is @staticmethod decorator needed for declaring a Static M","author":"Craftonix - AA","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","suspiciously_comprehensive","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77262132"},{"id":"0515d858-9667-4061-ae62-13bc7ff7d14c","source":"stackoverflow","source_id":"so:77264282","content_type":"comment","title":null,"body_preview":"I know I am probably late to the party, but I think the metaclass approach can be improved. We don't need a dictionary to map the class to its singleton instance. We can simply have the singleton inst","author":"Shai Avr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77264282"},{"id":"abfb4a28-82f9-402a-8e5e-d03a5182c74a","source":"stackoverflow","source_id":"so:77433887","content_type":"comment","title":null,"body_preview":"I used this:\n\ndef singleton(cls):\n    instances = dict()\n\n    def __new__(klass, *args, **kwargs):\n        klass_path = klass.__module__ + '.' + klass.__name__\n        instance = instances.get(klass_p","author":"Andrey","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77433887"},{"id":"6c4a6c60-24c0-4465-8c64-f909ff587516","source":"stackoverflow","source_id":"so:77529972","content_type":"comment","title":null,"body_preview":"check 'cwd' (working directory), my guess is it should be on project_folder/ because of this your not able to run 'main.py'.\n\nproject_folder/   --> **cwd here**\nproject_folder/app/    ---> **move here","author":"Deepak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77529972"},{"id":"5104465c-be62-4b86-b956-46c7ff065a0e","source":"stackoverflow","source_id":"so:76219226","content_type":"comment","title":null,"body_preview":"You can find obsolete dependencies by using deptry, a command line utility that checks for unused dependencies within a project's dependencies. It also checks for some other issues with the listed dep","author":"Florian","classification":"human_created","confidence":0.85,"indicators":["author_disclosure","platform_fluency","specific_tool_recommendation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76219226"},{"id":"0ed731d3-9487-4492-a73f-ef59f1aec6b0","source":"stackoverflow","source_id":"so:77665188","content_type":"comment","title":null,"body_preview":"I'll add another plug: TorchExplorer (live demo here). It's sort of a combination of Netron and wandb.watch. It can:\n\nInteractively traverse model architectures, showing input/output tensor sizes and ","author":"psychicmachinist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77665188"},{"id":"e47b6733-53fc-46d6-bf6b-cd91b9f65ab5","source":"stackoverflow","source_id":"so:67719376","content_type":"comment","title":null,"body_preview":"In my case, the image was corrupted during download (using wget with github url).\n\nTry with multiple images from different sources.\n\nfrom PIL import Image \nImage.open()","author":"rahul4data","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67719376"},{"id":"24d4b1c6-17db-4a39-857c-27425d32951c","source":"stackoverflow","source_id":"so:78057067","content_type":"comment","title":null,"body_preview":"If the purpose of this server is only for the local test (which I think is the  most common usecase) you can also disable cache for your Chrome browser.\n\nThe detailed instructions to disable cache are","author":"Frontendengdev","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78057067"},{"id":"7860b1c8-5c94-4b58-8677-1dfa77a6e272","source":"stackoverflow","source_id":"so:78015133","content_type":"comment","title":null,"body_preview":"Enum with a single member\n\nThis seems to be lightweight solution that has not been mentioned yet:\n\nfrom enum import Enum\n\nclass Default(Enum):\n    INSTANCE = None\n\n    @staticmethod\n    def foo():\n   ","author":"Alexey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78015133"},{"id":"233114ed-6a6a-4a8f-9303-90cba698a655","source":"stackoverflow","source_id":"so:78139747","content_type":"comment","title":null,"body_preview":"You don't need it. Python's imported objects are already \"singletons\". When you have a file mymodule.py defining\n\nmyobject = MyClass(...)\n\nand you write from mymodule import myobject in multiple place","author":"blue note","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","comparison_to_other_languages"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78139747"},{"id":"7045dbf7-d3f7-4a27-ac79-6ceb590e0a08","source":"stackoverflow","source_id":"so:78491154","content_type":"comment","title":null,"body_preview":"The typeshed stdlib is only usable by type checkers, so we need to guard the import with TYPE_CHECKING:\n\nif typing.TYPE_CHECKING:\n    from _typeshed import ...\n\nIn OP's case, it doesn't look like they","author":"tdy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78491154"},{"id":"36a4f009-f5e2-434a-8e50-0a7b90c272d5","source":"stackoverflow","source_id":"so:78787690","content_type":"comment","title":null,"body_preview":"Make sure, The format is correct ...\nIf file is corrupted it won't work ..\n\nI downloaded a image from internet and it was like \"abcd.avif\" then I just renamed it to \"abcd.jpg\". Then tried to process \"","author":"sanjeev kalangi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78787690"},{"id":"361c5f02-3b52-4495-b6c1-83f6ac4b675f","source":"stackoverflow","source_id":"so:78950543","content_type":"comment","title":null,"body_preview":"pl.format is recognizing literal {}, unlike python's f-strings (if you run df.with_columns(pl.format('{:,.2f}')) you'll see that {:,.2f} is left unchanged).\n\nThus you can't use pl.format the way you w","author":"mozway","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78950543"},{"id":"82b21c25-e329-4aa0-bba2-bca2d6006a6c","source":"stackoverflow","source_id":"so:78950594","content_type":"comment","title":null,"body_preview":"As outlined by @mozway, general format strings are not yet supported as part of pl.format. The corresponding feature request already contains a nice polars implementation of (the most common) C-style ","author":"Hericks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","code_example_with_output"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78950594"},{"id":"36a1cdb5-e574-41dd-93e7-7d06b17c6729","source":"stackoverflow","source_id":"so:79021964","content_type":"comment","title":null,"body_preview":"Yet another method could be to share the state across all instances. The simplicity comes with a drawback as the identities will be different. So, use it with care.\n\nclass Capital:\n    __state:dict=No","author":"Roma_3179904","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79021964"},{"id":"90e235c4-5187-4e32-b696-ddbc3e2ea1b7","source":"stackoverflow","source_id":"so:79063452","content_type":"comment","title":null,"body_preview":"I personally do this:\n\nclass Environment():\n\n    def __new__(cls):\n        if not hasattr(cls, 'mInstance'):\n            cls.mInstance = super(Environment, cls).__new__(cls)\n        return cls.mInstan","author":"MeMedesimo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79063452"},{"id":"8ec066cf-5500-4dd4-9c65-68df5702c81b","source":"stackoverflow","source_id":"so:59074112","content_type":"comment","title":null,"body_preview":"The problem with your implementation is that it calls sleepers.cancel() after sleepers has already raised. Technically the future returned by gather() is in a completed state, so its cancellation must","author":"user4815162342","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59074112"},{"id":"530a3c89-4260-428f-93b4-dab09f6c2e1b","source":"stackoverflow","source_id":"so:67154339","content_type":"comment","title":null,"body_preview":"You can create your own custom gather-function\n\nThis cancels all its children when any exception occurs:\n\nimport asyncio\n\nasync def gather(*tasks, **kwargs):\n    tasks = [ task if isinstance(task, asy","author":"Tobias Bergkvist","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67154339"},{"id":"a8ab8009-c12a-4cde-bc57-7408e275e494","source":"stackoverflow","source_id":"so:73988733","content_type":"comment","title":null,"body_preview":"You just need a decorator, different depending on the python version.\n\nNotice how foo gets printed only once.\n\nPython 3.2+\n\nImplementation:\n\nfrom functools import lru_cache\n\n@lru_cache(maxsize=None)\nc","author":"ciurlaro","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73988733"},{"id":"b1b1f754-09d6-4241-a575-679d3117c06d","source":"stackoverflow","source_id":"so:79380376","content_type":"comment","title":null,"body_preview":"You can try with the following things:\n\nRestart the web app.\n\nCheck the app service plan used by your Azure Web App, ensure the web app has not reached to the limitation of the plan.\n\nIf you are using","author":"Bright Ran","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79380376"},{"id":"dd0ae0b1-5653-406f-a773-db57865eebdf","source":"stackoverflow","source_id":"so:6760726","content_type":"comment","title":null,"body_preview":"class Foo(object):\n     pass\n\nsome_global_variable = Foo()\n\nModules are imported only once, and everything else is overthinking. Don't use singletons and try not to use globals.","author":"Cat Plus Plus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6760726"},{"id":"47af369b-85e4-4d6e-897a-f5c6f61b1071","source":"stackoverflow","source_id":"so:72246576","content_type":"comment","title":null,"body_preview":"One (or two) liner solution:\nclass WhateverClass():\n    def __init__(self):\n        ... # Other init code here if needed\n        self.__class__.__new__ = lambda _: self  # <--- Add this ---\n        se","author":"Markus Hirsim&#228;ki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72246576"},{"id":"9b289832-f0b0-4172-9c56-6fc14ef7ef35","source":"stackoverflow","source_id":"so:6798042","content_type":"comment","title":null,"body_preview":"Use a Metaclass\n\nI would recommend Method #2, but you're better off using a metaclass than a base class. Here is a sample implementation:\n\nclass Singleton(type):\n    _instances = {}\n    def __call__(c","author":"agf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6798042"},{"id":"7e59de66-5ffb-4a15-b603-fcb7e582f15f","source":"stackoverflow","source_id":"so:65183531","content_type":"comment","title":null,"body_preview":"I also prefer decorator syntax to deriving from metaclass. My two cents:\n\nfrom typing import Callable, Dict, Set\n\ndef singleton(cls_: Callable) -> type:\n    \"\"\" Implements a simple singleton decorator","author":"Boriel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65183531"},{"id":"ea9502b9-6b2d-44b3-be85-3e5790cc1f04","source":"stackoverflow","source_id":"so:79685663","content_type":"comment","title":null,"body_preview":"This Steps Solve My Error:-\n\n1. Access the Debug Console:\nFirst, I went to the Kudu Debug Console. You can access it by appending /DebugConsole to your app service URL. For example:\nhttps://<your-app-","author":"Nisarg jadhav","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79685663"},{"id":"c9d7f3aa-fd40-4eab-9927-0fe8f635e4dd","source":"stackoverflow","source_id":"so:60253769","content_type":"comment","title":null,"body_preview":"Here is how you do it with torchviz if you want to save the image:\n\n# http://www.bnikolic.co.uk/blog/pytorch-detach.html\n\nimport torch\nfrom torchviz import make_dot\n\nx=torch.ones(10, requires_grad=Tru","author":"Charlie Parker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60253769"},{"id":"aed4e97f-c671-4a21-8e01-67f5c2311ca5","source":"stackoverflow","source_id":"so:54283312","content_type":"comment","title":null,"body_preview":"You can have a look at PyTorchViz, \"A small package to create visualizations of PyTorch execution graphs and traces.\"","author":"David J.","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54283312"},{"id":"00fed1e5-efd3-43cd-b5ba-ccefcd8b3b6c","source":"stackoverflow","source_id":"so:79715960","content_type":"comment","title":null,"body_preview":"I recently built torchvista to do this in an interactive manner from within notebooks.\n\nYou can just run with one line like this\n\nmodel = MyPytorchModel()\nexample_input = torch.zeros(2, 3)\ntrace_model","author":"Sachin Hosmani","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79715960"},{"id":"c7345f48-f7a3-4447-a7f2-f62478d078c9","source":"stackoverflow","source_id":"so:70783863","content_type":"comment","title":null,"body_preview":"The problem lies with your array b. Since it is an array, it is not as flexible as a list. Since your np.where statement sometimes returns an empty array or even possibly an array with more scalars in","author":"lcdumort","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70783863"},{"id":"63195e13-fe61-4ac6-a714-d3b3121326cb","source":"stackoverflow","source_id":"so:70783788","content_type":"comment","title":null,"body_preview":"You can maybe try to append it to b instead of replacing the value:\n\nB.append(np.where(a == c[i]))\n\nAlso try using if conditions inside the for loop.","author":"new user","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70783788"},{"id":"e77b2cfa-9eb5-4d91-9080-f4e7a4e69c1d","source":"stackoverflow","source_id":"so:70790488","content_type":"comment","title":null,"body_preview":"Let's look at what you are doing.  On the first iteration:\n\nIn [342]: a==c[0]\nOut[342]: array([False,  True, False, False, False])\nIn [343]: np.where(a==c[0])\nOut[343]: (array([1]),)\n\nPay attention to","author":"hpaulj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70790488"},{"id":"637e9df0-25a7-4e4e-ba56-39f79ee90ab5","source":"stackoverflow","source_id":"so:70783671","content_type":"comment","title":null,"body_preview":"The problem lies in b[i]= np.where(a == int(c[i])). This returns an array that only contains a single element in your example. However, v is also one dimensional and you have to assign scalars not arr","author":"Simon Hawe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70783671"},{"id":"555c7526-ee61-4027-ab65-0d3639047f32","source":"stackoverflow","source_id":"so:79797039","content_type":"comment","title":null,"body_preview":"It depends on the LangChain version you're using.\n\nAgentExecutor was moved and later deprecated among LangChain versions.\n\nYou’re probably following outdated docs.\n\nFor LangChain Version >= 1.0.0\n\nAcc","author":"Sakshi Sharma","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79797039"},{"id":"ca4962b4-41b9-4223-9d2f-abea9d4559a3","source":"stackoverflow","source_id":"so:39186313","content_type":"comment","title":null,"body_preview":"I'll toss mine into the ring. It's a simple decorator.\n\nfrom abc import ABC\n\ndef singleton(real_cls):\n\n    class SingletonFactory(ABC):\n\n        instance = None\n\n        def __new__(cls, *args, **kwar","author":"mikenerone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39186313"},{"id":"272499f0-bdbb-4375-affa-ca3d7a3dfb24","source":"stackoverflow","source_id":"so:79844679","content_type":"comment","title":null,"body_preview":"pip install langchain-classic\n\nfrom langchain_classic.agents import AgentExecutor","author":"Aditya Jawla","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79844679"},{"id":"f89905f0-5b48-467f-ba5e-7464286827b5","source":"stackoverflow","source_id":"so:79851259","content_type":"comment","title":null,"body_preview":"In the new version of langchain (1.2.0+), old components (AgentExecutor etc.) have been moved to the langchain-classic package.\n\nfrom langchain_classic.agents import AgentExecutor\n\nfrom langchain_clas","author":"Alisher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79851259"},{"id":"eaf762e2-c37b-4808-9956-2d3dd4f3e9e3","source":"stackoverflow","source_id":"so:79866474","content_type":"comment","title":null,"body_preview":"The closest to \"one size fits all\" is to simply accept the defaults.\nI often encourage colleagues to do that, as I feel that a project running ruff check\nis much better than nothing, and I wouldn't wa","author":"J_H","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","synthetic_empathy","template_phrases"],"bot_score":0.12438686761747385,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79866474"},{"id":"f0973c90-b466-4e7d-84d4-26f4c33a4614","source":"stackoverflow","source_id":"so:79866501","content_type":"comment","title":null,"body_preview":"Good point if one disables many rule of a type to ignore them all as a starting point. Reading further though the docs, it's possible to ignore all the D-rules but cherry pick specific ones via lint.e","author":"k0pernikus","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79866501"},{"id":"fb1a7a1b-f672-416c-ba5e-66f2700da772","source":"stackoverflow","source_id":"so:79920713","content_type":"comment","title":null,"body_preview":"You can define the dict inside the decorator function.\n\nHere is a basic implementation:\n\ndef memoize(fn):\n    cache = {}\n    def wrapper(*args):\n        if args not in cache:\n            cache[args] =","author":"Unmitigated","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79920713"},{"id":"569b35f7-5ac2-4c70-8e79-8cf946b3a22b","source":"stackoverflow","source_id":"so:79924065","content_type":"comment","title":null,"body_preview":"By default, Notebook runs in a sandboxed, Google-hosted runtime. That's usually a good thing; if there's any doubt as to the integrity of the code you're running - or if you don't want to use your own","author":"Anerdw","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79924065"},{"id":"d819cc75-d7d1-45dd-a9ec-fae324279cc0","source":"stackoverflow","source_id":"so:74376227","content_type":"comment","title":null,"body_preview":"But, especially with the __torch_function__ developed, it is possible to get a better visualization. You can try my project here, torchview.\n\nThe example below builds a small CNN with a nested residua","author":"Mert Kurttutan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74376227"},{"id":"f7de3783-8ca9-4ecf-b695-662e55593683","source":"stackoverflow","source_id":"so:79972348","content_type":"comment","title":null,"body_preview":"Do not use AgentExecutor. It has been replaced by the graph-based agent runtime returned from create_agent(). You simply do:\n\nfrom langchain.agents import create_agent\n\nagent = create_agent(\n    model","author":"Shekhar Maharaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972348"},{"id":"c37d625d-5959-4a66-b694-9132368649cd","source":"stackoverflow","source_id":"so:79975108","content_type":"comment","title":null,"body_preview":"You could use for b in range(a, varlim+1):; that wouldn't reduce the complexity, but it would speed things up some.","author":"Scott Hunter","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975108"},{"id":"fffcecdb-a9e0-47d4-ae5b-77e404c5c24d","source":"stackoverflow","source_id":"so:79975109","content_type":"comment","title":null,"body_preview":"Please post only the relevant code. Most of the code you’ve posted has no bearing on your problem (it’s never called), and is a pure distraction.\n\nThat being said, the issue here seems to be algorithm","author":"Konrad Rudolph","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975109"},{"id":"760cb502-7985-4415-a17b-7d6973c32c3e","source":"stackoverflow","source_id":"so:79975120","content_type":"comment","title":null,"body_preview":"The module (last one) is computing the fraction of possible combinations (a,b,c) where ab is coprime to c (gcd is 1) out of the total number of combinations (varlim ^3)","author":"Ayaan Shaheen","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975120"},{"id":"0ee40c2a-a30c-4b67-8bd9-11774b1f33b3","source":"stackoverflow","source_id":"so:79975121","content_type":"comment","title":null,"body_preview":"Lemme try that! I think I saw something similar for a problem in the Euler Archive the other day","author":"Ayaan Shaheen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975121"},{"id":"b11110f7-04c9-4478-bd2e-fcfac3e29298","source":"stackoverflow","source_id":"so:79975125","content_type":"comment","title":null,"body_preview":"Which loops am I supposed to change out of the three? I changed b and c to start at a and the values were VERY different to the initial values","author":"Ayaan Shaheen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975125"},{"id":"4a687247-834c-490d-bcfe-0be677671d68","source":"stackoverflow","source_id":"so:79975126","content_type":"comment","title":null,"body_preview":"Also, the first question is what I'm asking. I'm new to all this. Mercy guys ;-;","author":"Ayaan Shaheen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975126"},{"id":"cf6a625d-f642-4c99-a1ba-8ba6c6b22edd","source":"stackoverflow","source_id":"so:79975127","content_type":"comment","title":null,"body_preview":"Changing the b loop just means you don't test a,b=X,Y as well as a,b=Y,X, so shouldn't affect the result (except that you should count each \"hit\" twice, unless a==b); changing the c loop is a very dif","author":"Scott Hunter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975127"},{"id":"2a3769c5-8433-4045-b2bf-b34da277a4e4","source":"stackoverflow","source_id":"so:79975128","content_type":"comment","title":null,"body_preview":"idk why, but it's still different why I apply the change to the b loop only","author":"Ayaan Shaheen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975128"},{"id":"729b4c61-2c56-4130-bbbb-ccd29ff3cb42","source":"stackoverflow","source_id":"so:79975136","content_type":"comment","title":null,"body_preview":"Setting aside the question of \"Is there a better algorithm?\"  (which is the right place to start), there are at least 2 simplifications that can be made to halve and halve again the domain of the prob","author":"AirSquid","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975136"},{"id":"ec50e170-20fa-4379-9dff-783a8b2d43db","source":"stackoverflow","source_id":"so:79975164","content_type":"comment","title":null,"body_preview":"Maybe you did it wrong? :)  This is one of @AirSquid's simplifications.","author":"Scott Hunter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975164"},{"id":"655baf61-969b-4323-9e2d-f37904c39edf","source":"stackoverflow","source_id":"so:79975183","content_type":"comment","title":null,"body_preview":"Reviewing algorithm objective is worth to avoid brute force thanks to two following mathematical observations:\n\nThe pair loop collapses into a square.\ngcd(a·b, c) = 1 holds exactly when gcd(a, c) = 1 ","author":"Yves Martin","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","template_phrases","missing_platform_voice","polished_first_draft","suspiciously_balanced","absence_of_personality"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975183"},{"id":"51893a9e-4645-42ad-b3d0-6610868b8b5b","source":"stackoverflow","source_id":"so:79975186","content_type":"comment","title":null,"body_preview":"Möbius function and smallest prime factor search should allow to get O(N log N)","author":"Yves Martin","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975186"},{"id":"14a03601-5c14-4d27-8f31-7506313d6d3d","source":"stackoverflow","source_id":"so:79975190","content_type":"comment","title":null,"body_preview":"If this works, would you be fine with being credited for my paper? I'm not in uni yet, but I'm doing it for the love of the game.","author":"Ayaan Shaheen","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.4288836338031911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975190"},{"id":"777c0f15-2c38-4375-ad47-3f46e9871507","source":"stackoverflow","source_id":"so:79975192","content_type":"comment","title":null,"body_preview":"no need for credits, I will stop here and let you investigate this path","author":"Yves Martin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975192"},{"id":"63690aa8-8cad-4828-b53c-d2a686cca21a","source":"stackoverflow","source_id":"so:79975194","content_type":"comment","title":null,"body_preview":"What is expected that probcoprime will do? Could you add an explanation on the purpose of the function?\n\nPlease, clarify it.","author":"cards","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975194"},{"id":"493333fe-5efd-484b-b6dc-aaf26a4d307c","source":"stackoverflow","source_id":"so:79975208","content_type":"comment","title":null,"body_preview":"This version, thanks to a new logic, reduce the complexity of the execution:\n\nimport math\n\ndef probcoprime(varlim):\n    if varlim == 1:\n        return 1\n        \n    goodcount = 0   \n    for c in rang","author":"cards","classification":"ai_generated","confidence":0.85,"indicators":["polished_first_draft","missing_platform_voice","semantic_blandness"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79975208"},{"id":"5b1c4439-fa27-42fa-b79c-409469dc69fa","source":"stackoverflow","source_id":"so:79978026","content_type":"comment","title":null,"body_preview":"I want to add two sanity checks to both your problem and to any solutions you may discover.\n\nFirst, just because an algorithm has bad complexity doesn't mean it necessarily needs to be optimized. O(n^","author":"Abion47","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978026"},{"id":"afd34bc1-935c-4538-85f6-b1ee61de2625","source":"stackoverflow","source_id":"so:79978216","content_type":"comment","title":null,"body_preview":"Pyinstaller installs a core Python interpretor, the required parts of the standard library (here at least tkinter plus the tk bindings and tk...), and the additional libraries  (here playright and its","author":"Serge Ballesta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978216"},{"id":"b3ab42f7-76c3-4f52-9949-6c1f55ee57f5","source":"stackoverflow","source_id":"so:79978257","content_type":"comment","title":null,"body_preview":"running a native browser you're still doing that. Playwright and Selenium aren't browsers, they start and control an already installed browser. When you run playwright install you install one or more ","author":"Panagiotis Kanavos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4809762400020983,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978257"},{"id":"77165579-322a-4fb6-bcc5-1a2fc0c4af1d","source":"stackoverflow","source_id":"so:79978321","content_type":"comment","title":null,"body_preview":"Same logic as the version I have proposed already, so O(N²), but without explanation it is difficult to understand...","author":"Yves Martin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978321"},{"id":"fcece411-4278-47e6-8dd3-e0d8aa6aae63","source":"stackoverflow","source_id":"so:79978424","content_type":"comment","title":null,"body_preview":"Are you creating an exe to avoid having to install python?","author":"JonSG","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17938893841479675,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978424"},{"id":"66084e92-3e90-4bb2-b657-822ba6b4e9bc","source":"stackoverflow","source_id":"so:79978494","content_type":"comment","title":null,"body_preview":"Yes, since I'm hoping this tool will help not just me, but my colleagues as well, I'm making it so they don't have to install Python and all necessary dependencies.","author":"user32880109","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","self_reference"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978494"},{"id":"b6e0cc18-e2b8-4b4d-8f86-d7035f6d1c20","source":"stackoverflow","source_id":"so:79978496","content_type":"comment","title":null,"body_preview":"Maybe my phrasing was wrong (I'm sorry, I only got into the IT world maybe 2-3 months ago), but I meant \"using a browser installed on the machine\", as opposed to the one I bundle into my program.\n\nI'v","author":"user32880109","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","genuine_specificity"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978496"},{"id":"1e9a9ce0-82c5-4a8e-98ca-ef916be2f87a","source":"stackoverflow","source_id":"so:79978497","content_type":"comment","title":null,"body_preview":"Is there a way to, perhaps, clean-up some of the libraries it bundles in? I looked through the final folder, and there seem to be some python modules that I do not explicitly need in my code. However,","author":"user32880109","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_template_phrases"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79978497"},{"id":"f59ed702-cb7e-4f5e-b934-584c395171af","source":"stackoverflow","source_id":"so:16779030","content_type":"comment","title":null,"body_preview":">>> from scipy.io.wavfile import read\n>>> a = read(\"adios.wav\")\n>>> numpy.array(a[1],dtype=float)\narray([ 128.,  128.,  128., ...,  128.,  128.,  128.])\n\nTypically it would be bytes which are then int","author":"Joran Beasley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/16779030"},{"id":"4199660d-9a7c-4bae-ba49-fe92500e988e","source":"stackoverflow","source_id":"so:79979859","content_type":"comment","title":null,"body_preview":"Yes, this is still possible in current aiosql (v15), though the API has changed from older tutorials. Each loaded query, once attached to your Queries object, is a callable that carries its metadata a","author":"Shashi Kant Singh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979859"},{"id":"93b8ee6b-a4c8-49c6-acaa-1afbbe5789a9","source":"stackoverflow","source_id":"so:79979861","content_type":"comment","title":null,"body_preview":"sys.argv[1:2] returns a list, not a string. If you want just the argument without the [' and '], use sys.argv[1] instead, or access the first element with argument_1[0]. Also consider checking that an","author":"jasonmiller","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979861"},{"id":"c2aaaa6e-760e-406c-afb0-1715c0be534f","source":"stackoverflow","source_id":"so:79979864","content_type":"comment","title":null,"body_preview":"From what I can tell, aiosql is mainly designed to load SQL statements and expose them as callable methods, rather than providing access to the original SQL text afterward.\n\nIf your goal is debugging ","author":"khizar raza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979864"},{"id":"ab42170c-dd65-4bbb-8065-675dff07e51f","source":"stackoverflow","source_id":"so:79979865","content_type":"comment","title":null,"body_preview":"You can also use strip() if the brackets are actually part of the string, but in this case they are just the list representation. A cleaner approach is to convert the slice result into a single value:","author":"pantea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979865"},{"id":"69bc3046-c083-4bf8-8890-fb4eeb8f61ca","source":"stackoverflow","source_id":"so:79979897","content_type":"comment","title":null,"body_preview":"After messing with this for three days I decided to uninstall every Python release I had on my PC and do a clean install. That was the only way for me to get it working, but it worked! No surprises th","author":"wjandrea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","self_reference","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979897"},{"id":"7d25dff4-c11d-4ce4-885a-82253e940781","source":"stackoverflow","source_id":"so:79979905","content_type":"comment","title":null,"body_preview":"identity has two downstream services, notification and market,\neither of which can be \"slow\" or can be down for a long time.\nSenders tag events with a GUID.\nIf duplicate copies of an event message arr","author":"J_H","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.12438686761747385,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979905"},{"id":"6281f79e-5976-40d4-952b-934f777f1a80","source":"stackoverflow","source_id":"so:79979912","content_type":"comment","title":null,"body_preview":"This question is from 2016 and the tooling has moved on: parser-based extractors now exist in most ecosystems, and they survive the aliases, CTEs, and subqueries that regex and sqlparse-token approach","author":"gurun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","code_example","technical_correction"],"bot_score":0.47721276085392184,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979912"},{"id":"d9941915-bcda-4269-8948-e30cf528f7ef","source":"stackoverflow","source_id":"so:79979827","content_type":"comment","title":null,"body_preview":"Disclosure: I'm the creator/maintainer of VisualTorch.\n\nimport visualtorch\nfrom torch import nn\n\nmodel = nn.Sequential(\n    nn.Conv2d(3, 16, kernel_size=3, padding=1),\n    nn.ReLU(),\n    nn.MaxPool2d(","author":"willy","classification":"human_created","confidence":0.95,"indicators":["disclosure","platform_fluency","genuine_specificity","self_reference","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979827"},{"id":"bfe01e0b-f98c-4247-9634-ceb4e858d7a1","source":"stackoverflow","source_id":"so:79979933","content_type":"comment","title":null,"body_preview":"I maintain a package with some helper functions for polars, called polarstation,  which provides a format function:\n\nimport polars as pl\nimport polarstation as ps\ndf = pl.DataFrame({'size': [34.2399, ","author":"const-ae","classification":"human_created","confidence":0.92,"indicators":["niche_expertise","platform_fluency","code_examples_and_output","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979933"},{"id":"0fdc40d8-94d1-4e2f-8b4e-63ad55d6a510","source":"stackoverflow","source_id":"so:79979935","content_type":"comment","title":null,"body_preview":"I found the problem. There was a \"lambda:\" Statement missing in the protocol line, like:\n\nrootwindow4.protocol(\"WM_DELETE_WINDOW\", lambda: on_close())\n\nAs well as the button functions, they needed a l","author":"Ras_Al_Ghul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979935"},{"id":"dffb1783-37c0-475b-bf30-44c9639da0dd","source":"stackoverflow","source_id":"so:79979938","content_type":"comment","title":null,"body_preview":"The AgentExecutor import error is expected behavior if you're on LangChain 1.0+ — AgentExecutor, along with create_tool_calling_agent and create_react_agent, was removed from the core package in that ","author":"Philip Mutua","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","polished_first_draft","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979938"},{"id":"80b570ac-9f6c-4852-b9d8-8991d8f0baa3","source":"stackoverflow","source_id":"so:73948462","content_type":"comment","title":null,"body_preview":"One way using re.sub:\n\nimport re\n\nstring = \"I have a dog but not a cat.\"\n\nd = {\"dog\": \"cat\", \"cat\": \"dog\", \".\": \"!\"}\nnew_string = re.sub(\"|\".join([re.escape(k) for k in d]), lambda x: d[x.group(0)], s","author":"Chris","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73948462"},{"id":"aaaafc12-02a7-4c25-b617-c92ac7cb4469","source":"stackoverflow","source_id":"so:79979999","content_type":"comment","title":null,"body_preview":"I resolved this issue by aligning the pipeline pool with the operating system the function app runs on in Azure. The settings that need to be aligned are:\n\nthe pool under which the pipeline's agent ru","author":"Quality Catalyst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979999"},{"id":"2f2809f4-9227-428b-b38b-5e2065651bb5","source":"stackoverflow","source_id":"so:73092104","content_type":"comment","title":null,"body_preview":"What you can do with Python 3.10 (and, probably, earlier versions) is use asyncio.wait. It takes an iterable of awaitables and a condition as to when to return, and when the condition is met, it retur","author":"Ibolit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73092104"},{"id":"a02ca61b-3ef4-4a28-9725-4535819ae216","source":"stackoverflow","source_id":"so:79980025","content_type":"comment","title":null,"body_preview":"The answer for SDL3 is to use SDL_StartTextInput and SDL3_StopTextInput.","author":"Gridzbi Spudvetch","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980025"},{"id":"a391f7bd-f4e5-4d89-8637-bff5e5b8f1ab","source":"stackoverflow","source_id":"so:79980041","content_type":"comment","title":null,"body_preview":"There are many tools that can help with this. In addition to deptry, there is pyproject-udeps, creosote, fawltydeps, py-unused-deps, and more. I have a benchmark and case study comparing all of them i","author":"lukehsiao","classification":"human_created","confidence":0.85,"indicators":["author_disclosure","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980041"},{"id":"c227aff4-7f37-4e4e-9911-0083930b530e","source":"stackoverflow","source_id":"so:79935939","content_type":"comment","title":null,"body_preview":"_typeshed is a package that is used by type checkers like Mypy and Pyright.\n\nType checkers: \"Yes, _typeshed exists\"\n\nRuntime: \"Never heard of it\"\n\nSo when you attempt to:\n\nfrom _typeshed import Self\n\n","author":"THI&#202;N HUỲNH QUỐC","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79935939"},{"id":"dd2838f3-5a2a-490e-8529-5cadd3c39ec0","source":"stackoverflow","source_id":"so:35534104","content_type":"comment","title":null,"body_preview":"It is slightly similar to the answer by fab but not exactly the same.\n\nThe singleton pattern does not require that we be able to call the constructor multiple times.  As a singleton should be created ","author":"mike rodent","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","original_commentary_around_quotes","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35534104"},{"id":"7f71c7f2-984f-4518-8c3b-8487d1d74eb5","source":"stackoverflow","source_id":"so:20553828","content_type":"comment","title":null,"body_preview":"One way to do this would be with the following:\n\ndef costEdit(nCost):\n    nCost = '%.2f'%(nCost*1.25)\n    #nCost = nCost*1.25\n    return nCost\n\nLet me break this down for you.\n\nTake the line:\n\n'%.2f'%","author":"jwarner112","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20553828"},{"id":"88b7bdcb-7d46-4e28-bf8e-c5d6032a1b6a","source":"stackoverflow","source_id":"so:79980067","content_type":"comment","title":null,"body_preview":"Use len() to check the length of the string before updating the label, or slice it to 15 characters:\n\nlabel.config(text=str(value)[:15])\n\nThis keeps the display from overflowing by limiting it to 15 c","author":"william","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980067"},{"id":"e3a4893f-24d8-471a-9a8b-c8cdbf06e231","source":"stackoverflow","source_id":"so:37557540","content_type":"comment","title":null,"body_preview":"== is supposed to take arbitrary other objects, not just objects of your type. If it doesn't recognize the other object, it should return NotImplemented:\n\nclass MyObject(object):\n    def __init__(self","author":"user2357112","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37557540"},{"id":"9a9a072f-eb10-4e62-a4d7-d6406426ced7","source":"stackoverflow","source_id":"so:79980078","content_type":"comment","title":null,"body_preview":"In my case, the problems was, I was converting the image, but I had to close(), the file reference.\n\nimagefile = requests.get(input_url)\nwith open(filename, \"wb\") as f:    \n  f.write(imagefile.content","author":"Susobhan Das","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980078"},{"id":"2dea0798-af44-4020-9662-579e024cfcab","source":"stackoverflow","source_id":"so:79980124","content_type":"comment","title":null,"body_preview":"No, it's not the same logic, only the same ground idea.\nMy version is O(n) in space yours O(1)... and, despite this, their execution times are really close together as shown in the picture.\n\nIt's not ","author":"cards","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980124"},{"id":"7b41679c-bd9d-4119-b5ee-bb6a0e2b3ac1","source":"stackoverflow","source_id":"so:51847966","content_type":"comment","title":null,"body_preview":"This is fun. I've figured out how to use PIL (the \"Pillow\" fork, of course) and Numpy to do this fully \"vectorized\", i.e. without loops:\n\ntext = \"Hi there\"\nfrom PIL import Image, ImageDraw, ImageFont\n","author":"Dave Rove","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51847966"},{"id":"896bd901-d1d6-4b47-99f0-ef2173fb1690","source":"stackoverflow","source_id":"so:79980126","content_type":"comment","title":null,"body_preview":"You definately dont need to remeber 100% of the functions, methods and their argument. Just remember some core essential functions and methods which you will need others are just 1 google search away.","author":"Rishu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980126"},{"id":"537a997a-460b-441a-a39d-227c4725c2cb","source":"stackoverflow","source_id":"so:79980141","content_type":"comment","title":null,"body_preview":"import cv2\nimport numpy as np\n\n# This image import from OpenCV clone ... and This image have three channels (GBR)\nimg = cv2.imread(\"./opencv/samples/data/home.jpg\")\n\ngray_numpy = np.round(\n    0.114 *","author":"Koosha","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980141"},{"id":"0871adad-2d99-42ea-af3c-55fb00348ac0","source":"stackoverflow","source_id":"so:79980161","content_type":"comment","title":null,"body_preview":"I wouldn't want \"false alarms\" to annoy engineers to the point that they turn off linting for their project.\n\nI really took this too hard by distinguishing auto-fixable formatting issues from potentia","author":"k0pernikus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980161"},{"id":"c6cfcdf6-4b8f-4e09-bb19-58eeab07fa9a","source":"stackoverflow","source_id":"so:62298670","content_type":"comment","title":null,"body_preview":"import wave\nimport numpy\n\n# Read file to get buffer                                                                                               \nifile = wave.open(\"input.wav\")\nsamples = ifile.getnfr","author":"Matthew Walker","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62298670"},{"id":"0370ebb0-2763-4a0e-83f8-2754b2f72735","source":"stackoverflow","source_id":"so:67193469","content_type":"comment","title":null,"body_preview":"Here is an observation to Matt's answer: max_int16 should be 2**15-1 not 2**15.\n\nBetter yet, I think the normalization line should be replaced with:\n\naudio_normalised = audio_as_np_float32 / numpy.iin","author":"Andreas Prokopiou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67193469"},{"id":"d4546dfa-4cc6-4714-908c-cbb62c404a41","source":"stackoverflow","source_id":"so:6060951","content_type":"comment","title":null,"body_preview":"Here is the code for assertEquals (from Github):\n\nstatic public void assertEquals(String message, Object expected,\n        Object actual) {\n    if (expected == null && actual == null)\n        return;\n","author":"Binil Thomas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6060951"},{"id":"8030fc67-82d8-41dc-a387-c245042c09d9","source":"stackoverflow","source_id":"so:10645541","content_type":"comment","title":null,"body_preview":"TreeMap (and this TreeSet) doesn't use your equals() method at all, except if you fetch the entrySet() or keySet(). If there's a problem, it's going to be in ArtifactComparator. That class's compareTo","author":"Ernest Friedman-Hill","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10645541"},{"id":"5ea89649-c77c-46c4-8829-954ba6b64347","source":"stackoverflow","source_id":"so:10645965","content_type":"comment","title":null,"body_preview":"As Ernest said, you need a compareTo() method. If you think about the Tree structure, it doesn't just have to know if two objects are considered equal to each other but if one is \"less than\" or \"great","author":"monty","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10645965"},{"id":"2c12edf2-a740-4dbd-8c82-e1ab63677965","source":"stackoverflow","source_id":"so:12530840","content_type":"comment","title":null,"body_preview":"This CSS looks like web CSS which is not supported as far as I know.  Valid JavaFX css properties generally start with \"-fx\".  There is a reference here:\n\nhttp://docs.oracle.com/javafx/2/api/javafx/sc","author":"Andy Till","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/12530840"},{"id":"a56efbee-46d6-4a0f-89c3-559b3230efd0","source":"stackoverflow","source_id":"so:19429792","content_type":"comment","title":null,"body_preview":"Again perhaps not as pretty as you were looking for ...\n\npublic enum Flippable {\n    A, B, Z, Y;\n\n    static {\n        A.opposite = Z;\n        B.opposite = Y;\n        Y.opposite = B;\n        Z.opposit","author":"robert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19429792"},{"id":"ce4cd618-1363-4b6e-b989-c999a178844b","source":"stackoverflow","source_id":"so:19429720","content_type":"comment","title":null,"body_preview":"As you can see it's not possible due to enum constants are static and you could not initialize A until Z is not initialized.\n\nSo this trick should work:\n\npublic enum Flippable { \n  A (\"Z\"), B (\"Y\"), Y","author":"Admit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19429720"},{"id":"4154156b-f8f2-4e1b-bd6c-48807170c4df","source":"stackoverflow","source_id":"so:19429693","content_type":"comment","title":null,"body_preview":"Just map the opposites:\n\nimport java.util.*;\n\npublic enum Flippable \n{\n  A, B, Y, Z;\n\n  private static final Map<Flippable, Flippable> opposites;\n\n  static\n  {\n    opposites = new EnumMap<Flippable, F","author":"splungebob","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19429693"},{"id":"3d206889-318c-4337-9398-741ae1bbe234","source":"stackoverflow","source_id":"so:9153245","content_type":"comment","title":null,"body_preview":"Did you try the setHint?\n\nmyTextView.setHint(\"My conditional hint\");\n\nHope it helps..","author":"Orkun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/9153245"},{"id":"9cae8113-79f5-42ae-afa5-badce3308ef3","source":"stackoverflow","source_id":"so:23722683","content_type":"comment","title":null,"body_preview":"You could do something like this\n\n// Returns the last node in the inorder traversal of tree,\n// or prev if tree is null.\nNode printSuccessors(Node tree, Node prev) {\n  if (tree == null) {\n    return p","author":"Louis Wasserman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23722683"},{"id":"79f6cd63-62cd-4072-a487-800d48263ba5","source":"stackoverflow","source_id":"so:23980766","content_type":"comment","title":null,"body_preview":"if you are using actionbarsherlock searchview, this is the best way to set string dynamically\n\n   AutoCompleteTextView searchTextView =\n                    (AutoCompleteTextView) mSearchView.findViewB","author":"Naruto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_snippet","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/23980766"},{"id":"1a912857-500f-4048-b542-981bdf3f70af","source":"stackoverflow","source_id":"so:24694916","content_type":"comment","title":null,"body_preview":"May I suggest a different approach.\n\nDon't try to clone the ScriptEngine. It doesn't implement Serializable/Externalizable and the API doesn't support cloning. Attempts to force a clone will be workar","author":"Andrejs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/24694916"},{"id":"e095930d-45fc-4f7b-b7f8-67c42d5fef88","source":"stackoverflow","source_id":"so:25948276","content_type":"comment","title":null,"body_preview":"((TextView) findViewById(R.id.yourEditTextId)).setHint(\"hint text\");","author":"Turako","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/25948276"},{"id":"3811f3c2-5bb9-474c-8943-d6ce55227ef7","source":"stackoverflow","source_id":"so:31179834","content_type":"comment","title":null,"body_preview":"It seems to me that the error message says it cant find the target dom element and not that it cant find the target property. Is the element there when your code is fired? make sure it is and get back","author":"MrDrishu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31179834"},{"id":"b51de84e-1f32-435c-95b8-65822ff03c7f","source":"stackoverflow","source_id":"so:31183530","content_type":"comment","title":null,"body_preview":"The problem is that GWT code runs in an iframe (for sandboxing/isolation) and Anno only supports array types from the same browsing context.\n\nSee http://perfectionkills.com/instanceof-considered-harmf","author":"Thomas Broyer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","specific_links"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31183530"},{"id":"360280a9-e281-466b-97e7-dc2dda9a40ad","source":"stackoverflow","source_id":"so:31185260","content_type":"comment","title":null,"body_preview":"You can get the calling method details using the stacktrace of the thread.\n\nStackTraceElement caller = Thread.currentThread().getStackTrace()[1];\n\ncaller.getClassName();\ncaller.getMethodName();\ncaller","author":"Codebender","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31185260"},{"id":"fed95296-cfe4-4d81-a903-ac2a92c7051f","source":"stackoverflow","source_id":"so:32111661","content_type":"comment","title":null,"body_preview":"Ok, So delete your persistence.xml, or comment it out, and edit your applicationContext.xml to change it to :\n\n<persistence-unit name=\"persistance_unit\" transaction-type=\"RESOURCE_LOCAL\">\n\n        <pr","author":"We are Borg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","direct_problem_solving"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/32111661"},{"id":"f29d306a-6a0c-40cb-8dea-1395a1078f42","source":"stackoverflow","source_id":"so:34286836","content_type":"comment","title":null,"body_preview":"I suggest you don't set it at all. Just let the system negotiate with the peer. It will negotiate the strongest shared protocol.","author":"user207421","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34286836"},{"id":"d439b79f-8077-4904-a75a-0e846f1550af","source":"stackoverflow","source_id":"so:34910332","content_type":"comment","title":null,"body_preview":"Nice question. Perhaps you will like this solution:\n\npublic class Test {\n    public enum Flippable {\n        A, B, Y, Z;\n\n        private Flippable opposite;\n\n        static {\n            final Flippa","author":"Ed Price","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/34910332"},{"id":"cf738cb1-345b-40cd-bd33-d21a4322fe34","source":"stackoverflow","source_id":"so:35633258","content_type":"comment","title":null,"body_preview":"I have run into error code 4 a few times, and the problem was that disk was full.","author":"user3076252","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35633258"},{"id":"7b50837e-f751-435a-9314-d11fccaa5372","source":"stackoverflow","source_id":"so:37865338","content_type":"comment","title":null,"body_preview":"One cause could be the spring incompatibility with java version.\nspring 3.2.0 doesnt work with java 8.\nSolution: Upgrade to 3.2.16 or above","author":"kranthi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37865338"},{"id":"dc01ffae-3371-4546-ac49-2b94e7b37ef8","source":"stackoverflow","source_id":"so:42293442","content_type":"comment","title":null,"body_preview":"I suppose your program looks for a column named '\"Id\"', instead of 'Id'. You should change your annotation this way.\n\n@Column(name=\"Id\")\nprivate Long id;","author":"jaysee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42293442"},{"id":"fc939ac8-6399-40d1-bd64-c06c3df177fc","source":"stackoverflow","source_id":"so:42532578","content_type":"comment","title":null,"body_preview":"As long as the field remains private to the enum, I am not sure whether the final status of it is truly of much concern. \n\nThat said, if an opposite is defined in the constructor (it doesn't have to b","author":"Weckar E.","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42532578"},{"id":"fc18b8fd-1b87-4608-9602-ac81fbb5b13b","source":"stackoverflow","source_id":"so:42870640","content_type":"comment","title":null,"body_preview":"Android studio already provide plugin (Android Parcelable code generator) to generate Parcelable methods automatically.\n\nFor using above plugin i have create below classes with Parcelable auto generat","author":"Hareshkumar Chhelana","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","technical_accuracy","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42870640"},{"id":"eca37988-b53d-4615-84f1-68f6c0b53b59","source":"stackoverflow","source_id":"so:43014738","content_type":"comment","title":null,"body_preview":"In the entity Student the property school is an object. To insert new student you must use a reference to school object. So your payload must be like this:\n\n{\n    \"studentId\": 2015020,\n    \"studentNam","author":"Cepr0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43014738"},{"id":"971a9097-02e8-4d0b-9cfd-7771804f4e61","source":"stackoverflow","source_id":"so:43017007","content_type":"comment","title":null,"body_preview":"Just check if the name of database column match with entity mapping:\nIf identity column of school table in DB is \"school_id\", mention it in your mapping:\n\n  @Id\n  @Column(name = \"school_id\")\n  @Genera","author":"grizzly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43017007"},{"id":"aae40da9-2936-4e29-8f18-89b991c7eb83","source":"stackoverflow","source_id":"so:43013235","content_type":"comment","title":null,"body_preview":"Remove this environment variable from the system or configure the run/debug configuration to not include parent environment:","author":"CrazyCoder","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43013235"},{"id":"6a5634fb-d80f-4154-b3ee-3c98e2102765","source":"stackoverflow","source_id":"so:43244641","content_type":"comment","title":null,"body_preview":"I solved this problem by adding the following command into idea.bat file:\n\nUNSET JAVA_TOOL_OPTIONS\n\nI'm running IntelliJ 2017.1 on Windows 7, and my idea.bat file is located at C:\\Program Files (x86)\\","author":"George Yeoh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43244641"},{"id":"31891a2c-871b-4f02-8312-1a03eb5bdab7","source":"stackoverflow","source_id":"so:43357160","content_type":"comment","title":null,"body_preview":"Another way to override the env is from the from the Help | Edit Custom VM Options menu of all places.","author":"MarkHu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43357160"},{"id":"3052184c-8471-4cb8-ba4b-9885112d5330","source":"stackoverflow","source_id":"so:43714355","content_type":"comment","title":null,"body_preview":"For me this worked in Eclipse\n\nselect your project\n\n→ then right click on project menu bar on top\n\n→ go to properties\n\n→ click on Targeted Runtimes\n\n→ now you must select a check box next to the serve","author":"nick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43714355"},{"id":"f5a72e9d-36a5-4f24-aa82-9de7cf2be929","source":"stackoverflow","source_id":"so:44063428","content_type":"comment","title":null,"body_preview":"I'm using this solution:\n\npublic enum Flippable {\n\n    A, B, Y, Z;\n\n    public Flippable flip() {\n        switch (this) {\n            case A:\n                return Z;\n            case B:\n            ","author":"fkurth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44063428"},{"id":"132c02c9-867e-4aab-8fca-4301e6019314","source":"stackoverflow","source_id":"so:44108347","content_type":"comment","title":null,"body_preview":"I've had the same problem at work.  This is probably FireEye knowledge rather than an IntelliJ answer, but I find that when I run IntelliJ as administrator the problem goes away without any settings c","author":"Keith So","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44108347"},{"id":"819282b0-52b8-4926-870f-0387462fd96c","source":"stackoverflow","source_id":"so:44650055","content_type":"comment","title":null,"body_preview":"I found solution. Just changed a little bit my HTML code and it works perfect :D\n\n<div class=\"form-group\">\n<label class=\"col-md-2 control-label\">Min num</label>\n<div class=\"col-md-4 inputGroupContaine","author":"Hajrudin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","code_sharing"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44650055"},{"id":"7ef69d55-c4bd-4f08-9a43-8c850613fa77","source":"stackoverflow","source_id":"so:44732569","content_type":"comment","title":null,"body_preview":"This is mostly an antivirus issue\n\nOne solution that worked for me\n\n  \nTry disabling your antivirus and do it again.","author":"jagapathi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/44732569"},{"id":"63baa30c-498f-447b-883d-c67d8862322d","source":"stackoverflow","source_id":"so:45344539","content_type":"comment","title":null,"body_preview":"Just restarted the JDeveloper and build the project and problem was solved. class files were missing from the class path.","author":"Usman Riaz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45344539"},{"id":"7a3500b9-81cc-4ee0-b92b-26876af57788","source":"stackoverflow","source_id":"so:45729749","content_type":"comment","title":null,"body_preview":"If you are using simple Editext without TextInputLayout :\n\nEditText etUsername;\netUsername = (EditText) findViewById(R.id.etUsername);\netUsername.setHint(\"Your Hint\");\n\nIf you are using Editext within","author":"M.Usman","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","list_heavy_advice"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45729749"},{"id":"ace67bca-7819-4e9d-a205-e737b752edf8","source":"stackoverflow","source_id":"so:46212110","content_type":"comment","title":null,"body_preview":"Annotate your SecurityConfiguration with @EnableWebSecurity","author":"Amarnath Pathak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46212110"},{"id":"339b35ba-ac17-4cbb-95be-22537cecb226","source":"stackoverflow","source_id":"so:47667129","content_type":"comment","title":null,"body_preview":"If you are using IntelliJ Idea (Ultimate) you can use Persistence Tool Window. In order to use this feature, you have to add Java EE Persistence Framework Support to your project or module. ( Note: To","author":"B378","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","specific_instructions","references","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47667129"},{"id":"5aa35d77-be13-4847-8699-d3ad62603086","source":"stackoverflow","source_id":"so:47668738","content_type":"comment","title":null,"body_preview":"Single version of truth\n\nPlease do not use the entitys to modify the structure of the database: \n\nif you add a non-null non-default column to a entity the database can not be changed if there are rows","author":"Grim","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47668738"},{"id":"181968e1-4467-4368-87d9-447a57178930","source":"stackoverflow","source_id":"so:49496826","content_type":"comment","title":null,"body_preview":"The code below compiles fine, and meets all of the OP's requirements, but fails at runtime with Exception in thread \"main\" java.lang.ExceptionInInitializerError. It is left here to rot as an example o","author":"Jeshurun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49496826"},{"id":"71e3b00e-7cff-4152-bd0a-ce1a98840c5c","source":"stackoverflow","source_id":"so:50325951","content_type":"comment","title":null,"body_preview":"From your dependencies you missed (check you java version you use):\n\n <dependency>\n        <groupId>com.microsoft.sqlserver</groupId>\n        <artifactId>mssql-jdbc</artifactId>\n        <version>6.5.2","author":"wolver","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50325951"},{"id":"30e470be-f3dd-40bc-8f9d-a5e7755dee45","source":"stackoverflow","source_id":"so:51465087","content_type":"comment","title":null,"body_preview":"for editText.hint you must delete name of your edit.Text from activity_main.xml then set in the MainActivity in java or activity_main.xml because text is preferred to hint.","author":"Ali Doran","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51465087"},{"id":"9e2e38ac-e59c-4985-ab92-c54ce2adba80","source":"stackoverflow","source_id":"so:52070169","content_type":"comment","title":null,"body_preview":"Simply update your Android Studio and also generate a new Key path.","author":"Chetana Prajapati","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52070169"},{"id":"8a1030c4-d3e8-43e4-9d39-713d77022cfe","source":"stackoverflow","source_id":"so:53624812","content_type":"comment","title":null,"body_preview":"I think you should look at https://docs.oracle.com/javase/7/docs/api/java/util/LinkedList.html and get an idea for the behavior of a linked list initially. Once you have an idea on how it behaves, you","author":"L7ColWinters","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53624812"},{"id":"f7a4986a-c723-4f48-a569-1333c03b34c7","source":"stackoverflow","source_id":"so:53624823","content_type":"comment","title":null,"body_preview":"You should check that first isn't null in order to do what you describe in the question. Also, it is kind of weird that the first node autoreferences itself because usually it is left in null until yo","author":"Juan Jos&#233; Torres","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53624823"},{"id":"a9e89a7a-a242-4266-a7b6-23c4e8a73ea2","source":"stackoverflow","source_id":"so:53624833","content_type":"comment","title":null,"body_preview":"notice that the first value is linked to the first Node with is null. Then you have to check two things\n\nNode == null (you got this)\n\nNode.next == null (you have to do this)\n\nWhen Node.next == null. I","author":"elbraulio","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53624833"},{"id":"b06e7b38-cfd9-4d55-9f82-5186d4e5ad08","source":"stackoverflow","source_id":"so:53626147","content_type":"comment","title":null,"body_preview":"The class MyLinkedList in your question follows the pattern of a stack data structure(At the time when i am writing this answer). That is: ever time you add a new element, the new element replaces the","author":"Abhishek Oza","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53626147"},{"id":"e5d1bfa0-cfa3-407e-8a62-1b8fb6d0a799","source":"stackoverflow","source_id":"so:54628586","content_type":"comment","title":null,"body_preview":"It seems the problem is due to the fact that you are trying to init the database both using hibernate auto-ddl tool as well as the Spring Boots schema.sql file.\n\nAccording to the docs:\n\n  \nIn a JPA-ba","author":"Maciej Kowalski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","direct_problem_solving","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54628586"},{"id":"d31e480e-83d7-440d-a24e-ca718c298029","source":"stackoverflow","source_id":"so:9155641","content_type":"comment","title":null,"body_preview":"You can try following, \n\nin Java \n\nyourEditText.setHint(\"hint\");\n\nin Kotlin \n\nyourEditText.hint = \"Your hint\"","author":"Lucifer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/9155641"},{"id":"d45aeb57-c2b8-4f43-a8e3-ea8db36f4f56","source":"stackoverflow","source_id":"so:56748831","content_type":"comment","title":null,"body_preview":"Your driver is not initialized while calling Pagefactory initElements methods. Updating the Authpage contructor as given below may resolve your issue.\n\npublic AuthPage() {\n    super.setup();\n    TestB","author":"Murthi","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56748831"},{"id":"6e88446d-793a-4730-9fca-13b920a53a35","source":"stackoverflow","source_id":"so:56767018","content_type":"comment","title":null,"body_preview":"For me helps next:\n\npublic AuthPage() {\n        super.setup();\n        PageFactory.initElements(driver, this);\n    }\n\ndependencies in Pom.xml have been updated, and deleted unnecessary.\n\nStill might h","author":"Mark 100F","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56767018"},{"id":"fa128334-70e7-46cb-a40f-4c0153a41caa","source":"stackoverflow","source_id":"so:57731058","content_type":"comment","title":null,"body_preview":"You wrote an ./ in front of your jar file name. Since its execute via java you just need to change \"java -jar ./PokerGame-1.0-SNAPSHOT.jar\" into \"java -jar PokerGame-1.0-SNAPSHOT.jar\".\n\nSincerely, Jan","author":"Jannis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57731058"},{"id":"99a9fb3d-383f-4263-a117-375ad19fc67d","source":"stackoverflow","source_id":"so:59755832","content_type":"comment","title":null,"body_preview":"In Android app development, there's no mounting at the Linux vfs layer. So you wouldn't be able to achieve exactly the same result.\n\nThere closest thing I'm aware of is the documents provider system h","author":"guest","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59755832"},{"id":"8b68cc7e-cb9f-4d2f-b6d2-0c401d302dc1","source":"stackoverflow","source_id":"so:59830971","content_type":"comment","title":null,"body_preview":"You're using Tomcat JDBC Connection Pool for your datasource, but in your application.properties you configured connection pool for Hikari datasource.\n\nYour datasource is not  instanced well, because ","author":"Mehrdad Yami","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59830971"},{"id":"d52deff8-98e3-49fe-b84b-8bea7aa2dd22","source":"stackoverflow","source_id":"so:60251716","content_type":"comment","title":null,"body_preview":"As Michal pointed out, this is a DB problem -  \n\nError creating bean with name 'entityManagerFactory' defined in class path resource[org/springframework/boot/autoconfigure/orm/jpa/HibernateJpaAutoConf","author":"Jeremy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60251716"},{"id":"ebaef4e4-c650-4816-9b45-46b13234ed03","source":"stackoverflow","source_id":"so:43012963","content_type":"comment","title":null,"body_preview":"You could try to change the column name collegeId to schoolId in table school, and then modify this line:\n\n@ManyToOne(targetEntity = School.class, fetch = FetchType.LAZY, optional = false)\n@JoinColumn","author":"Dave Pateral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43012963"},{"id":"234150b4-ad1c-4ed2-b8f4-1e3bc4ab0b29","source":"stackoverflow","source_id":"so:63963871","content_type":"comment","title":null,"body_preview":"I speak Spanish and for this answer I use google translator: it marked me the same error but with java and the reason was to send through the rs a value that is not in your select query, for example (","author":"Albert","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63963871"},{"id":"970a6be1-48ae-47a1-97ca-cea6199246d8","source":"stackoverflow","source_id":"so:65618993","content_type":"comment","title":null,"body_preview":"<EditText\n     android:id=\"@+id/text\"\n     android:layout_width=\"match_parent\"\n     android:layout_height=\"wrap_content\"\n     android:inputType=\"textMultiLine|textLongMessage\"\n     android:hint=\"\\n\"/>","author":"shubomb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65618993"},{"id":"954bf449-51a3-475d-a95f-ec686a64fe6a","source":"stackoverflow","source_id":"so:66639493","content_type":"comment","title":null,"body_preview":"As others have mentioned, you need to override the equals() function. It's a lot easier to do if you're using some IDE. For instance, in eclipse, in your java file, right click -> source -> Generate h","author":"Ash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66639493"},{"id":"9f64850a-6d83-4826-9a6f-58782fc34d0b","source":"stackoverflow","source_id":"so:68873178","content_type":"comment","title":null,"body_preview":"In Kotlin\n\nval layoutMobile: TextInputLayout = findViewById<View>(R.id.inputLayout_MobileNumber) as TextInputLayout\n        layoutMobile.hint = \"Your Hint\"","author":"thevikasnayak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68873178"},{"id":"964086ec-c354-4850-aa3d-290ac21e4eb5","source":"stackoverflow","source_id":"so:71763581","content_type":"comment","title":null,"body_preview":"check gradle version in build.gradle file. Downgrade the version or upgrade once.","author":"Lakshydeep Vikram Sah","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71763581"},{"id":"e2c775a0-748b-4918-893a-b1cc31384474","source":"stackoverflow","source_id":"so:71765743","content_type":"comment","title":null,"body_preview":"cucumber cannot initialize selenium classes during instantiation.\nSo I would recommend you to remove such initializations.\n\nIt solved mine as well.\n\nYou need to replace below line:\nprivate String logi","author":"Rajat Srivastava","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71765743"},{"id":"9a79cb5b-1bc3-49f5-b52b-7f3effc85c84","source":"stackoverflow","source_id":"so:73460222","content_type":"comment","title":null,"body_preview":"You're missing the Version part of the compileSdkVersion, minSdkVersion and targetSdkVersion variables.\n\nTry updating your build.gradle file to the following and see if it works.\n\nandroid {\n    compil","author":"Daniel Schr&#246;der","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73460222"},{"id":"a855a396-0d13-4903-a9c5-db6d87076be0","source":"stackoverflow","source_id":"so:76425744","content_type":"comment","title":null,"body_preview":"I found this Oracle guide for this error, after looking here.\n\nhttps://support.oracle.com/knowledge/Middleware/2524953_1.html\n\nThis states that the issue is caused by high shared pool waits in the dat","author":"Karl Henselin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details_from_external_source","original_commentary_on_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76425744"},{"id":"29010bb9-25d3-4d10-9715-2d29d327fead","source":"stackoverflow","source_id":"so:76455287","content_type":"comment","title":null,"body_preview":"android {\n    compileSdk 30\n    buildToolsVersion \"25.0.3\"\n    defaultConfig {\n        applicationId \"Net.er.bate.accel\"\n            minSdk 19\n        targetSdk 30\n        versionCode 1\n        versio","author":"Md Jobayer Hossan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76455287"},{"id":"83d7b3fd-ff12-4eea-910e-c453c8b98ae8","source":"stackoverflow","source_id":"so:76479608","content_type":"comment","title":null,"body_preview":"You can try\n\nspring.jpa.properties.hibernate.globally_quoted_identifiers_skip_column_definitions=true\n\nWhen you create table, Did you use double quotes to column name? If not, they will be folded to l","author":"Shakirov Ramil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76479608"},{"id":"7c761362-3c02-4b67-9e38-d151985b245c","source":"stackoverflow","source_id":"so:76639247","content_type":"comment","title":null,"body_preview":"I solved the problem.the problem is that when I deleted the @Autowired anatation in my userService file, my application started working","author":"asus tuf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76639247"},{"id":"da369030-110b-4511-8e64-69e0f9134c50","source":"stackoverflow","source_id":"so:77326612","content_type":"comment","title":null,"body_preview":"I hit the same issue:\nFixed it by adding the protocol\n\njdbc:oracle:thin:@tcps://{HOST}:{PORT}/{SERVICE}\n\nYou should be able to use the same connection string with SQLPlus\n\nsqlplus {USER}/{PASSWORD}@tc","author":"Jim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77326612"},{"id":"2598e776-621b-44d0-a026-5463501c8d49","source":"stackoverflow","source_id":"so:77993421","content_type":"comment","title":null,"body_preview":"Run android studio as administrator its worked for me.","author":"Udula Damsara","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77993421"},{"id":"cec0e077-9f6b-4d8f-a313-e64f49d8840e","source":"stackoverflow","source_id":"so:79492879","content_type":"comment","title":null,"body_preview":"In your research you are seeing hints that Spring Security authors never intended that you call this method repeatedly switching strategies.  If this worked in the past it was a fluke of design and no","author":"chubbsondubs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","quoting_external_source","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79492879"},{"id":"9adb7d5b-74d2-4e34-be09-0dc36302c170","source":"stackoverflow","source_id":"so:79748114","content_type":"comment","title":null,"body_preview":"What happens when a virtual thread sends a request to the database and suspends? Will the JDBC connection be freed to handle other requests/responses while waiting for the response for the first reque","author":"talex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79748114"},{"id":"14e0da5a-4e08-4e84-bbfe-00385caecba7","source":"stackoverflow","source_id":"so:79748358","content_type":"comment","title":null,"body_preview":"This works well enough, but now it's time to scale - we're going to handle millions of messages and I wonder what would help us to utilize resources better. We still have the limitations of 10-50 simu","author":"John Bollinger","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79748358"},{"id":"7e95835c-a50f-4e5e-8fd2-350063a10734","source":"stackoverflow","source_id":"so:79748503","content_type":"comment","title":null,"body_preview":"Few clarifications on fundamental difference between virtual thread and reactive programming in respect of thread management.\n\nReactive paradigm is based on the concept of Event Loop. A dedicated Even","author":"igor.zh","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","platform_fluency"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79748503"},{"id":"ad3926e8-4bfa-419b-b7e7-57beddcaafe8","source":"stackoverflow","source_id":"so:79876891","content_type":"comment","title":null,"body_preview":"Here is the short 4-line fix:\n\nOpen android/build.gradle and ensure google() is listed at the top under both repositories blocks.\n\nOpen android/gradle/wrapper/gradle-wrapper.properties and update the ","author":"vikas uniyal","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79876891"},{"id":"a09c87f8-4915-4b17-b1d0-f191cb7f7ad9","source":"stackoverflow","source_id":"so:79934634","content_type":"comment","title":null,"body_preview":"Add 2 copies of your license check code.\n\nOne is at an obvious place, like directly when the program starts\n\nThe second one is in a deeper place, guarded with an if to make it trigger intentionally la","author":"Ferrybig","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79934634"},{"id":"6c23a8f7-e48b-4cef-9588-01722a90339d","source":"stackoverflow","source_id":"so:79934628","content_type":"comment","title":null,"body_preview":"Obfuscation is one of the better tools in your toolkit for something like Java. As you've noted, a bytecode editor (better: decompiler) puts Java practically on the same level as interpreted langs lik","author":"Rogue","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness","template_phrases"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79934628"},{"id":"f8ee9366-1ba0-4871-8c4d-513cdc14fddd","source":"stackoverflow","source_id":"so:79934909","content_type":"comment","title":null,"body_preview":"Virtual threads don’t solve your actual bottleneck.\n\nJDBC is still blocking at the connection level. When a virtual thread executes a query, the connection remains occupied until the response is recei","author":"digvijaykatoch","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","list_heavy_advice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79934909"},{"id":"f0338b78-4f39-4e8e-b15c-06e2df99c8c4","source":"stackoverflow","source_id":"so:79937580","content_type":"comment","title":null,"body_preview":"It depends on how the actual check is supposed to work. In the best case, the check evaluates to an actual key which is then used to decrypt essential parts of the code. The decrypted code only exists","author":"Holger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79937580"},{"id":"a08e89d4-ad05-43a2-b0c3-9bc50e9ed481","source":"stackoverflow","source_id":"so:79979773","content_type":"comment","title":null,"body_preview":"The equality of two items in your TreeSet are based on the result of ArtifactComparator.compare when called with those two items.  If it returns 0, they are considered equal; otherwise, they are consi","author":"M. Justin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","quoting_documentation"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979773"},{"id":"b7a1e068-309b-4699-b5cc-39db426b2580","source":"stackoverflow","source_id":"so:72585570","content_type":"comment","title":null,"body_preview":"In Java:\n\nyourEditTex.setText(\"\");//First\nyourEditTex.hit(\"Your text\");\n\nThis for all cases.","author":"Jos&#233; Aparecido","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72585570"},{"id":"089411a0-7e4f-4f08-9965-a93a08892240","source":"stackoverflow","source_id":"so:6060929","content_type":"comment","title":null,"body_preview":"You haven't actually overridden equals - you've overloaded it instead. Use the @Override annotation to find this sort of thing out at compile time.\n\nIn other words, you've got:\n\npublic boolean equals(","author":"Jon Skeet","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6060929"},{"id":"81c5c227-56cb-4b98-8905-1749e3e07376","source":"stackoverflow","source_id":"so:79979835","content_type":"comment","title":null,"body_preview":"This sounds like a change in how Jackson handles constructors and property binding. I would avoid relying on the Jackson 2 compatibility flag since it's only there for migration. If the field should a","author":"jacksonwelsy","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979835"},{"id":"e9a16751-09bb-4d9d-ab1e-75d42e9c7cbb","source":"stackoverflow","source_id":"so:79979867","content_type":"comment","title":null,"body_preview":"You have incorrect packaging specification in pom.xml , i.e. configuration like:\n\n<packaging>pom</packaging>\n\n<build>\n    <plugins>\n        <plugin>\n            <groupId>org.apache.maven.plugins</grou","author":"Andrey B. Panfilov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979867"},{"id":"e16990e4-8485-418c-bcc7-6d609cfb1ae1","source":"stackoverflow","source_id":"so:79979732","content_type":"comment","title":null,"body_preview":"Adding padding bottom and setting clipToPadding to false did the trick.\n\n<ScrollView\n    android:id=\"@+id/scrollView\"\n    android:layout_width=\"match_parent\"\n    android:layout_height=\"match_parent\"\n ","author":"AaBbCc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979732"},{"id":"e5ffd70b-5af0-4cdd-92fc-15a9cbabae58","source":"stackoverflow","source_id":"so:79979879","content_type":"comment","title":null,"body_preview":"Yes, the equivalent Kotlin method is Sequence.take(Int)","author":"Ryan Hilbert","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979879"},{"id":"41a6b02a-99af-47c2-a560-368e2bd4a8a2","source":"stackoverflow","source_id":"so:79979917","content_type":"comment","title":null,"body_preview":"This line\n\nint[] data = new int[scan.nextLine().split(\", \").length];\n\nwill consume the line (and its data) just to create an array of a specific length. The data you have read is \"already gone\" afterw","author":"Progman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979917"},{"id":"c17fd75b-e233-4073-bb7c-08d5dff173b9","source":"stackoverflow","source_id":"so:79979934","content_type":"comment","title":null,"body_preview":"Your outer @Transactional is never applied, because the performDBWrites is called directly from executeTask() as method in the same class, and @Transactional only works when the call goes through the ","author":"George Lvov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979934"},{"id":"ab0d4e96-b1ba-46cb-8033-7f66d05ae152","source":"stackoverflow","source_id":"so:79979942","content_type":"comment","title":null,"body_preview":"Key idea: In-order traversal visits nodes exactly in ascending sorted order. So if you remember the last node you visited (call it prev), then the moment you visit a new node curr, you know for certai","author":"user2637293","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979942"},{"id":"6a3f377b-dd6c-4d99-bd21-b207a1b48fbf","source":"stackoverflow","source_id":"so:79980001","content_type":"comment","title":null,"body_preview":"First of all, I apologize for the delayed response.\n\nRegarding your question, the column names empId, name, email, and salary were not automatically determined from the Excel file. I used them as an e","author":"Kobe","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","list_heavy_advice","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980001"},{"id":"0c623309-8cf9-4db4-b949-bf55b3f8dcf2","source":"stackoverflow","source_id":"so:79980050","content_type":"comment","title":null,"body_preview":"Atlas.getAtlas() plus atl.setWrap(Texture.WrapMode.Repeat) cannot repeat one tile of the atlas. The repeat state applies to the whole atlas texture, so if manageUV wraps the final atlas UV, the last q","author":"ByteSizeFixes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980050"},{"id":"36af3abe-d54b-4393-a75a-78268d2357a1","source":"stackoverflow","source_id":"so:79980169","content_type":"comment","title":null,"body_preview":"IntelliJ Maven projects stubbornly refuse to respond to all above suggestions. Instead, you need to change this:","author":"Reinderien","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980169"},{"id":"83b4ec1b-4898-46ea-98dc-4de26727990a","source":"stackoverflow","source_id":"so:79980178","content_type":"comment","title":null,"body_preview":"There is no need to set preferred Strategy globally, via SecurityContextHolder , if it is necessary to use custom Strategy. Since Spring Security 5.8 SecurityContextHolderFilter implements Strategy se","author":"igor.zh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980178"},{"id":"5ec809b5-dddc-4d69-9034-2216fccc2c53","source":"stackoverflow","source_id":"so:54738880","content_type":"comment","title":null,"body_preview":"This was fixed by removing \n            'Accept' : 'application/json',\n            'Content-Type': 'application/json'\nfrom the new Headers. That is what I'm accepting in my php headers but somehow it ","author":"hernua2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54738880"},{"id":"cb018293-0029-4717-a5aa-3f1e706a8c6c","source":"stackoverflow","source_id":"so:21394730","content_type":"comment","title":null,"body_preview":"This is simple and it work perfectly... you can add condition about maximal time, or number of try to make it more robust...\n\nfunction sendMessage(msg){\n    // Wait until the state of the socket is no","author":"user3215378","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","suggestion_for_improvement"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/21394730"},{"id":"461c713c-2468-4851-a048-e95c3bdc93ee","source":"stackoverflow","source_id":"so:56211192","content_type":"comment","title":null,"body_preview":"You can use chrome console to ensure about your query finding target element and setting its value, exactly because your selector may not be right.\n\nIt should be like that\n\ndocument.querySelector('inp","author":"Hamit YILDIRIM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56211192"},{"id":"75cd3a75-e16a-4854-8d88-3e0d1f1f2589","source":"stackoverflow","source_id":"so:56211200","content_type":"comment","title":null,"body_preview":"on the checkout page, you can define onload event.\n\n<body onload=\"fillZipCode()\">\n<script>\nfunction fillZipCode() {\n  document.querySelector('#shipping-new-address-form div:nth-child(8) input').value ","author":"DevPro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56211200"},{"id":"94dd5c72-814a-41fb-852b-b213b0ca3336","source":"stackoverflow","source_id":"so:56211288","content_type":"comment","title":null,"body_preview":"If you want to add input field and its value using JavaScript then you can use below script.\n\n<script>\n\nfunction myFunction() \n{\n  var input = document.createElement(\"INPUT\");\n  input.setAttribute(\"ty","author":"Bhushan Khaladkar","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56211288"},{"id":"a4349754-e3cc-4304-bc80-61719a1becf5","source":"stackoverflow","source_id":"so:58367027","content_type":"comment","title":null,"body_preview":"I made a different route for every file in a particular directory. Therefore, going to that path meant opening that file.\n\nfunction getroutes(list){\nlist.forEach(function(element) {\n  app.get(\"/\"+ ele","author":"Tanmay_Gupta","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58367027"},{"id":"39cb073e-2c2c-4d44-8002-30442b74bade","source":"stackoverflow","source_id":"so:58631948","content_type":"comment","title":null,"body_preview":"If you use async/await and you just want to wait until the connection is available I would suggest this function :\n\nasync connection (socket, timeout = 10000) {\n  const isOpened = () => (socket.readyS","author":"vdegenne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58631948"},{"id":"9ab17fa8-8471-4e42-bf85-4b13119120e5","source":"stackoverflow","source_id":"so:59286415","content_type":"comment","title":null,"body_preview":"I was using Angular, and needed the same thing, and landed at this post.\n\n@ViewChild('myHTML', {static: false}) _html: ElementRef;\nthis._html.nativeElement;","author":"Jnr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59286415"},{"id":"5e618f5e-b4bd-4c9e-a87e-1228223ca805","source":"stackoverflow","source_id":"so:13590558","content_type":"comment","title":null,"body_preview":"Here is a more elaborate explanation. First off, check the specific browser API, as not all browsers will be on the latest RFC. You can consult the \n\nYou don't want to run a loop to constantly check t","author":"Axel","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/13590558"},{"id":"42632b30-82c2-48d0-bd84-2c3c40500183","source":"stackoverflow","source_id":"so:59493583","content_type":"comment","title":null,"body_preview":"None of the solutions seemed to work well for me, but this relatively clean (AFAICT) hack did work (adapted from https://webmasters.stackexchange.com/questions/93594/prevent-browser-from-caching-text-","author":"bbarker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59493583"},{"id":"6dce0372-3d0a-4234-871a-88b96aebbd5a","source":"stackoverflow","source_id":"so:60289973","content_type":"comment","title":null,"body_preview":"install html loader : npm i html-loader\n\nthen in your webpack file:\n\n{\n        test: /\\.html$/,\n        use: [\n          {\n            loader: \"html-loader\",\n            options: { attrs: [\"img:src\", ","author":"Yilmaz","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60289973"},{"id":"e35937ed-f8b7-421d-98b0-461727aa3ce7","source":"stackoverflow","source_id":"so:60950835","content_type":"comment","title":null,"body_preview":"When you have this problem with Chrome, you don't need an Extension.\n\nStart Chrome from the Console:\n\nchrome.exe --user-data-dir=\"C:/Chrome dev session\" --disable-web-security\n\nMaybe you have to close","author":"SJX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60950835"},{"id":"7e3cecbd-f1ed-4dcb-a9a5-84fe14652dc9","source":"stackoverflow","source_id":"so:58041770","content_type":"comment","title":null,"body_preview":"I use the following (stripped-down code) in Firefox 69.0 (on Ubuntu) to read a directory and show the image as part of a digital photo frame. The page is made in HTML, CSS, and JavaScript, and it is l","author":"pietervanderstar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58041770"},{"id":"3a341973-b9b7-4db9-a17b-586ecf3dafdc","source":"stackoverflow","source_id":"so:61910714","content_type":"comment","title":null,"body_preview":"tl;dr\n\nA simple proxy wrapper to add state event to WebSocket which will be emitted when its readyState changes:\n\nconst WebSocketProxy = new Proxy(WebSocket, {\n    construct: function(target, args) {\n","author":"Anatoly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary_around_quotes","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61910714"},{"id":"c441c4ca-765f-4190-81e7-20f54fc354f6","source":"stackoverflow","source_id":"so:62449684","content_type":"comment","title":null,"body_preview":"Yes, you cannot change the type of the variable in typescript once it is assigned.\n\nAs mentioned in the above example you can use different variables.\nBut as per your concern, you want to use simply o","author":"Minal Shah","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62449684"},{"id":"20379e44-1b6b-4361-8fb6-afe76868a125","source":"stackoverflow","source_id":"so:62449932","content_type":"comment","title":null,"body_preview":"Here the problem is in following lines:\n\nlet mapped = collection.map(mapperA) // here you declare mapped with the type IPerson[]\nmapped = collection.map(mapperB) // here mapped already has a type and ","author":"Daniele Ricci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","helpful_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62449932"},{"id":"4b89c341-ceec-4214-8593-0b3b3e0864f0","source":"stackoverflow","source_id":"so:63290035","content_type":"comment","title":null,"body_preview":"Suppose your element is entire [object HTMLDocument]. You can convert it to a String this way:\n\n\r\n\r\nconst htmlTemplate = `<!DOCTYPE html><html lang=\"en\"><head></head><body></body></html>`;\n\nconst domp","author":"topvova","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63290035"},{"id":"68ac7860-fb0f-4e65-bff1-5bad1499d432","source":"stackoverflow","source_id":"so:55008608","content_type":"comment","title":null,"body_preview":"For getting the list of filenames in a specified folder, you can use:\n\nfs.readdir(directory_path, callback_function)\n\nThis will return a list which you can parse by simple list indexing like file[0],f","author":"Ahmad Zafar","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55008608"},{"id":"c25d8173-f273-49bc-a9e6-84c36595f284","source":"stackoverflow","source_id":"so:67165171","content_type":"comment","title":null,"body_preview":"Applying JSONP to IfTheElse answer:\n\nIn /dir.php write the following:\n\n<?php\n    $out = array();\n    foreach (glob('file/*.html') as $filename) {\n        $p = pathinfo($filename);\n        $out[] = $p[","author":"Carlos Barcellos","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67165171"},{"id":"85275e7c-e8f9-40ec-80a6-3d591acb6348","source":"stackoverflow","source_id":"so:68115534","content_type":"comment","title":null,"body_preview":"If you use nginx, you can set autoindex on, then you request url, you can get the file names from response.\n\n<script>\n  function loadDoc() {\n    var xhttp = new XMLHttpRequest();\n    xhttp.onreadystat","author":"user16306730","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68115534"},{"id":"d68efed0-4563-47cc-a2da-e8146ce62bf2","source":"stackoverflow","source_id":"so:68946445","content_type":"comment","title":null,"body_preview":"setVisible() is available for both single and multi-select option set controls.\n\nEnsure you are calling setVisible() on the multi-select control, not the attribute:\n\nif (valueOfOtherFieldIsX) {\n  form","author":"Corey Sutton","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68946445"},{"id":"68e2db57-30ea-4f78-aa9f-69b2cbae7b26","source":"stackoverflow","source_id":"so:69360775","content_type":"comment","title":null,"body_preview":"this is because by default node.js uses CommonJS which means you need to use require instead of import.\n\nYou can use import but you need to set your package.json to have \"type\": \"module\" this will als","author":"TheBritishAreComing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69360775"},{"id":"b335f115-c7c0-48a8-b2d5-6fe14a18742e","source":"stackoverflow","source_id":"so:69425672","content_type":"comment","title":null,"body_preview":"It is because you are not passing/assigning \"ref\" to the \"ReactPlayer\" component.\n\nIn this case, the ref is not necessary.\n\nexport default function Untitled() {\n    const [playing, setPlaying] = useSt","author":"Sojin Antony","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","code_example","direct_problem_solving"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69425672"},{"id":"4917fc8f-e0e6-4dc9-86d8-4a4622b60a92","source":"stackoverflow","source_id":"so:69428976","content_type":"comment","title":null,"body_preview":"Solution\n\n\r\n\r\nvar promise = document.querySelector('video').play();\n\nif (promise !== undefined) {\n  promise.then(_ => {\n    // Autoplay started!\n  }).catch(error => {\n    // Autoplay was prevented.\n  ","author":"GooMee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69428976"},{"id":"36ceae62-7d64-46b6-ba24-d9cbfe27f38c","source":"stackoverflow","source_id":"so:69942131","content_type":"comment","title":null,"body_preview":"You could have a look at CoffeeScript.\nCoffeeScript adds missing features to java-script and allows you to write cleaner, more readable code. https://coffeescript.org/#coffeescript-2\n\nYou write a .cof","author":"Dario Viva","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69942131"},{"id":"0774f8de-5f13-42fe-b4f9-20fe4700da86","source":"stackoverflow","source_id":"so:70163675","content_type":"comment","title":null,"body_preview":"<script>\n$('head').append('<script>\n  (adsbygoogle = window.adsbygoogle || []).push({\n    google_ad_client: \"ca-pub-<token>\",\n    enable_page_level_ads: true\n  });\n</script>');\n<script>","author":"user1217917","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70163675"},{"id":"cf6eac0c-4464-4a59-8dda-bd3e0b1d9548","source":"stackoverflow","source_id":"so:16444772","content_type":"comment","title":null,"body_preview":"This might not apply to everyone's case, but when extracting from xml I had this problem, which I solved with this.\n\nfunction grab_xml(what){\nvar return_xml =null;\n    $.ajax({\n                type: \"","author":"Miguel Q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/16444772"},{"id":"794780d0-3616-41aa-b819-662117820c52","source":"stackoverflow","source_id":"so:53982200","content_type":"comment","title":null,"body_preview":"Try using promises to their full potential, which includes a catch block for rejected promises.  Note that if doIfNoError also throws an error, it will be caught with catch.\n\nasync function() {\n    aw","author":"Drew Reese","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53982200"},{"id":"5d16c4f1-c93e-4647-9300-f469aaaca76d","source":"stackoverflow","source_id":"so:72136684","content_type":"comment","title":null,"body_preview":"I understand that the problem is old but still comes back in many issues. It's true that on client side you can't list files in a local directory using pure JavaScript. Below is a complete snippet tha","author":"AndyPL","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72136684"},{"id":"cda6b5a6-46a3-4f32-b689-8f740ccd84c0","source":"stackoverflow","source_id":"so:73440215","content_type":"comment","title":null,"body_preview":"As others' answers suggest it seems impossible on client side, so I solved it on server side as following:\nClient side by js\n\nget_file(conf.data_address).then(imgs => { // get_file is wrapper of fetch","author":"Youth overturn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_example","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73440215"},{"id":"0485e621-2fe7-45c8-94c0-7a8f39f059c2","source":"stackoverflow","source_id":"so:74062723","content_type":"comment","title":null,"body_preview":"We use HtmlWebpackInlineSourcePlugin with it:\n\n    new HtmlWebpackPlugin({\n      template: './src/input.html',\n      inject: 'body',\n      filename: './your-file.html',\n      inlineSource: 'output.bun","author":"Slbox","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74062723"},{"id":"1b0abf0e-0ae7-450f-91c5-c0581f2ee6d1","source":"stackoverflow","source_id":"so:74376491","content_type":"comment","title":null,"body_preview":"The easiest way that I could find was to use Element.outerHTML.toString()\n\nconst element = document.createElement('div');\nelement.innerHTML=\"Hello world !\";\nconsole.log(element.outerHTML.toString());\n","author":"Loutag","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74376491"},{"id":"95d9de92-4a47-456c-8ecb-01e48f471680","source":"stackoverflow","source_id":"so:29246795","content_type":"comment","title":null,"body_preview":"Fetch can take an init object containing many custom settings that you might want to apply to the request, this includes an option called \"headers\".\n\nThe \"headers\" option takes a Header object. This o","author":"burningfuses","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29246795"},{"id":"7657f7c0-68c5-48c8-84a9-c5ebe955c4d0","source":"stackoverflow","source_id":"so:76049468","content_type":"comment","title":null,"body_preview":"While the OP makes it sound like Node.JS/Server Side, a comment later states he is looking for client side. Regardless, Server Side is already covered by other answers.\n\nMany state it isn't possible c","author":"FreeSoftwareServers","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","specific_technical_details","personal_experience_and_caveats"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76049468"},{"id":"9e6349b7-928a-4b4f-a274-6da610941467","source":"stackoverflow","source_id":"so:76078631","content_type":"comment","title":null,"body_preview":"Surprisingly, you can not set \"use client\" directive alongside export default function F () {}, but with const F = () => {}; export default F instead. It's weird, but this workaround worked for me. Go","author":"Railly Hugo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76078631"},{"id":"124223ac-4664-4fee-915c-b9adf688c2a9","source":"stackoverflow","source_id":"so:76453616","content_type":"comment","title":null,"body_preview":"Just Delete all the files present in the tar file related to Nodejs. Generally, Mac os has not supported these loads. you can use (yarn/npm) for that.\nJust install npm first.\n\nJust go to this file and","author":"SATYAM SHARMA","classification":"ai_generated","confidence":0.7,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76453616"},{"id":"c9592f0e-55d5-4bf1-b9ee-8af2c6e878a2","source":"stackoverflow","source_id":"so:76822125","content_type":"comment","title":null,"body_preview":"There are some pretty... out there... answers in this thread. OP, I think what your looking for is using the advantage of a newer technology (by newer I mean its existed sense the 80s but just now get","author":"Sanchke Dellowar","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76822125"},{"id":"7c3627d3-1cfd-4c4f-b491-17c76432d93f","source":"stackoverflow","source_id":"so:62081895","content_type":"comment","title":null,"body_preview":"Actually, try/catch does work well with Promise.all().\n\nHere is a snippet to prove it:\n\n\r\n\r\nasync function p1() {\n  return 1;\n}\n\nasync function boom() {\n  return new Promise((resolve, reject) => {\n   ","author":"Pleymor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62081895"},{"id":"ce733399-8866-4296-9b6e-e8a6729d846a","source":"stackoverflow","source_id":"so:77822937","content_type":"comment","title":null,"body_preview":"I got this same error, all I did was restart the nestjs server and the error cleared.","author":"Olamide","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77822937"},{"id":"66b44829-595a-4e08-9782-2faee8685a6f","source":"stackoverflow","source_id":"so:2474639","content_type":"comment","title":null,"body_preview":"The element outerHTML property (note: supported by Firefox after version 11) returns the HTML of the entire element.\n\nExample\n<div id=\"new-element-1\">Hello world.</div>\n\n<script type=\"text/javascript\"","author":"gpmcadam","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/2474639"},{"id":"1f453f74-f9db-40ab-af5c-b16444f8f018","source":"stackoverflow","source_id":"so:78149909","content_type":"comment","title":null,"body_preview":"A bit late for the party, but as of 2024 I would do:\n\nconsole.log(parseInt(string.split('').filter(i => !forbidden.includes(i))))","author":"Bernardo Dal Corno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78149909"},{"id":"06ce1aa0-8d33-4951-91d2-8b3810ec3576","source":"stackoverflow","source_id":"so:53482547","content_type":"comment","title":null,"body_preview":"You can solve this temporarily by using the Firefox add-on, CORS Everywhere. Just open Firefox, press Ctrl+Shift+A , search the add-on and add it!","author":"Prabhash Rathnayake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53482547"},{"id":"4971ad6b-4ddd-4949-9762-b75f76177bb9","source":"stackoverflow","source_id":"so:58656698","content_type":"comment","title":null,"body_preview":"Try running this command in your terminal and then test it again.\n\ncurl -H \"origin: originHost\" -v \"RequestedResource\"\n\nEg:\n\nIf my originHost equals https://localhost:8081/ and my RequestedResource eq","author":"ronnjoe","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58656698"},{"id":"32580fbb-187d-4e2c-b11f-e327aa32e0c7","source":"stackoverflow","source_id":"so:64692607","content_type":"comment","title":null,"body_preview":"Install:\n\nnpm i cors\n\nThen include cors():\n\napp.get(\"/list\",cors(),(req,res) =>{\n\n});","author":"Olu Teax","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64692607"},{"id":"d9fe4b5f-fa96-4ef7-8638-578619dcfe7f","source":"stackoverflow","source_id":"so:72863223","content_type":"comment","title":null,"body_preview":"This code works for me (you can see the documentation in this link):\n\nvar io = require(\"socket.io\")(http, {\ncors: {\n    origin: \"*\",\n    methods: [\"GET\", \"POST\"]\n   }\n })","author":"Tetereou Mouhammad Abdourazak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72863223"},{"id":"f159460b-78a8-4c0b-b86b-36b2b396f48a","source":"stackoverflow","source_id":"so:46522787","content_type":"comment","title":null,"body_preview":"Ask the person maintaining the server at http://172.16.1.157:8002/ to add your hostname to the Access-Control-Allow-Origin hosts. The server should return a header similar to the following with the re","author":"awd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46522787"},{"id":"279198a2-20bd-4fd4-9bea-43162d53c6ac","source":"stackoverflow","source_id":"so:46522824","content_type":"comment","title":null,"body_preview":"You are doing an XMLHttpRequest to a different domain than your page is on. So the browser is blocking it as it usually allows a request in the same origin for security reasons. You need to do somethi","author":"Bhavan Patel","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46522824"},{"id":"2566120d-2152-4d75-aa70-eeeb92e282d3","source":"stackoverflow","source_id":"so:46529778","content_type":"comment","title":null,"body_preview":"In addition to what awd mentioned about getting the person responsible for the server to reconfigure (an impractical solution for local development), I use a change-origin Google Chrome plugin like th","author":"altShiftDev","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46529778"},{"id":"48a8c560-d5fc-41a8-9595-dfec8131e20b","source":"stackoverflow","source_id":"so:46540865","content_type":"comment","title":null,"body_preview":"You are making a request to the external domain 172.16.1.157:8002/ from your local development server. That is why it is giving a cross origin exception.\n\nEither you have to allow the headers Access-C","author":"Manav Mandal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46540865"},{"id":"dd49d4d0-4d5c-42ae-a4b8-58f4d563624d","source":"stackoverflow","source_id":"so:52363789","content_type":"comment","title":null,"body_preview":"Just use \"https\".\n\n$.get('https://172.16.1.157:8002/firstcolumn/' + c1v + '/' + c1b, function (data) { \n  // Some code...\n});","author":"Ameen Farook","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52363789"},{"id":"0b54ccf1-0755-494a-9d21-861d7e1a8d95","source":"stackoverflow","source_id":"so:54286553","content_type":"comment","title":null,"body_preview":"To add the CORS authorization to the header using Apache, simply add the following line inside either the <Directory>, <Location>, <Files> or <VirtualHost> sections of your server config (usually loca","author":"Pankaj Shinde","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54286553"},{"id":"d82615d6-6743-4f04-a19e-5b62b8964b86","source":"stackoverflow","source_id":"so:57216794","content_type":"comment","title":null,"body_preview":"I had the same problem in my Vue.js and Spring Boot projects. If somebody works with Spring, you can add this code:\n\n@Bean\npublic FilterRegistrationBean simpleCorsFilter() {\n    UrlBasedCorsConfigurat","author":"mma","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","human_quoting","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57216794"},{"id":"8be9ac0c-1cc8-4840-8a0f-ff99b44472ce","source":"stackoverflow","source_id":"so:57374757","content_type":"comment","title":null,"body_preview":"You have to customize security for your browser or allow permission through customizing security. (it is impractical for your local testing).\n\nTo know more about it, please go through Cross-Origin Res","author":"Aditya M","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57374757"},{"id":"f8701de1-baa3-4e95-95ee-12eb8266acb3","source":"stackoverflow","source_id":"so:62026030","content_type":"comment","title":null,"body_preview":"Make sure to add \".\" at the end of the URL.\n\nI got a similar error with this code:\n\nfetch(https://itunes.apple.com/search?term=jack+johnson)\n.then( response => {\n    return response.json();\n})\n.then(d","author":"William Ortega","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62026030"},{"id":"6a715908-7b99-4e55-aecf-b540eab6855c","source":"stackoverflow","source_id":"so:62220565","content_type":"comment","title":null,"body_preview":"Using npm:\n\nTo allow cross-origin requests, install 'cors':\n\nnpm i cors\n\nAdd this in the server-side:\n\nlet cors = require(\"cors\");\napp.use(cors());","author":"Amine Zel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62220565"},{"id":"1d4f40a0-0341-4930-9808-66b10e665e3f","source":"stackoverflow","source_id":"so:65035663","content_type":"comment","title":null,"body_preview":"Do specify @CrossOrigin(origins = \"http://localhost:8081\")\nin the Controller class.","author":"Ajay Takur","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65035663"},{"id":"3369907f-589c-49ee-b272-67ecd4baf333","source":"stackoverflow","source_id":"so:65528649","content_type":"comment","title":null,"body_preview":"The approved answer to this question is not valid.\n\nYou need to set headers in your server-side code:\n\napp.use((req, res, next) => {\n    res.setHeader('Access-Control-Allow-Origin', '*');\n    res.setH","author":"Berke Kaan Cetinkaya","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65528649"},{"id":"edcf6c89-a029-4c8f-b191-a7a73d70cac0","source":"stackoverflow","source_id":"so:67014505","content_type":"comment","title":null,"body_preview":"These errors may be caused due to the following reasons, and ensure the following steps are followed. To connect the local host with the local virtual machine (host). Here, I’m connecting http://local","author":"ganicvp7","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67014505"},{"id":"c0d0d294-bd85-4e64-b6cf-ba460a606116","source":"stackoverflow","source_id":"so:70845205","content_type":"comment","title":null,"body_preview":"In addition to the Berke Kaan Cetinkaya's answer: If you have control over your server, you can do the following in Express.js:\n\napp.use(function(req, res, next) {\n    // Update to match the domain yo","author":"Vlad R","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70845205"},{"id":"8a8ce9e5-592d-41ec-8d2b-10bb6dd99b18","source":"stackoverflow","source_id":"so:74904376","content_type":"comment","title":null,"body_preview":"Another solution to this problem in a specific scenario:\n\nIf\n\nAmazon API Gateway is your backend with authentication enabled and\n\nauthentication fails,\n\nyour browser may end up complaining about CORS ","author":"MonoThreaded","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74904376"},{"id":"172e7fb3-6055-445d-a55e-9d7d5a0b2133","source":"stackoverflow","source_id":"so:76467168","content_type":"comment","title":null,"body_preview":"Reason for the error\n\nThis is a cross-origin request, because the address from which the request is made (in this case localhost:8080) is different from the one of the requested resource (172.16.1.157","author":"nsrCodes","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76467168"},{"id":"fed23ffe-70e5-49a6-bda9-dd1afe7e1f47","source":"stackoverflow","source_id":"so:72211930","content_type":"comment","title":null,"body_preview":"I will assume that you're a front-end developer only and that you don't have access to the backend of the application (regarding the tags of the question).\n\nShort answer on how to properly solve this ","author":"kissu","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","list_heavy_advice","polished_first_draft","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72211930"},{"id":"648e3180-1505-4b7d-920b-e4bbe97b1e4a","source":"stackoverflow","source_id":"so:47990744","content_type":"comment","title":null,"body_preview":"During the pageload of a .php file, you can output an array of filenames as a json-encoded string assigned to a Javascript variable.\n\nI write a file dir.php\n\nvar files = <?php $out = array();\nforeach ","author":"IfThenElse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47990744"},{"id":"d6c99e05-18b7-4bbb-9ce8-dc544ebd6efc","source":"stackoverflow","source_id":"so:54646018","content_type":"comment","title":null,"body_preview":"I think the way you see it is right, for client side code (like lazyload) I often use the componentDidMount lifecycle methods.\n\nA HOC like this should do the trick.\n\nfunction lazyLoadImages(selector =","author":"Harrie Pieters","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54646018"},{"id":"96fec63c-2d15-4f1e-aa97-d000eb91e51a","source":"stackoverflow","source_id":"so:79971745","content_type":"comment","title":null,"body_preview":"Is the encryption purely to protect data at rest? If the data is unencrypted on the frontend, it's already been exposed to whatever browser it was sent to.","author":"Carcigenicate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971745"},{"id":"52c39e47-7839-4197-9444-3eeb9349a4ca","source":"stackoverflow","source_id":"so:79971770","content_type":"comment","title":null,"body_preview":"I expected [describe what you expected], but instead [describe what actually happened].\n\nPro tip: If describing your problem isn't worth your time, solving it for you is unlikely to be worth anybody e","author":"David","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971770"},{"id":"af3bc148-ae86-4d2f-86a0-18b3f918fb8f","source":"stackoverflow","source_id":"so:79976382","content_type":"comment","title":null,"body_preview":"The overall approach is fine, but I see two potential issues.\n\nFirst, your React state (profile) is always decrypted, while localStorage and Firestore store the encrypted version. Make sure you never ","author":"Asad Saeed","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79976382"},{"id":"ff5482f4-54d5-487d-bdae-ad218962ddca","source":"stackoverflow","source_id":"so:79977971","content_type":"comment","title":null,"body_preview":"I'm confused by the comments that say client-side Javascript can't be used. I've been using client-side Javascript for a long time for similar things - asssuming we're talking about the OP's request t","author":"Gary Dale","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","technical_detail_with_context","absence_of_strong_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79977971"},{"id":"1162e9c5-4367-400b-b50d-95ff113d77ba","source":"stackoverflow","source_id":"so:31353252","content_type":"comment","title":null,"body_preview":"Update: Array comprehensions were removed from the standard. Quoting MDN:\n\nThe array comprehensions syntax is non-standard and removed starting with Firefox 58. For future-facing usages, consider usin","author":"DRD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","original_commentary_around_quotes","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31353252"},{"id":"413bf19c-afcb-4540-ae9b-540c8070e198","source":"stackoverflow","source_id":"so:46573004","content_type":"comment","title":null,"body_preview":"Given the question's Python code\n\nprint([int(i) for i in str(string) if i not in forbidden])\n\nthis is the most direct translation to JavaScript (ES2015):\n\nconst string = '1234-5';\nconst forbidden = '-","author":"Colin D Bennett","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","comparison_of_elements","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46573004"},{"id":"0e4c7b02-07e8-458e-8390-39980f3aba48","source":"stackoverflow","source_id":"so:79979532","content_type":"comment","title":null,"body_preview":"A negative z-index prevents the dropdown from receiving hover events. Keep the dropdown at z-index: 0 or higher, and give the header a higher z-index instead so it appears on top while the dropdown re","author":"davidwarner","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979532"},{"id":"0c1d1f62-03cf-4d30-9889-a90dd966c6e9","source":"stackoverflow","source_id":"so:79979554","content_type":"comment","title":null,"body_preview":"z-index: -1 by itself doesn't disable :hover. It only changes the element's position within its stacking context.\n\nThe important question is which element is actually receiving the pointer event. If a","author":"Daniel","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979554"},{"id":"c9954d71-566e-48ca-9856-fbc66e6f7e07","source":"stackoverflow","source_id":"so:79979628","content_type":"comment","title":null,"body_preview":"By now all browsers, especially Chromium-based browsers are evergreen, which means they're automatically updated. You shouldn't have a problem unless something prevents automatic upgrading.\n\nYou may b","author":"Panagiotis Kanavos","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","safety_disclaimers","missing_platform_voice","polished_first_draft"],"bot_score":0.4809762400020983,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979628"},{"id":"b741aecd-d99c-4516-811b-a86be0266140","source":"stackoverflow","source_id":"so:79979763","content_type":"comment","title":null,"body_preview":"Now general array views can be implemented using Proxy object.\n\nFor just numeric arrays better to use typed arrays and DataView. For general arrays, see this Typescript snippet, which shows that you c","author":"Somnium","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979763"},{"id":"ec99c212-3689-40ae-9dd0-6145f85865a8","source":"stackoverflow","source_id":"so:75041634","content_type":"comment","title":null,"body_preview":"JavaScript doesn't need list comprehensions because map and filter work better in the language compared to Python.\n\nIn Python:\n\n[int(i) for i in '1234-5' if i != '-']\n\n# is equivalent to the ugly\nlist","author":"Rian Rizvi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75041634"},{"id":"04b6d4fe-b12c-46ef-b3e1-b810b406af0e","source":"stackoverflow","source_id":"so:24673459","content_type":"comment","title":null,"body_preview":"Aside from \"edge cases\", jQuery.extend can be used in the way you mention. a b and their clones will all reference the same object c.\n\nvar c = { f:'see' };\nvar a = { fa: c };\nvar b = { fb: c };\nvar cl","author":"Julian","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/24673459"},{"id":"63bb9885-cd66-47c9-9add-0d53accf3824","source":"stackoverflow","source_id":"so:79979817","content_type":"comment","title":null,"body_preview":"[base].js is literal here because output.filename is based on the entry name, not on the source file basename. Set entry names to the desired values and keep output.filename: '[name].js'.\n\n// webpack.","author":"Parvesh Jaiswal","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979817"},{"id":"bbc5750f-0de3-43c4-b643-fd8214362892","source":"stackoverflow","source_id":"so:79979838","content_type":"comment","title":null,"body_preview":"createStateSyncMiddleware does not enable Redux Toolkit's serializable check. If you're still seeing the \"A non-serializable value was detected...\" warning, it is coming from RTK's serializableStateIn","author":"Ranoshis Das","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979838"},{"id":"0554e18c-7905-40d5-860b-39284185c4b1","source":"stackoverflow","source_id":"so:79979841","content_type":"comment","title":null,"body_preview":"links reflects the HTML returned from xhr.open(\"GET\", folderPath, false). A directory listing is not produced by DOMParser; it is an HTML page generated by the server for that directory URL. If the lo","author":"ByteSizeFixes","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979841"},{"id":"1ae89e01-8c00-4709-9d25-58834b30cf3e","source":"stackoverflow","source_id":"so:78598503","content_type":"comment","title":null,"body_preview":"There's no difference, leetcode's runtime always different depending on its load. Don't trust leetcode's benchmark, it's useless to some degree.","author":"Alexander Nenashev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.25761321437339757,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78598503"},{"id":"bbe2d03d-d7ac-4b05-8b96-d86295d66b53","source":"stackoverflow","source_id":"so:79979908","content_type":"comment","title":null,"body_preview":"For an inline-editable grid you need exactly this: every result column mapped unambiguously to the physical table column an edit would write back to. That is a column-lineage question, and sqllens (Ty","author":"gurun","classification":"human_created","confidence":0.85,"indicators":["author_claim","platform_fluency","niche_expertise"],"bot_score":0.47721276085392184,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979908"},{"id":"bd21c138-1173-48f4-9aa8-52f101524196","source":"stackoverflow","source_id":"so:42518434","content_type":"comment","title":null,"body_preview":"Easier use of cache modes:\n\n  // Download a resource with cache busting, to bypass the cache\n  // completely.\n  fetch(\"some.json\", {cache: \"no-store\"})\n    .then(function(response) { /* consume the re","author":"Mohamadjavad Vakili","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","reference_provided","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42518434"},{"id":"b90d9be8-02ed-48ed-be00-62bbce2e62c9","source":"stackoverflow","source_id":"so:79979930","content_type":"comment","title":null,"body_preview":"You can do this using a business rule for that field i.e. a custom handler like below.\n\nvar myCtrl = formContext.getControl(\"yourContorlName\");\n\nif (myCtrl) {\n    myCtrl.setVisible(false);\n}","author":"Muhammad Mubasher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979930"},{"id":"47dc69ea-1c7b-4c65-bc82-4c860f5b35e7","source":"stackoverflow","source_id":"so:79979941","content_type":"comment","title":null,"body_preview":"I just read all the answers and there is only one right solution because WebSockets and the WebSocket server are designed that way.\n\nSome answers use \"polling\". You spoil computer power with that.\n\nTh","author":"Herman Van Der Blom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979941"},{"id":"7705016d-b26f-4395-b20f-fdc87667544f","source":"stackoverflow","source_id":"so:79980032","content_type":"comment","title":null,"body_preview":"The challenge for me was because it wasn't having access to the env variables. I solved mine by adding the Cloudinary module to my app.module. I was able to access the env variables that way using nes","author":"St80ene","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980032"},{"id":"52ceadb7-23ff-4e31-8b19-6f942dc1e3b2","source":"stackoverflow","source_id":"so:53981342","content_type":"comment","title":null,"body_preview":"throw false – this does not make sense; you should not throw a boolean but an instance of Error instead.\n\ncatch is only triggered when an error is thrown or the promise is \"rejected\" (note: reject and","author":"Felix K.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/53981342"},{"id":"caa03e0c-b3f6-4e67-a295-240b899375f2","source":"stackoverflow","source_id":"so:79979738","content_type":"comment","title":null,"body_preview":"I wanted to answer this problem myself. Spent a lot of time debugging, and wanted to ensure nobody else had to get stuck on this.\n\nThe official A2UI only recently released support for React, and even ","author":"DAALROTI_SDG","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79979738"},{"id":"172f1aad-188f-429b-bb8f-9cfe08654158","source":"stackoverflow","source_id":"so:79980145","content_type":"comment","title":null,"body_preview":"Are the wrappers in ReactJS functions, HTML like tags, or something else?\n\nWrapper components in React are simply components that wrap and render JSX, typically via the children prop.\n\nIf they are fun","author":"Drew Reese","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980145"},{"id":"ad1ac0e6-a20d-4b18-90f3-af75e413eedd","source":"stackoverflow","source_id":"so:79980147","content_type":"comment","title":null,"body_preview":"<BrowserRouter> and <SomeContext.Provider> are React components, not special HTML tags.\n\nThey look like HTML because of JSX. JSX is just syntax sugar that gets compiled into JavaScript function calls.","author":"Кайнар Толеубаев","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.40052456807353576,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980147"},{"id":"521c8dd1-8093-4c8a-bd79-e4f43a6b4e14","source":"stackoverflow","source_id":"so:46529810","content_type":"comment","title":null,"body_preview":"I solved it using  this Chrome extension:  Allow CORS: Access-Control-Allow-Origin\n\n2025:\n\nAdditionally, you can try the following approaches:\n\nBest solution (backend, dev/test env): Configure CORS pr","author":"Parkar","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46529810"},{"id":"99590ae0-b574-4534-8bbd-f35406dfaf23","source":"stackoverflow","source_id":"so:57167475","content_type":"comment","title":null,"body_preview":"If you have control over your server, you can use PHP:\n\n<?PHP\nheader('Access-Control-Allow-Origin: *');\n?>","author":"Kardi Teknomo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57167475"},{"id":"2212eb23-acf0-4efc-b653-9178fc750c46","source":"stackoverflow","source_id":"so:79980150","content_type":"comment","title":null,"body_preview":"Did you mean something more like this?\n\n      const opinionArea = document.querySelector('.opinion-clouds');\n      const opinionClouds = Array.from(\n        document.querySelectorAll('.opinion-cloud')","author":"Ietu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","polished_first_draft","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980150"},{"id":"b17ff464-620c-4eff-8075-70eb6fdb219e","source":"stackoverflow","source_id":"so:79980160","content_type":"comment","title":null,"body_preview":"In my case, the error was caused by using an inline \"use server\" directive inside a Client Component (\"use client\").\n\nProblem:\n\n\"use client\";\n\nconst { isPending, request: deleteUser } = useSubmitForm(","author":"Amir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79980160"},{"id":"f1f27ec7-9089-4597-a99d-a1f19ed3ceb9","source":"stackoverflow","source_id":"so:17712075","content_type":"comment","title":null,"body_preview":"I see two things wrong with the file:\n\nFor you to include php in a file the file extension must have a .php extension\n\nVariables are not shared for php and JavaScript. What you could do is use PHP's $","author":"bren","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/17712075"},{"id":"0aced0e8-0a84-406b-942b-de48d9ba713e","source":"stackoverflow","source_id":"so:62352786","content_type":"comment","title":null,"body_preview":"TypeScript infers the type of mapped from it's first assignment (initialization), so it's IPerson[]:\n\nIn TypeScript, there are several places where type inference is used to provide\ntype information w","author":"Sebastian B.","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","synthetic_empathy","human_indicators_missing"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62352786"},{"id":"1f810dbc-cf70-4ef3-ae7b-10ddbff9f870","source":"youtube","source_id":"UgxzJIX1zXdaqxRLgE14AaABAg","content_type":"comment","title":null,"body_preview":"With an international country and government you thought everyone would be on the same side and everywhere would be like Mr Roger's neighborhood?. Diversity and a self serving crooked liar capitalist ","author":"@thelmatucker7598","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"d06ecd7f-3fc4-494b-a469-ddc52f4e6985","source":"youtube","source_id":"UgyxqS0dAXbNT7YPrXl4AaABAg","content_type":"comment","title":null,"body_preview":"Patel is a slimy little snake, I don't think anyone could love that lying lizard without being paid plenty!!!","author":"@georgiamartinetti6018","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"c08388a6-5a04-4cff-9ccd-2912e83cb2b2","source":"youtube","source_id":"UgzBQwJardm5-GH2k3l4AaABAg","content_type":"comment","title":null,"body_preview":"*What more do we expect from a wannabe dictator and his fellow grifters that conned their way into power.*","author":"@rikcab","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"3f48dc2d-e318-45aa-831d-4279a62e9c73","source":"youtube","source_id":"UgxlRztuBrH9n7HOxNR4AaABAg","content_type":"comment","title":null,"body_preview":"What on earth this man has shown cause I see nothing","author":"@carmenalvarez4204","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"bea94dd8-0255-41ae-9c54-1989e3c390dd","source":"youtube","source_id":"UgzOHTWaJKnCT9J-uPN4AaABAg","content_type":"comment","title":null,"body_preview":"Cannot wait until all those criminals are sentenced to life in prison, no chance of parole.","author":"@otreres","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"138cbbe6-3e6b-4658-a736-4fbfb14bb872","source":"youtube","source_id":"UgwSXeyNuti8LTtZt794AaABAg","content_type":"comment","title":null,"body_preview":"Play the video and then make comments. Don't stop in the middle blah, blah, blah, blah, blah, and a whole bunch of other stuff just to stretch it out.","author":"@thomgage7083","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"062115cf-d04b-4bd1-b303-30048e637def","source":"youtube","source_id":"Ugwvr2zmI9ZnW7IfM2p4AaABAg","content_type":"comment","title":null,"body_preview":"The trials for Maxwell and Epstein are over Patel Has No Legal Right to Hold Back Names Period Patel is BS Period !!!!","author":"@RichardWarnock-k5e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"9f362eed-dad2-423a-aa7e-d90edd32590b","source":"youtube","source_id":"Ugw8MzyBcrJn9ICTKlV4AaABAg","content_type":"comment","title":null,"body_preview":"Ka$h Patel is going to federal prison and nobody will be able to pardon him.\n\nLet That Sink In","author":"@lorenzohorn9988","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"ae55d5ea-22d8-4a95-ab5c-6605c7ad8240","source":"youtube","source_id":"UgwJg4r8Ja6wzgUJ1oB4AaABAg","content_type":"comment","title":null,"body_preview":"PATEL CAN'T STAND THE HEAT THAT MOSKOWITZ CAN BRING ON HIM","author":"@Swansong-recorders","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"1ce2e3fb-70cb-4638-a0b4-0e38275e8f86","source":"youtube","source_id":"UgyxxEJ0okCLYkoXl1p4AaABAg","content_type":"comment","title":null,"body_preview":"The people now in power are corrupt, and , unfortunately, this includes the supreme court (lower case intentional).","author":"@elizabethnorton261","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"a1e52ec7-3630-4912-8ca4-24183fa814bb","source":"youtube","source_id":"UgzQq4vQN1b-GwJGsCp4AaABAg","content_type":"comment","title":null,"body_preview":"Patel is the waste of our taxpayer dollars.  We the People need someone who is in support of the Constitution and our American Rule of Law!  He is NOT!","author":"@diannadima7082","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"7953be32-c7c8-4069-9daf-f04766c9841b","source":"youtube","source_id":"Ugy_SnmrLPG4DHxmi0Z4AaABAg","content_type":"comment","title":null,"body_preview":"The felon cares nothing for the American people, he just wants to stay in power by telling lies and spreading propaganda. Bit like Iran 🤔","author":"@lilyjones8145","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"e74c96f8-9990-4df1-b0ac-e93989c76ffa","source":"youtube","source_id":"Ugyu7W5IsPaRZ4GwyHF4AaABAg","content_type":"comment","title":null,"body_preview":"And she was sleeping with Epstein. She jangled the files. She put them away to protect Trump..","author":"@gilbertjones9388","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"6e847cd8-605c-4fd8-9d6d-acf012f658f8","source":"youtube","source_id":"Ugwui-S8m81gbHnn8_l4AaABAg","content_type":"comment","title":null,"body_preview":"They all trying to protect Trump. I believe Trump had Epstein killed because he had a lot of dirt on Trump. 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Watching him tear into Poodle Patel is good to see.","author":"@westonjunior1489","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"96b8da11-862a-41a1-ae79-e243b25ec9c7","source":"youtube","source_id":"UgzYlhHTGcof7xDIJs94AaABAg","content_type":"comment","title":null,"body_preview":"Don't employ foreign nationals on highest sensitive positions !!!","author":"@AndrzejPiotrowski-l2o","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.7791107974594212,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"91de365e-775b-46f2-8981-d70d1e376e1b","source":"youtube","source_id":"UgyUAPjt96IqRdYxRg54AaABAg","content_type":"comment","title":null,"body_preview":"As a registered democrat if I hear about one more \"sharply worded letter\" that has no answer, no deadline, no response from those they're sent to I'm going to pull my hair out. 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Sch","author":"@ckinahan1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"c08ab10f-e373-494b-8834-1930ad7090a2","source":"youtube","source_id":"UgztYOcXBTpVZd4R9_N4AaABAg","content_type":"comment","title":null,"body_preview":"Ditch the clanker TTS and you'd probably get more subs.","author":"@Fuzz-b3j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"caa50948-70a1-4f92-a87a-3bfa4cd061ca","source":"youtube","source_id":"UgxeBhlqynX9tBMoVxl4AaABAg","content_type":"comment","title":null,"body_preview":"Now I know how they got to Kaleta. The people at FBI have been covering for the pedos since 1990. Because they wanted kompromat over people. And because they harbor pedos among them too. This is the o","author":"@sprint369","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"5acc42b2-b19d-4c9b-8c14-6d2aae52b62b","source":"youtube","source_id":"UgydOljIVp34HxV1LBJ4AaABAg","content_type":"comment","title":null,"body_preview":"TRUMP IS THE BIGGEST CRIMINAL KNOWN TO MAN !! HE HAS COMMITTED EVERY CRIMINAL OFFENCE !!!","author":"@SusanPitney","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"43820c73-0d31-4238-85b4-de15d63d3d98","source":"youtube","source_id":"UgzEQk6LuXAhLT1Jevl4AaABAg","content_type":"comment","title":null,"body_preview":"I think that Trump was in the thick of it and had Epstein bumped off because he may have mentioned his name and implicated him","author":"@TheWeeHenry","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"384aa04a-5bb2-42fe-a5c5-ef8bbdccf233","source":"youtube","source_id":"UgyZEyEoi9pdqWU5qFN4AaABAg","content_type":"comment","title":null,"body_preview":"Release the Epstein-(gate) files \n\nGo back to podcast","author":"@jvontrier-8055","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"893fa86f-eb3f-40dc-a37a-821a936da7e1","source":"youtube","source_id":"kp9jmhU72_o","content_type":"post","title":"Moskowitz EXPOSES Kash Patel's Biggest Epstein Flip Flop — 4 Minutes That Left Congress Stunned","body_preview":"Representative Jared Moskowitz delivers one of the most unforgettable moments of the congressional hearing as he corners FBI Director Kash Patel with a blistering four-minute cross-examination over th","author":"Decoding Politics","classification":"ai_generated","confidence":0.92,"indicators":["template_phrases","suspiciously_comprehensive","synthetic_empathy","list_heavy_advice","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kp9jmhU72_o"},{"id":"64932486-20ae-40d5-8115-7956bbc761a6","source":"youtube","source_id":"Ugwgmh1KWHkRJ0DszUZ4AaABAg","content_type":"comment","title":null,"body_preview":"If you see bears outside your house on a daily how can you let your child go out alone?","author":"@junetile1ify","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"25da6738-4ad9-4173-adde-b1150071f075","source":"youtube","source_id":"UgxJFN7JJiPN4ow28il4AaABAg","content_type":"comment","title":null,"body_preview":"This kid my grandma raised is living in Hartford right now he told me about this beer thing😮","author":"@journeymansmitty8283","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"1537ccc5-33a7-4999-80ec-5e2434f76555","source":"youtube","source_id":"UgxZjnJ79pcjcWioLzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Good job Bella! Now please use a bear proof can so these bears don't continue to get more and more habituated.","author":"@leslyrae6025","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"3877467e-b7e9-4183-9361-ee37edee7b12","source":"youtube","source_id":"Ugxrp1mXTc3nGebP33t4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think the bear even noticed the child. He was definitely charging for the boat from the get go cause the dog was coming after him","author":"@Regu269","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"bcb5dc5d-606d-431d-9de7-90e5df905f5e","source":"youtube","source_id":"UgwM-Rt6iORWLH3uywJ4AaABAg","content_type":"comment","title":null,"body_preview":"Where is this? So I never move there.  I'd get black bear fatigue.","author":"@youngjunlim5704","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"a56d753d-ec8b-4574-8229-a5155173fcf8","source":"youtube","source_id":"Ugy7ApPswXv5QTPbJxp4AaABAg","content_type":"comment","title":null,"body_preview":"Such a good girl! Get that girl a steak dinner\nand a long belly rub on the double! Lol😂👏🏾🤗","author":"@user-rb7sh1gd4j","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"e1cb0447-ba35-4ebd-8191-fa86dd771318","source":"youtube","source_id":"UgzxRvfHhINZKgY5zhh4AaABAg","content_type":"comment","title":null,"body_preview":"I admire the commitment to the AI video, even  making the AI for the interview... well done","author":"@BlahBlah-gb6st","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"0bfa11c2-6323-4b8c-add3-57cc78a0f764","source":"youtube","source_id":"UgzfEdvsdSnHB_clFbF4AaABAg","content_type":"comment","title":null,"body_preview":"SUPERIOR INTELLIGENCE TO LEAVE THE TRASH CAN OUT WHERE THE BEARS WILL BE ATTRACTED TO IT AGAIN !!!","author":"@watchinglistening","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"6fd61091-9d0f-4744-ac10-5f6accd0e191","source":"youtube","source_id":"UgzAQlulnY_FFGaLYxh4AaABAg","content_type":"comment","title":null,"body_preview":"The bear is not running at the child.It's crossing the path","author":"@kieranshae","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"f9e6a5d6-a03d-4dd1-9f48-0305c30dc958","source":"youtube","source_id":"Ugw1yFjY15SI5mTEwA54AaABAg","content_type":"comment","title":null,"body_preview":"Was the bear actually charging the boy? It looked more like the bear was running away from the Husky and quickly turned once it spotted a human in its path.","author":"@viewer0ne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"67cb1476-2055-4b7b-a3bd-2472f00b985e","source":"youtube","source_id":"UgzRaZUda5284bAossJ4AaABAg","content_type":"comment","title":null,"body_preview":"Not saying it wasn't interested in the kid, but it's literally already being chased by the doggo, when it comes into view. No one can say what that bear was intending before the husky chased it into c","author":"@SM-McKraken","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"8cd1b5f1-57fd-4174-af54-f4386a352075","source":"youtube","source_id":"UgzFXYSdNfV0XybODbR4AaABAg","content_type":"comment","title":null,"body_preview":"Looked to me the bear was running from the dog not charging towards the kid I get bears more than twice that size passing through at the end of winter they just curiously stroll through and leave.","author":"@garysgarage.2841","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"2e1a30cc-e5b3-466d-b328-ea6dc238d6c8","source":"youtube","source_id":"Ugwbu-Sv9C3LgRMky2x4AaABAg","content_type":"comment","title":null,"body_preview":"I don't throw words around like this often, but if you already knew that bears had been in your yard for the past 2 days, and you let your 6 year old son play in the yard, you are simply not fit to be","author":"@andyhoughtaling6319","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"a3886fcb-4ad0-4dd1-9027-b76fcc406f24","source":"youtube","source_id":"UgyvaIXiylfjJScqA0h4AaABAg","content_type":"comment","title":null,"body_preview":"I mean bro he literally sees the animals on the ring camera???!? Like does he not think the bear is gonna come back like what 😂 good thing the dog was there what an absolute idiot","author":"@JT-mg4yu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"bcb0065b-937e-4bb5-9151-c8d7fd6a7508","source":"youtube","source_id":"UgyrUHmzqSyeHV2IZix4AaABAg","content_type":"comment","title":null,"body_preview":"Growing up I always had a dog or two following me around and it made me feel safe. Even kept another dog from trying to attack me once.","author":"@souleatersubzero","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"5ee5e805-e398-4bfa-9d27-98dd804ab389","source":"youtube","source_id":"UgxHbMo034yZLF3sbh94AaABAg","content_type":"comment","title":null,"body_preview":"I don't want to take away from the dogs bravery, but I'm 99% certain the bear was actually charging at the trash can","author":"@Bizcaz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"3a9dcc8a-16f3-4ce5-a453-7dcdf5d13e49","source":"youtube","source_id":"Ugzwe0rYlAW7fpYvauR4AaABAg","content_type":"comment","title":null,"body_preview":"Was the bear actually charging the boy? It looked more like the bear was running away from the Husky and quickly turned once it spotted a human in its path.","author":"@viewer0ne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"ede52b2e-ccbe-41d2-a263-6729597b4587","source":"youtube","source_id":"lycDaFAEdmQ","content_type":"post","title":"Faithful Husky Saves 6-Year-Old Boy From Charging Black Bear","body_preview":"A 6-year-old was playing with his Nerf toy outside his house when something frightening erupted. A black bear charged towards the boy but Bella the husky was on the case. The dog chased the animal awa","author":"Inside Edition","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lycDaFAEdmQ"},{"id":"bb758ff8-050c-4050-81b1-461db43fe5a8","source":"youtube","source_id":"UgzHvmRnmJVNuG1tvBd4AaABAg","content_type":"comment","title":null,"body_preview":"How far is it from the cars parking to Horn Island?","author":"@jacquelinec.adkinson9564","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"a2c9e5d3-cec7-4aa7-8c18-b9492021e5e8","source":"youtube","source_id":"UgyZgyb088Fzm7tSkMt4AaABAg","content_type":"comment","title":null,"body_preview":"Fuck the prayers , where are the subpoenas? Where are the reports ? Where is the captains statements? Where are the digital forensic teams ? Underage drinking and drug usage what about that?","author":"@atmbunkin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4581572273879965,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"b0ea595e-d0ee-4cbf-904b-f055d6065cc3","source":"youtube","source_id":"UgzsUaaV25Ry0HsSDLN4AaABAg","content_type":"comment","title":null,"body_preview":"Amen 🙏 Thanks for the hard work y'all do to bring the truth to the light.❤.in Jesus name we pray ❤️🙏🌱.R I P Handsome Nolan. Find too soon .But never ever be forgotten❤🕊️🙏💙🙏🕊️❣️🕊️🙏🌱❤️","author":"@PriscillaSinclair-s9i","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","religious_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"b417764a-6802-4f2c-a6f1-13595ae1d3db","source":"youtube","source_id":"UgyHMqu2Qpv4wHtiYld4AaABAg","content_type":"comment","title":null,"body_preview":"That’s a mistake we should not be celebrating 250 years are people weren’t celebrating then they were doing then what they’re doing now","author":"@CreativeGoddess13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"1cbc0bf1-b49e-427a-958a-cd1780bfad12","source":"youtube","source_id":"UgxTT9pZFHwClqXXGhl4AaABAg","content_type":"comment","title":null,"body_preview":"Mississippi Miss trust in all lawn, Forssman remember what they were before they were called law-enforcement, do the research I’m not gonna tell you you will find out","author":"@CreativeGoddess13","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","imperfect_expression","synthetic_empathy"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"81ae681d-bd3a-42e8-b064-55542d4e0f77","source":"youtube","source_id":"UgwC9ihwGOlhDFbmVwJ4AaABAg","content_type":"comment","title":null,"body_preview":"The same thing happened to my cousins son when he came up dead, Nancy Grace had my cousin on her show twice over what happened they never prosecuted no justice for Christopher, a promising football pl","author":"@CreativeGoddess13","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"711d9a1c-6b1f-4d77-9695-c5685a4be12e","source":"youtube","source_id":"UgzBd47LE6POpFlKpuF4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, and how did they have his password to delete his messages?!  Omg so sad because that means someone could have threatened him, pinned him down a few of them to make him give up his password!  That","author":"@100PRockinPrincesa","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"c9f6dcb1-9376-40ac-bc84-4e288db7a89a","source":"youtube","source_id":"UgzzmrgejDow6BkKqIR4AaABAg","content_type":"comment","title":null,"body_preview":"Everything happed at that home they were at.how would the girl mind them his keys was on the Xbox in the room they got into it more than once and it seems like more so about this girl,cause she keep l","author":"@Mr.BeatDaRoad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"5345cda2-d691-4210-8ab1-6ed73c1588b5","source":"youtube","source_id":"Ugw5vv2pwRekgdu1KEl4AaABAg","content_type":"comment","title":null,"body_preview":"I know if my friend came somewhere with me and wanted to leave or stay with a girl I would make sure he has his phone, and let him know if there's a problem call me. If a dead mans phone ends up someo","author":"@GMIX1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"8c669d9e-3cd0-4204-a439-507b8667d81f","source":"youtube","source_id":"Ugw_u_fNpBYGoRE9aPx4AaABAg","content_type":"comment","title":null,"body_preview":"\"Nolan 'was' like a brother to me....\" sounds a little suspicious knowing Nolan was just missing and not confirmed deceased.","author":"@qrstplaylist1543","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"9cbfd67e-592c-46ce-b3ff-0f7892fe88ac","source":"youtube","source_id":"UgwtC7DPpUzYazTQ2Xx4AaABAg","content_type":"comment","title":null,"body_preview":"Now please can we also not support that young Mami song spend that. That song is dangerous is all black people … we are being killed even while being innocent… we don’t need no song making people thin","author":"@Truth_seeker777","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.35164835164835156,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"8b299ad1-52a8-446e-8ff8-39f8d42df235","source":"youtube","source_id":"UgyModbdkrIy3dQ1A_N4AaABAg","content_type":"comment","title":null,"body_preview":"WHAT IF BLACK AMERICAN YOUNG BOYS REMOVE THEMSELVES FROM ALL SPORTS OWNED AND ORGANIZED BY WHITES IN AMERICA COLLEGES?","author":"@NeguNacimento-i2b","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"f804c379-9b9e-4d4b-8595-96150dc6c83c","source":"youtube","source_id":"UgxzbkQHgkKdkXU2xHl4AaABAg","content_type":"comment","title":null,"body_preview":"Racism seems to have gone up tenfold under Donald Trump.  On the other hand there are many white peoples who have woken up and are calling out their own for decades of injustice.  Blacks and allies le","author":"@Mahmoodelsaid-i6x","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"634308e4-bfba-446d-8f1b-80307ba41ea9","source":"youtube","source_id":"UgyjcYgwor5hhkVUk_94AaABAg","content_type":"comment","title":null,"body_preview":"If the parents and relatives interfere with this case they should also be jailed.  Move the case to a different city.  Offer immunity or a deal to any friend that tells the truth as long as he is not ","author":"@Mahmoodelsaid-i6x","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"8057070b-77dc-4ae2-bbe9-a0b18d0385b7","source":"youtube","source_id":"UgzznedX7Ut4NT_shfh4AaABAg","content_type":"comment","title":null,"body_preview":"Its not fair our people are so hated here in america. No one should be killed because of their skin color. No human being can help what ethnicity your born into.this is so heart breaking 💔.  Im sendin","author":"@JillianGibson-r9y","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"b5d97655-1da0-4dfd-86d2-4cb8a5be563e","source":"youtube","source_id":"UgxJKzritt1lFtSzNwl4AaABAg","content_type":"comment","title":null,"body_preview":"Mississippi got some awful walking breathing demons … smh… to kill young people and not allow them to live and learn just because they hate you is awful…","author":"@Truth_seeker777","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.35164835164835156,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"7503605e-8c2d-4589-a269-adb42d8de754","source":"youtube","source_id":"Ugw6WxKXlMe5LXmVBQN4AaABAg","content_type":"comment","title":null,"body_preview":"Prayers for the family and justice for Nolan. Anyone can see that something nefarious happened by the way the so called friends are acting. \nThe truth will come out. \nI’m so sorry for their great loss","author":"@MaryCooley-l8z","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"2892d099-23a5-430c-87e3-3f123047c61b","source":"youtube","source_id":"UgxdInywV1owy8px5YZ4AaABAg","content_type":"comment","title":null,"body_preview":"Justice for NOLAN, we had a black man found hanging not long ago that was questionable, we need an outside investigation.","author":"@BROWNFOX-f6r","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"b7438a85-9e2f-4191-b2a8-7fd457aac865","source":"youtube","source_id":"UgyxmkKlkBQn8p06Ort4AaABAg","content_type":"comment","title":null,"body_preview":"Why not cooperate with the police to help your friend if it’s an accidental drowning? If y’all had his keys, phone why not hand it over. Why lawyer up?","author":"@BarakaFlow","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"bb10b687-4c3c-4d74-a9e3-fafc860b1bc7","source":"youtube","source_id":"Ugyq-HnOzWuNYMHJtDh4AaABAg","content_type":"comment","title":null,"body_preview":"THEY ....WILL ...REAP IN HELL WHAT THEY HAVE SOWN IN HELL...WHOSOEVER DIGGETH A PIT ...SHALL...FALL ...IN ...IT.!!!!!!!","author":"@jonecebhagwatsingh9194","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"8b7ad8d1-965a-48f3-91a8-ae16147ad67f","source":"youtube","source_id":"UgyvnVZTahOdkCE6rq14AaABAg","content_type":"comment","title":null,"body_preview":"Is the female white or black. The reason I am asking is because of the racism in America about a black man dating a white girl. That makes where all the white people on the lake need to be investigate","author":"@digitalcoachbcspice","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"ccdeca52-5d1b-482c-8c99-d504428062bd","source":"youtube","source_id":"UgwTke0kIYTgjnpGVvF4AaABAg","content_type":"comment","title":null,"body_preview":"Cell phone pings. Lie Sharpton. I’m so sick of him. This is crazy. State of Mississippi should cover this. I really feel so sorry for the young man and his family. But they have the wrong ppl around. ","author":"@charlottegibson3862","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.524364406779661,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"929888b0-6b8d-4a94-840c-021568254359","source":"youtube","source_id":"Ugxf_9O8goutgyDsvgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why couldn’t they fly it to Cali or Chicago. It didn’t have to be flown to D.C. That’s the last place I’d want it flown? Why not New York or Jersey.","author":"@charlottegibson3862","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.524364406779661,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"de855d7e-887d-4aef-8d00-a1f85d6de8ba","source":"youtube","source_id":"UgzaU96AA9J1afXMGaJ4AaABAg","content_type":"comment","title":null,"body_preview":"That’s what I said. So many ppl out there in Horn Island. This woman has made more sense than these two even if she has her agenda. Pls put Sharpton down. As I said so many ppl go missing every day or","author":"@charlottegibson3862","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression","self_reference","strong_opinions"],"bot_score":0.524364406779661,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"da8cc44a-8bd5-4104-ba39-fa0b7edbbc25","source":"youtube","source_id":"eXohtEq6rIs","content_type":"post","title":"Full: Nolan Wells Family TELLS ALL, Exposes Information, Missing Keys, And More  - HP News","body_preview":"https://hypersclub.com - The press conference of Nolan Wells would be conducted today in New York City to help further put a spotlight on the 18 year-old suspicious death. Al Sharpton, along with Benj","author":"HYPE+","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXohtEq6rIs"},{"id":"8dda45a3-8b73-4ee9-b18e-21f9d734ab5c","source":"youtube","source_id":"UgyxFfHNEG_lMQogmZh4AaABAg","content_type":"comment","title":null,"body_preview":"Fire trucks often arrive before the ambulance does because they are often more readily available. The ambulance might be tied up at a hospital. The fire fighters are also certified EMS, and they can b","author":"@jjknight6146","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"7cde08c1-4d9b-4bb9-93ce-c57cbfc62e22","source":"youtube","source_id":"UgxJJcoxYEC2OWIoBYB4AaABAg","content_type":"comment","title":null,"body_preview":"Moscow Mitch was already dead, which is why his wife left for China.","author":"@darla6681","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"651671f0-2ea0-4361-8823-9faf00cbc693","source":"youtube","source_id":"Ugzq7GhbRDwedxwclhx4AaABAg","content_type":"comment","title":null,"body_preview":"CPR.\nFracture A rib?\nNo, if you are doing it effectively you fracture lots of ribs.","author":"@user-qy3xu9hg2j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"329df3a0-3c7d-49c1-b11c-f6363ee0d513","source":"youtube","source_id":"Ugzg74z3TGCMXNFep6p4AaABAg","content_type":"comment","title":null,"body_preview":"Hearing Hugh pronounce a Yiddish word with his cute Scottish (?) accent is adorable! I love learning from both of you.\n\n- Juliet Thomas \n(A member of The Tribe, meaning Jewish.  ✡️ 🤣🤩)","author":"@jeffandjuliet","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"9edbd926-6ec4-4961-b960-8aa5ddb2e307","source":"youtube","source_id":"UgyOc0vxo8RCxWTlqyt4AaABAg","content_type":"comment","title":null,"body_preview":"We pay their salaries, we demand to know their health status.","author":"@marisadallavalle393","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"bc799bd2-a0ba-4931-8adb-83c1a0441299","source":"youtube","source_id":"UgxdUwGwd2D8PVNDqst4AaABAg","content_type":"comment","title":null,"body_preview":"The reason for the fire truck is that paramedics are assigned to them. Paramedics are able to administer rescue medications and start more advanced intravenous, arterial, and intraosseous access. I’m ","author":"@timhuffmaster3588","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"678cc18f-1a35-4a48-b382-352dcc01640f","source":"youtube","source_id":"UgxtIoWmVixwb_tFbIx4AaABAg","content_type":"comment","title":null,"body_preview":"You're still buying into all that assassination attempts crap? LOL!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"@AVKNC1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"180b62c0-8bb4-4d6f-a2b8-71ca0ed732d3","source":"youtube","source_id":"UgzCmtMxICCXUBbdVRx4AaABAg","content_type":"comment","title":null,"body_preview":"Having Firefighters, police and an ambulance arrive at a health emergency is standard procedure, at least where I live. There is enough fake / distorted / exaggerated news out there already. Please Da","author":"@brianwallace9997","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"50dec762-d292-46e4-aefc-c20cc46cca3b","source":"youtube","source_id":"Ugx0xebx3OuUMagFq-l4AaABAg","content_type":"comment","title":null,"body_preview":"Too much advertising. Unnecessary to repeat the prattle.","author":"@MadLibb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"7293891b-67fd-447c-bd01-2e3224135348","source":"youtube","source_id":"UgwV1Opm-grMppEvkKN4AaABAg","content_type":"comment","title":null,"body_preview":"I was thinking you might be on the level (I registered as an Indepentant in 1970 @ the age of 18. I saw the giant inconsistences). In CT suburbs 40 mi. N. of NYC, it is SOP for EVERY 911 call to dispa","author":"@Excudebat-gk6pj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"f9f91dc1-545a-4d8b-918d-547654eb5084","source":"youtube","source_id":"UgzhwCoR4_0emuAGbOB4AaABAg","content_type":"comment","title":null,"body_preview":"Mitch McConnell is bravely holding Lindsay Grahms hand as they walk down the path to Hell.","author":"@jansean2497","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"fc1a43dc-9abf-4474-b042-69306e0fe61d","source":"youtube","source_id":"Ugyxfvl7rAlrhyrD8Yt4AaABAg","content_type":"comment","title":null,"body_preview":"With Graham's death, there are other considerations to consider. He's dead, and I suspect MM is.","author":"@WayneScank","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"72262d30-eae7-460d-a016-8b978b7c4207","source":"youtube","source_id":"UgyX_T-W1W5FEY8LTRR4AaABAg","content_type":"comment","title":null,"body_preview":"The House can impeach Trump many times but the Senate will never have 60 votes to convict","author":"@CeciliaDCollins","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"72a699cf-6fdd-431f-bf23-2cc92831fa9b","source":"youtube","source_id":"UgxU_qelfa5jPVGZb3x4AaABAg","content_type":"comment","title":null,"body_preview":"Joanna, The firefighters often come first. They are often the first responders. They are closer often, They are trained. You should know this. Don't cast aspersions even in jest.","author":"@jacquelinecollins3901","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","uniform_paragraph_rhythm","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"568384af-d13e-4108-a32a-1e4e4e385baf","source":"youtube","source_id":"UgzEBU8FT0ZTkI0UOup4AaABAg","content_type":"comment","title":null,"body_preview":"Come on dumpy does not care who lives or who dies at all","author":"@LeighChristopher-e9b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"3773b34c-460f-4fba-b55a-589d22641757","source":"youtube","source_id":"UgwacEYnYaUq-q7q8Uh4AaABAg","content_type":"comment","title":null,"body_preview":"Trump amusement park: they can have a dunking stool and Trump can sit on the stool and you throw balls at the target and if you hit your mark, Trump falls into the water and hopefully he can't swim.","author":"@florinest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"ee9e1b61-7266-4728-9404-ed18179a4d63","source":"youtube","source_id":"UgyB36oW5FCsZgHJ9Dl4AaABAg","content_type":"comment","title":null,"body_preview":"now Lindsay graham died from heart attack. mitch with graham= 2 senate seats.","author":"@stevent2037","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"c57affd0-5598-4819-8a8a-eec3c055a82f","source":"youtube","source_id":"Ugw5qaNZh9a51soETuR4AaABAg","content_type":"comment","title":null,"body_preview":"Evidently the Tennessee law anticipated McConnell's death.","author":"@BirdCharmaine","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"dab7c7fe-e675-4855-a52c-8bc426114c6b","source":"youtube","source_id":"UgwdORizt127EgU28pB4AaABAg","content_type":"comment","title":null,"body_preview":"Hells bells women you sure can YAP!\n\nJust get on with the NEWS your headline attested to being the \"LATEST\" !!\n\nGot more to do with my time than listening to a WAFFLER","author":"@Wwain","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"3084f7d5-8829-47fa-b1e3-9c139e6abb1f","source":"youtube","source_id":"UgybVUPVYceZoyLqhqh4AaABAg","content_type":"comment","title":null,"body_preview":"I think poor Mitch is dead. And you have incredibly beautiful hands, Joanna; however, I am not really crazy about the new length of your hairstyle in the back.","author":"@williamwolfe9617","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_observation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"c874cbe9-efd9-44ad-a0b0-50e5287b30d5","source":"youtube","source_id":"Ugw3NsR5LBVwVvhYUeB4AaABAg","content_type":"comment","title":null,"body_preview":"Hey if Trump insists that he wants to fly in the lesser equipped Qatari 747, let him, he knows the risks, just let the innocent people onboard have an opportunity to get off safely.","author":"@TheTerriecat","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"8a2e0f6b-c153-41e7-a0d7-eb13237caeb0","source":"youtube","source_id":"UgyYNZSX4o3HJ5qz9wZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hello British people. Most ambulances belong to the fire department. Firetrucks are often sent to places where they suspect they might need additional manpower. Pregnancy, elderly, morbidly obese indi","author":"@1Kusari","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.4383780447961665,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"2bbaacc0-f78c-4334-9ffd-f6b41adefd07","source":"youtube","source_id":"UgwW0CtsRrQznBVOr294AaABAg","content_type":"comment","title":null,"body_preview":"Why do you keep saying \"new plane\".its a 15yrs old Qatari plane. The Quatari were trying to sell  it until Trump demanded they give it to him as a gift after pretending  he was interested in buying it","author":"@TheAppoline","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"6d002e3f-ad4b-425e-b839-ce013c001fdb","source":"youtube","source_id":"UgylgMGNaHajgIE2-bN4AaABAg","content_type":"comment","title":null,"body_preview":"A fire truck is dispatched simultaneously as an EMS unit due to there being more fire stations than EMS units and closer proximity to the scene, which reduces time to care. Firefighters are trained as","author":"@chucomgloco","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"0043f6df-a967-4b18-98a7-cd64d97e0406","source":"youtube","source_id":"UgwSdWSR6nP9n8m-yMp4AaABAg","content_type":"comment","title":null,"body_preview":"McConnell is on life support.  For political reasons has to stay alive 4 more months","author":"@dianejohnson1644","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"4a048099-6a2d-4a9c-9cfd-fc288a38cf34","source":"youtube","source_id":"5mfFvRSyXh8","content_type":"post","title":"Trump Rocked By New McConnell Health Bombshell | The Daily Beast Podcast","body_preview":"Presented in partnership with PMI U.S., US Businesses of Philip Morris International. Share your prediction for America's future with #America250 or fill out this form for a chance to be featured on t","author":"The Daily Beast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","template_phrases"],"bot_score":0.40730930653129765,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=5mfFvRSyXh8"},{"id":"536392e9-5a5f-4ebf-8cd9-9d6763912300","source":"youtube","source_id":"UgykeSdKWqJILbiSpGF4AaABAg","content_type":"comment","title":null,"body_preview":"I live in Greensboro, North Carolina….sure makes me wish I lived in Concord, on Romans’ street✨✨✨💜💜💜","author":"@Sandalphon13729","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"7abc68f1-41a2-46ea-97cb-7b55427d1b69","source":"youtube","source_id":"UgxIWZjDUC5YzlwDwjB4AaABAg","content_type":"comment","title":null,"body_preview":"Bro could be a president someday. Please let him grow up without forcing him down any specific path.\n\nEdit: start a club and make shirts","author":"@RhumpleOriginal","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"22b43616-d984-4b2b-9ba5-7252117073b5","source":"youtube","source_id":"UgwfjuWUzV3Dyr5MBLh4AaABAg","content_type":"comment","title":null,"body_preview":"That's beautiful. God bless Roman, his mom, and all those wondwonderful neighbors 😊.","author":"@daynakennedy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"2f215889-ab98-4d6c-a8fe-4c0154425e70","source":"youtube","source_id":"UgxiEkYbiNiJzse_Yb14AaABAg","content_type":"comment","title":null,"body_preview":"the children, if we remain grateful for their presence, will save us all.","author":"@rubym3915","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"726fcc03-90b1-44e2-87ef-8ca2ff95ffdb","source":"youtube","source_id":"Ugwa6UZDn6z2tDZGhnh4AaABAg","content_type":"comment","title":null,"body_preview":"I'm I only person in this comment section that can literary see when this goes wrong 4 that kid in a predominantly white community? Have we as Black, Indian, etc. learned nothing in history? 🫣","author":"@constantinejr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"86cc518b-287b-439b-9aa3-ac6e900858e2","source":"youtube","source_id":"UgxPTjhSZ72w1VyHpzF4AaABAg","content_type":"comment","title":null,"body_preview":"What a sweet little boy. That sweet innocence of his just melts my heart. Stay sweet, young man!! ❤❤","author":"@missyann7588","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"59f61e5f-0623-4b8a-979c-f90d5de00018","source":"youtube","source_id":"UgyAOR0FJPxtIrEUMD94AaABAg","content_type":"comment","title":null,"body_preview":"Man. Everyone needed this. We need more of this. This is why I fought in the military. Not for the rich and powerful. Not for the politians with secret agendas. But for the innocent like him. It does ","author":"@MrMyke1700","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"d29ef36a-e54b-4443-b19d-dd90bc55652f","source":"youtube","source_id":"UgwxP5vjVEXOWqRezuJ4AaABAg","content_type":"comment","title":null,"body_preview":"Im moved from NYC to Concord now im on a quest to find him and go say Hi !!!!! This brought tears to my eyes...","author":"@EvelynRamirez32","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"2527e841-7843-4caf-ae05-c72f58f28187","source":"youtube","source_id":"UgyzEQyemlKN58HP9o14AaABAg","content_type":"comment","title":null,"body_preview":"God bless this young man and the loving village that surrounds, protects and loves him. \n\nThis is beautiful.","author":"@TSB43","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"73c3e86c-fecf-4924-a30b-be960156bfec","source":"youtube","source_id":"UgwLaQC3wyA3oZz6ZFV4AaABAg","content_type":"comment","title":null,"body_preview":"Omg, when he said I love you while walking with his neighborhood gramps my heart melted.","author":"@deansealy52","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"c1333728-ecf0-4f8c-a303-f56b3a13126a","source":"youtube","source_id":"UgzFMlHd3vH_TMY6Vch4AaABAg","content_type":"comment","title":null,"body_preview":"We have adopted grandparents and love them  too - he’s an angel","author":"@suzanneclaiborne3265","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"01606611-3519-4952-a88f-f69689b3d250","source":"youtube","source_id":"UgzpNxlefIR73NYJ2d14AaABAg","content_type":"comment","title":null,"body_preview":"And a child shall lead them....Isaiah 11:6.  This is a beautiful, what an awesome heart.","author":"@godsloverevealed5003","classification":"human_created","confidence":0.7,"indicators":["human_indicator_quote_with_commentary","human_indicator_emotional_authenticity","human_indicator_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"24a9d451-50d1-4670-a728-964937460351","source":"youtube","source_id":"Y9gp2I14g3k","content_type":"post","title":"4-year-old heals \"inner loneliness\" by bringing his neighborhood together","body_preview":"The old adage \"it takes a village to raise a child\" was turned on its head when it took a child to unite a village in North Carolina. Steve Hartman goes \"On the Road\" with the story.\n\n\"CBS Evening New","author":"CBS Evening News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Y9gp2I14g3k"},{"id":"83a178aa-d42a-48c8-b691-5d083068210f","source":"youtube","source_id":"Ugzrdv7ZfG2VX-LN4Ed4AaABAg","content_type":"comment","title":null,"body_preview":"Lindsey Graham together with late JOHN McCAIN were one of American biggest WARMONGERS and TREAT to WORLD PEACE... They were architects of current Ukraine -Russia problems in convincing Ukraine to join","author":"@Erisiudcshk","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"794bdef4-720e-4533-9b58-a679fd849d75","source":"youtube","source_id":"Ugz-IQyGHAh8blGV69d4AaABAg","content_type":"comment","title":null,"body_preview":"My condolences go out to his family and anyone who cared about him. 🙏🏽\n\nGood Riddance for America. 🇺🇸","author":"@fernandasoares7645","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"f82eb410-b0c0-4dbc-a60c-fd818589d649","source":"youtube","source_id":"UgyFm2H9P1fGmiF5ad14AaABAg","content_type":"comment","title":null,"body_preview":"Mitch  , Lindsey  ......who's next;  let's get a MAGA trifecta! Jack","author":"@badazzcorvette8970","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"ad6d0407-bd93-4653-b278-fe7a646b878d","source":"youtube","source_id":"UgyFkkob6yQ3ohBU7XF4AaABAg","content_type":"comment","title":null,"body_preview":"You should ask Lyndsey Graham’s office \nwhere the hell Mitch McConnell is !!","author":"@SummerSolsticeSon4203","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"cf9ceff8-57e2-486f-a407-e08a7a06255d","source":"youtube","source_id":"UgwckWdEJAXl7ImRxlV4AaABAg","content_type":"comment","title":null,"body_preview":"Funny how every thing comes back around after you sell your soul,","author":"@patl9404","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"4d36e40d-8c82-4ce2-8f77-532424255a5b","source":"youtube","source_id":"UgwdjW_y6T3FFtW1n_R4AaABAg","content_type":"comment","title":null,"body_preview":"They could have just claimed it, it could be a total red-herring. Why any of you would trust what Iran says is Mind Boggling.","author":"@byronyoung4302","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"a59549f0-3d9d-4030-b26d-2619904fbc86","source":"youtube","source_id":"Ugxn7Xxn7S679XfBUCh4AaABAg","content_type":"comment","title":null,"body_preview":"I didn't always agree with Lindsey Graham. But I know South Carolina and I'm afraid the rest of us may come to miss him very much","author":"@LauraMoore-q2z","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"45104ad5-b84c-4154-85ff-4c527c01486d","source":"youtube","source_id":"Ugz5zH-e64C1qGemI_V4AaABAg","content_type":"comment","title":null,"body_preview":"It says alot about a man when his last moments on earth where holding weapons of war.","author":"@thanosianthemadtitanic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"cd37e8e3-04ad-4c76-82cd-5e80a9f650f4","source":"youtube","source_id":"Ugy3zMoe5-aUJqiVtT14AaABAg","content_type":"comment","title":null,"body_preview":"He will face Allah and will be thrown in the deepest of hell\nAnd all the Muslims and Palestinians who were killed are waiting for him to see him be thrown in hell \nNow he will know the Truth!\nAnd he r","author":"@behuman3801","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"e4ed0620-d432-4137-9a0e-894760335811","source":"youtube","source_id":"Ugy6KlcQBdc3YRE3sm94AaABAg","content_type":"comment","title":null,"body_preview":"Waited for this day for soo long !! finally.....Now rot in hell","author":"@Watchdog7T4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"e9787878-529d-4cea-bd03-2e08ab798114","source":"youtube","source_id":"UgyRdMH8LicpCgAedZF4AaABAg","content_type":"comment","title":null,"body_preview":"This is a direct message to President Trump. \r\nHere in Britain we sick to death of the English Fabian Society. \r\nNow Sir..There is only 2  things progressives fear.\r\nFirst.. Is the death penalty. \r\nSe","author":"@elingles2854","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4305555555555555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"bbb485de-24fe-47c3-b338-8fd30b8ab5c0","source":"youtube","source_id":"Ugw3FmOiVQMSaS9KWNd4AaABAg","content_type":"comment","title":null,"body_preview":"to hell.They say dont speak ill of the dead but this man was a horrible war monger","author":"@sahralel-eq2lo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"912bad1e-6b8f-4253-8116-26ab0a174faf","source":"youtube","source_id":"UgyC2JVZW2gduN954uZ4AaABAg","content_type":"comment","title":null,"body_preview":"Yes he returned to USA from Ukraine in a coffin. Dead by sudden illness by the name of Iskander","author":"@RommelPilaf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"342a2e81-a7fb-4f4c-8050-08f56e343815","source":"youtube","source_id":"UgycFPBITGqJnjABuod4AaABAg","content_type":"comment","title":null,"body_preview":"Death flattens , for sure, be it the ego, the narrow vision, the stupor of power .","author":"@ashrafikapasi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"796f691f-8bf3-4f1d-b799-953762e482d4","source":"youtube","source_id":"UgzVeBlkA7eMzUMNo954AaABAg","content_type":"comment","title":null,"body_preview":"I heard he was sent to gitmo years ago. Smh I didn't think it was true. But I guess it was.","author":"@TeresaShepard-c4p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"82aa6706-85be-458f-bfdf-b7ebd3a7a6d7","source":"youtube","source_id":"UgycAq1wqlQ2NjczWzd4AaABAg","content_type":"comment","title":null,"body_preview":"It's a nice feeling to look directly at the comments and agree with everyone else. I can't argue with that. He didn’t seem to have many fans","author":"@Belçim-Günay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"979836c5-f370-4d99-9ad8-8985eafc5de3","source":"youtube","source_id":"UgyvW1MZh3iQteyqQyJ4AaABAg","content_type":"comment","title":null,"body_preview":"Bad person, the world has become a better place without him, rot in hell..","author":"@Abujarrah11","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"d206aea1-47cb-4e99-b8ce-020840ae08fc","source":"youtube","source_id":"QE2thM-EE7E","content_type":"post","title":"Sen. Lindsey Graham dies after sudden illness | Special Report","body_preview":"U.S. Senator Lindsey Graham has died after a brief and sudden illness, his office says. Carissa Lawson anchored this CBS News special report.\n\nRead more: https://www.cbsnews.com/news/senator-lindsey-g","author":"CBS News","classification":"human_created","confidence":0.85,"indicators":["direct_quote_or_source_sharing","platform_native_content_sharing","absence_of_ai_signals"],"bot_score":0.5825817007303769,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QE2thM-EE7E"},{"id":"ea9f0c34-0aa7-4c99-82da-e51c555061bb","source":"youtube","source_id":"UgxXgFGrQNQWYgvuSbF4AaABAg","content_type":"comment","title":null,"body_preview":"After firing these workers, then they will come out and say they can't maintain Social Security. This is the most idiotic administration ever. They say Social Security is going broke, so they fire wor","author":"@GB-p4n","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"fcca1a6c-39ca-4226-9ac5-269d601d62a2","source":"youtube","source_id":"Ugz00cRW9-CP8Ohxc6Z4AaABAg","content_type":"comment","title":null,"body_preview":"Well they don't need to come here they got other places to go","author":"@MeYou-z9c","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"ddd0265c-00ff-4941-afbe-a91070526620","source":"youtube","source_id":"UgzEDQHmvFo52Y5UK0p4AaABAg","content_type":"comment","title":null,"body_preview":"Right on😊... Send those people back to their country and let them make their own country.Great😅","author":"@db-ob7ic","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"ac6b14c3-5a9a-478b-8f55-780d1ac921c7","source":"youtube","source_id":"UgwPRwdWQR2zlBMd5w94AaABAg","content_type":"comment","title":null,"body_preview":"Well good thing my company's CEO retured last year, he's an Irish Immigrant (/s). \n\n... I just have no words right now","author":"@kitwhite2640","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"fec22725-c690-4929-b082-f5fbaa831ebe","source":"youtube","source_id":"UgxkNbY_QXKYd7vjuRl4AaABAg","content_type":"comment","title":null,"body_preview":"Well now all you Americans who say immigrants are stealing your jobs \nNow you can work all my welfare folks get to work","author":"@p-lowpants","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"d28f57d4-6e02-4e10-954d-dc65bce298ee","source":"youtube","source_id":"UgzzRYcyZ2_LmtTams54AaABAg","content_type":"comment","title":null,"body_preview":"bro your vibes are super low beta unemployable. nice channel glad youtube keeps suggesting","author":"@rrm927","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"2776673a-e20a-432e-8d2a-0c166b0441ff","source":"youtube","source_id":"UgxvPSnzVPEd9aNRt6p4AaABAg","content_type":"comment","title":null,"body_preview":"To MAGA:\nSo you think our \"leaders \" should be held to a higher standard?!?!  Or how's about the same standard!!!\n\nTrump had undocumented employees at his properties!!!\n\nMelania,  violated her Visa,  ","author":"@pammiller9450","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.38021978021978015,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"3021fcde-2b23-4597-ba4d-588f05b3d8a2","source":"youtube","source_id":"UgyORqRFzi7x2WG452x4AaABAg","content_type":"comment","title":null,"body_preview":"Question,  is season 1 of Handmaid's Tale coming true???\n\n1,TRUMP pardoned J6'ers then hired all the jerks for ICE!\n2, Roll back on women's health and issues, and make it more difficult for women to v","author":"@pammiller9450","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.38021978021978015,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"8bf14f8d-24e1-4f26-ba1d-33f159c127ce","source":"youtube","source_id":"UgxWiU3ARkYOcnkIMMF4AaABAg","content_type":"comment","title":null,"body_preview":"Like doctors, engineers, and other types of jobs we can't fill.","author":"@Vandervökken","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"09c930d9-ed34-4b08-8817-349548fabb29","source":"youtube","source_id":"UgwaPDRx3EI1hOUcYzd4AaABAg","content_type":"comment","title":null,"body_preview":"So he is going to fire all his foreign born employees.","author":"@MSV1970","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"7ac45d63-b1e5-499c-9eb0-7aa8e326fae0","source":"youtube","source_id":"UgwkyBcL1nC_dmclLK94AaABAg","content_type":"comment","title":null,"body_preview":"That's so Cruel  they are WORKING GOD BLESS THEM 🙏🏾😔","author":"@yolandaward4785","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"c759b5bf-67a2-4279-a6a7-2d12fb32896b","source":"youtube","source_id":"UgylDR2YF4fFRPS0YeJ4AaABAg","content_type":"comment","title":null,"body_preview":"People need to remove Trump and all rest of them time take this country back","author":"@johnstandridge5134","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"95c3c2a3-9b17-40b3-8123-3e7b32808235","source":"youtube","source_id":"UgypamCQxH6tj0rsIVl4AaABAg","content_type":"comment","title":null,"body_preview":"ARTICLE 2 SECTION 4 NOW \nRELEASE THE FULL EPSTEIN FILES \nABOLISH ICE FOREVER","author":"@cathymendoza6898","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"e38a1a93-0aef-49cd-becc-1d3a7f738886","source":"youtube","source_id":"UgxpDXa9GtClMa1aJyd4AaABAg","content_type":"comment","title":null,"body_preview":"so hey MAGA. what was that about \"keep the government out of our lives\"? what was that about how its only dictators who exert control to this degree? but hey at least immigrants arent stealing your jo","author":"@turquoise_eevee82","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"6feb6c70-7469-4f84-8394-03c1be48d9bd","source":"youtube","source_id":"Ugx6ofR-lZoZ-Z0KdVp4AaABAg","content_type":"comment","title":null,"body_preview":"Has no concern how badly that would tank the economy. Gives not the faintest shit whether America even survives as a country at all","author":"@CitiesTurnedToDust","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"d21d6e83-3687-419b-adcc-c3c107d83e1d","source":"youtube","source_id":"UgypdPkpG5lwo0ohp1F4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, because I thought people were supposed to come here legally. And I thought businesses were supposed to be able to do whatever they wanted. Very interesting.","author":"@stillmagic714","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"26235a49-351c-4e85-b34c-757c4a80a1f4","source":"youtube","source_id":"UgzvA1AuWuaoMFArbTx4AaABAg","content_type":"comment","title":null,"body_preview":"Private companies will do it. They dont have a backbone.","author":"@jasonnorthedge7719","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"ee47d4e9-3163-4bc7-a937-6ae112d0414c","source":"youtube","source_id":"RNPHL7Tw3iA","content_type":"post","title":"Trump tells employees to begin firing hundreds of thousands of foreign born workers","body_preview":"Trump tells employees to begin firing hundreds of thousands of foreign born workers","author":"Aaron Parnas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_hallmarks"],"bot_score":0.4126060602408585,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNPHL7Tw3iA"},{"id":"aea451f2-c341-42b4-b127-008b144372cb","source":"youtube","source_id":"UgyzgAwV0HEZCpN2Dql4AaABAg","content_type":"comment","title":null,"body_preview":"Well, I don't know who they b are, I don't know anything about them. But marching in public is not illegal. Nor is riding public transit. Was anyone physically harmed by any member if that group?\nAnd ","author":"@PamBaker-o1n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"eb0bbe59-a449-49eb-8bd9-648f9a24d282","source":"youtube","source_id":"UgwWwweGhlvGXa5LKAl4AaABAg","content_type":"comment","title":null,"body_preview":"Democrat white nationalist group funded by DEMOCRAT SPLC to make it seem like they are right wing.  \nYou just can't make this up.","author":"@Phoenixrises113","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"faf5bfc1-2d44-4894-9d01-eb710fa60624","source":"youtube","source_id":"Ugy2fmI2OKk4HDTgmwF4AaABAg","content_type":"comment","title":null,"body_preview":"Lots of hypocrites that constantly defend antifa wearing masks …\nDifference between the two… these masked men weren’t violent","author":"@sportyracr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"021bf0cb-7024-4dad-bc5a-aad24e8ec45d","source":"youtube","source_id":"Ugy-qkUpOB8uazJ7VTJ4AaABAg","content_type":"comment","title":null,"body_preview":"They’re not doing anything illegal. Welcome to America.","author":"@Sgtviolence","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"41837373-20b1-46f5-9b5c-f1ecf8a785fd","source":"youtube","source_id":"Ugzm-ak6g-65AlcRWRd4AaABAg","content_type":"comment","title":null,"body_preview":"The \"Patriot Front\"  ironically funded by the Southern Poverty Law Center","author":"@crowbar4463","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"b649d218-0fb2-4249-95ea-4362a213c2c5","source":"youtube","source_id":"UgwDRwORWBBqxG28qGl4AaABAg","content_type":"comment","title":null,"body_preview":"And that day no one was stabbed, burned or attacked 😂","author":"@user-ky4gg5rl8k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"d81850b0-f732-414b-927b-939a96782e73","source":"youtube","source_id":"UgwUh-QJ54Q6wNGij2F4AaABAg","content_type":"comment","title":null,"body_preview":"Notice the order and respect to others unlike liberals","author":"@1983JuanCarlos","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"db3fb93c-d443-4d0d-a358-b47a2615cbdd","source":"youtube","source_id":"UgyCuLzuUumFYjgwxQJ4AaABAg","content_type":"comment","title":null,"body_preview":"And nobody was injured, nothing was stolen and everyone safely exited the train. But this is supposed to be a problem? Make that make sense","author":"@lrl6002","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"48e9c9ff-1edb-432e-ab1f-292ac081aa88","source":"youtube","source_id":"Ugyxn8sunDuzNe4jOhN4AaABAg","content_type":"comment","title":null,"body_preview":"These are the same losers that refused to wear a Covid mask because it was deemed government overreach. Now the cover their face everywhere they go. Clowns 🤡","author":"@mpasowski1857","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"e8a6a028-60a4-4dca-998f-89f7a0e9c376","source":"youtube","source_id":"UgwjTYJ3807jvx-BVRl4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s remember, the Southern Poverty Law Center (liberal organization) is literally paying groups like the KKK to keep racism going.  Since it isn’t as big of a thing as the Left needs it to be to kee","author":"@dianebeardslee3288","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"3573495f-53b9-44d0-ab24-81c429ac17f7","source":"youtube","source_id":"UgxrepApO7Vo8ebo2F14AaABAg","content_type":"comment","title":null,"body_preview":"Mask should be illegal police or public unless you're a kid at Halloween, only criminals wear mask,o.k the lone ranger can everyone else no.👍👌✌🙏","author":"@JamesSmith-y9l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"c6d4526f-8d06-4144-bccf-2d2b6482b204","source":"youtube","source_id":"UgyuyHqUm8o9CGjlehZ4AaABAg","content_type":"comment","title":null,"body_preview":"So it's all good when everybody else wears masks but as soon as the white people put them on theyre  white supremacists","author":"@ButterBean101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.616117216117216,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"6d5b801d-fc26-43a7-b1c4-91b21a676736","source":"youtube","source_id":"Ugyti_AhSc00x6fIpxh4AaABAg","content_type":"comment","title":null,"body_preview":"All of these stupid comments about faces. They didnt hurt a single person or burn down any businesses","author":"@jasonlaforce8964","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"6ac65437-2d3b-4d79-8fc3-07a72016fa70","source":"youtube","source_id":"UgzKjzv3BdB1PzYK0At4AaABAg","content_type":"comment","title":null,"body_preview":"Courage means if you don't show your face, there won't be accountability","author":"@sduk6270","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"7e7fdbd7-4665-412f-89d0-1eb0684ae718","source":"youtube","source_id":"Ugw9IaPyYeVA_5uK9j14AaABAg","content_type":"comment","title":null,"body_preview":"Did they sucker punch anybody?\n\nDid they push any old ladies in front of a train?\n\nThey’re already better than most then","author":"@at1970","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"c78f0a01-aa66-4660-91fe-a2da1c2a4d91","source":"youtube","source_id":"Ugx1sWJ-NkTZXu8w0lx4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone else can protest why they can t  i guess they don't t tear up everything like others do","author":"@ViktorP-p2p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"b958e91e-ca9f-4953-a780-f0cdd1b9ca79","source":"youtube","source_id":"UgxkSoeY0a6iushRjMF4AaABAg","content_type":"comment","title":null,"body_preview":"Looks like they are practicing good Covid safety measures on the subway, model citizens right there","author":"@JOGEEN","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"f07e8bff-d6ea-477c-aadf-562dda0ff8b6","source":"youtube","source_id":"UgzV01LfjlFLbh2yv0h4AaABAg","content_type":"comment","title":null,"body_preview":"I hope they didn't stab anyone in the neck on the train.","author":"@one5thofwhiskey738","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"ff6b6309-9063-4031-b72c-9cb935b82232","source":"youtube","source_id":"UgxsMUnxAc9QqDhOwRp4AaABAg","content_type":"comment","title":null,"body_preview":"not one fight between them not one shooting between them...ALL LAWS FOLLOWED...  looks like a good example....","author":"@ToddWilson-r9v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"7a88a016-b2f5-4125-a347-ae456dc2de85","source":"youtube","source_id":"Ugx_1GCvqElXrhHeIW14AaABAg","content_type":"comment","title":null,"body_preview":"Lol antifa wears masks too has nothing to do w not being proud and everything to do with being doxxed","author":"@Kth376","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"31e080d7-91f9-43a9-9878-27c55d0d223f","source":"youtube","source_id":"J9bnSIvUzOE","content_type":"post","title":"Masked men seen demonstrating outside Union Station in Washington, D.C.","body_preview":"Masked men seen demonstrating outside Union Station in Washington, D.C.\n\nFor more context and news coverage of the most important stories of our day, click here: https://www.nbcnews.com\n\n» Subscribe t","author":"NBC News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=J9bnSIvUzOE"},{"id":"f63b666b-0bff-4b30-a814-5854da1e2270","source":"youtube","source_id":"UgwbB6On5b0o7I73h194AaABAg","content_type":"comment","title":null,"body_preview":"Countries with nuclear weapons do not get bombed.\nThis is the lesson Iran took.\nNo one wants Iran to have Nuclear weapons: the Russians, the Chinese, the Pakistani included. Before Trump decided to bo","author":"@mendesjosr4438","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"f573f8a9-dc95-48b6-8713-5c4b9834ebc7","source":"youtube","source_id":"UgxY24A5XNVtGKfeiKV4AaABAg","content_type":"comment","title":null,"body_preview":"The guy in the blue plaid jacket has no business in any discussion. He just wings it and makes up stuff to appease Trump","author":"@jwbjpb1338","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"2543325d-99a1-4619-b43b-2a8ce76c8b4f","source":"youtube","source_id":"Ugy_s-tADAx2psh3cSt4AaABAg","content_type":"comment","title":null,"body_preview":"COOL!!!!!.. i hope they DO get a weapon built and deliver it to D.C... and then one for every major city. Atonement","author":"@jamestownsend-e4q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"85ea2cf4-3595-43b3-964b-af4f30f541ef","source":"youtube","source_id":"UgwG8Y9TXsUr_tCZ4X14AaABAg","content_type":"comment","title":null,"body_preview":"Trump literally is the worst business person ever and he literally negotiates worse deals than are already in place. Him bankrupting casinos makes sense now.","author":"@bodditech","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"b8a2cd26-c33f-4a26-a41c-36f9ea441d78","source":"youtube","source_id":"UgwSRZUqX_77D9P6b9R4AaABAg","content_type":"comment","title":null,"body_preview":"MAGA wanting to attack Iran: They are building a NUKES!!!\nMAGA after Trump gives Iran $12B: We don't know if they are rebuilding nuclear facilities.","author":"@caesarmedina8489","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"f5cb343d-36cd-4e27-9abc-50a329c8c5ee","source":"youtube","source_id":"UgzgJ9Mqpk1c-NB9Dc14AaABAg","content_type":"comment","title":null,"body_preview":"Ok side note why did the camera pan to a brown dude when issah said the \"greatest heist in history has been done by Iranians\". Reminds me of that Jordan and Peele episode","author":"@kun-u0u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"51eee44b-683b-4976-b0a0-ed88e0afb839","source":"youtube","source_id":"UgwX1sizkvqJTuke15d4AaABAg","content_type":"comment","title":null,"body_preview":"Every single thing Trump touches, fails! Or it  is made worse!","author":"@PaulD-h2p","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"65014f8e-9a36-4503-988c-a824dcc14c77","source":"youtube","source_id":"UgxdIEblPcpkm4ZmjTF4AaABAg","content_type":"comment","title":null,"body_preview":"Please just put a condom on his head, he is playing unprotected","author":"@AcenanoNormz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"8217a091-b5cb-495a-b3fc-d34bb6330a97","source":"youtube","source_id":"Ugzb_fAUY2_4Vm5DKux4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂 it's not 🚫 benefiting America interest and it's very unhealthy for America's interest 😂😂😂😂😂","author":"@hughmarshall5399","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"7524cf4d-c7a7-4b57-aaf4-54cdb9968cfc","source":"youtube","source_id":"UgwcmTmXBxLrW7dzUwR4AaABAg","content_type":"comment","title":null,"body_preview":"Bombing never works. We dropped millions of bombs on viet nam and lost that war.","author":"@zeke1776","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_reference_with_stance","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"36aac05f-5a18-4e35-b6ac-4129bfb0a505","source":"youtube","source_id":"UgzEtGbBvHQSEzn0Tkt4AaABAg","content_type":"comment","title":null,"body_preview":"Why do so many of the dudes defending this wildly expensive incompetence often look like that","author":"@EBuckNY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"c40c90b1-b793-48ba-9b13-b5455ca5c190","source":"youtube","source_id":"UgyLY2eQkUAbq7NZIPp4AaABAg","content_type":"comment","title":null,"body_preview":"Hr obliterated him and she put a period at the end","author":"@natethegreat7094","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"9309360b-5c2a-427c-9347-34432fb722db","source":"youtube","source_id":"Ugy_zJgdlLXX9orHSS14AaABAg","content_type":"comment","title":null,"body_preview":"They did not give 12 billion, they allow the Iranians money to be returned. It is there first place.","author":"@thiernobarry9134","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"df9aec50-5bf6-4a1c-a840-89b98fadaf26","source":"youtube","source_id":"UgyCG33DUo7swU_luwx4AaABAg","content_type":"comment","title":null,"body_preview":"Didn’t Trump make a big deal out of 1.7 billion Obama supposedly just handed over to Iran? Trump is getting punked by Iran left and right.","author":"@carlosenriquez3859","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"3dac0abc-3d35-42cc-85ad-3a9eb5f4658b","source":"youtube","source_id":"Ugyv1Mh_UBHPRxJ7v8J4AaABAg","content_type":"comment","title":null,"body_preview":"It's not fair to bash a mentally challenged man like Joey!","author":"@rudiklein","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"260c0e1f-a3e3-46f1-b545-2f05b3811d11","source":"youtube","source_id":"UgwVdx1ILRf850IzqVN4AaABAg","content_type":"comment","title":null,"body_preview":"If Trump had never interfered this would not be a talking point","author":"@MonnieGardner","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"0195cbe0-3289-40fd-8eaa-0fd2957ea066","source":"youtube","source_id":"UgzmWuiFXqho4PKPpuJ4AaABAg","content_type":"comment","title":null,"body_preview":"i see why the food network logo is in the background, he is cooking them up too much","author":"@mondoreacts7406","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"2d2940a8-e87f-4cf9-9e59-55a748afc6a0","source":"youtube","source_id":"UgweXwcpzNEfJ3t-Nhl4AaABAg","content_type":"comment","title":null,"body_preview":"Isaiah is still a bit of a shady character in my book but he can cook there is no doubt about that. Worse than the luka trade is nasty work😅.","author":"@eii7316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"b1cd4689-c14a-4ddf-b8d5-7b746616caf5","source":"youtube","source_id":"UgxGvjh5tWtvr6EGdS14AaABAg","content_type":"comment","title":null,"body_preview":"All of this because trump hated ombamas JCPO deal now we are in worse shape than ever","author":"@rosanewby6605","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"63be1dec-371b-4e51-8c0f-1ef7ce1a8b00","source":"youtube","source_id":"UgyGRJw_IWNT9eCXl_F4AaABAg","content_type":"comment","title":null,"body_preview":"That 12 billion is Iran asset 😢that USA stole and that is only a fraction of the 300 billion that USA stole from Iran, so USA is mocking God law.😮😮😮","author":"@Thepettaway","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"dec1479b-c559-49bb-b10d-7fd42a22725f","source":"youtube","source_id":"UgwzBzMPrrx6R3edJjh4AaABAg","content_type":"comment","title":null,"body_preview":"I stand with Iran 🇮🇷 since they are among a handful who are standing against the terr0rist regime of israel who in fact is controlling US politics and economy! 🖕🇮🇱🖕","author":"@Cyrus-88","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"9fefd8d8-ca2f-4206-9f16-f06e2c8775ae","source":"youtube","source_id":"UgxJxtdOq57yg3y_xUp4AaABAg","content_type":"comment","title":null,"body_preview":"Trump handled this worst than any president in history. And his followers will still say although it quacks its a pig and not a duck.","author":"@DunitTV","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"1a70f5a8-cfcc-4559-8260-02a8d95a6a8c","source":"youtube","source_id":"Ugz6YYG-b3KapbfwmUB4AaABAg","content_type":"comment","title":null,"body_preview":"I’m sorry…….”They’re just playing Bob the Builder over there” Holy Sh*t! Bro just body slammed ole boy. Nice! 😂","author":"@VBCoach4924","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"e32f6bec-0571-46e5-b6ef-1cee3d531990","source":"youtube","source_id":"YU8PF0WvcNo","content_type":"post","title":"The other Republican even agreed with me 🤣! #isaiahmartin #debate #democrats","body_preview":"The other Republican even agreed with me 🤣! #isaiahmartin #debate #democrats","author":"Isaiah Martin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YU8PF0WvcNo"},{"id":"b11bf39d-6211-43a8-a671-380855bff858","source":"youtube","source_id":"Ugxp-SLYpFGFmk-hfUx4AaABAg","content_type":"comment","title":null,"body_preview":"It will be interesting to hear what Donald Trump has to say about Lindsey Graham. If anything.","author":"@HillbillySkeleton","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"f71f046c-ba67-4243-9f43-141b5301cf5f","source":"youtube","source_id":"UgzcSTXIbq-s_YfjFUV4AaABAg","content_type":"comment","title":null,"body_preview":"Do not wish death to anyone; not my business. . Similarly, cannot \n feel \" bad\" when someone known for hatred/ lies finally leaves our mortal world. \nSo perhaps, other liers & haters should take note?","author":"@ldark1773","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"2946f637-d452-4033-8e8b-8d0362e7ea03","source":"youtube","source_id":"Ugy35eYH3qgWbRRdsg14AaABAg","content_type":"comment","title":null,"body_preview":"I hope God is just getting warmed up, in using his smite finger.","author":"@jimgsewell","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"d924128a-60ce-46ba-aea0-ff723e06eb7f","source":"youtube","source_id":"UgxJMW72ItGAcAx03pd4AaABAg","content_type":"comment","title":null,"body_preview":"Suddenly, there’s a shit ton of money Netanyahu will need to donate to somebody else. There’s also quite a track record of closeted Republicans, who are hell-bent on war, death and destruction- christ","author":"@IllDiTryn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.33760400183757844,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"0ac77fd5-dc7f-4c89-a43d-3d928a16276d","source":"youtube","source_id":"UgxnI7ZWc5mU6IrPhKN4AaABAg","content_type":"comment","title":null,"body_preview":"I think the repubs knew lyndsey was sick & this is why they are being shady about mcconnell - they dont wanna lose 2 votes at the same time!","author":"@Kbraz_australia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"695ca99e-88cb-4e63-873e-50bd7f9e3e69","source":"youtube","source_id":"UgzsR1bYrZLr7uFpYCR4AaABAg","content_type":"comment","title":null,"body_preview":"Putin had Graham killed to remove a possible obstacle to Trump's federal takeover of American elections and to eliminate a key supporter of NATO and Ukraine","author":"@Matt-fs1yy","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"88b6e422-0e9d-4a5e-944d-a70a805569fd","source":"youtube","source_id":"UgxKYVffVcmHpbIqRLt4AaABAg","content_type":"comment","title":null,"body_preview":"I have the same feelings  about Graham that trump had for Mueller.","author":"@mortsnerd6053","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"1588041c-a31a-40a3-893a-f78c6dc9682d","source":"youtube","source_id":"UgzIBPzQtako_1MQ3dR4AaABAg","content_type":"comment","title":null,"body_preview":"Susan Collins, Dan Sullivan, and John Husted all can't vote for the guy who is supporting the Epstein cover-up. That's an ad that writes itself","author":"@cinder1013","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"bf565ada-f551-4436-9e9e-5fb1d7403910","source":"youtube","source_id":"UgwnmdFjOYCMSeKsr_R4AaABAg","content_type":"comment","title":null,"body_preview":"11:42 Lol. Chuck Grassley is 92, and he’s not up for re-election until 2028. Think he’ll make it?","author":"@barbarar1169","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"79f3e0a8-f73d-4746-ae76-d235c79a4bde","source":"youtube","source_id":"UgxPZu0egTQdrr4sNAp4AaABAg","content_type":"comment","title":null,"body_preview":"It's probably a good thing this happened at his home in DC rather than in Ukraine, where it could very easily have happened and then the conspiracy theories would blossom.","author":"@joralemonvirgincreche","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"5e50e80d-89f3-44e0-a524-025c5d875d1a","source":"youtube","source_id":"Ugyz0Md5_NKdxcUg_Uh4AaABAg","content_type":"comment","title":null,"body_preview":"Stress is a killer. McConnell and Graham and others have a tiny conscience. Trump does not stress because of his sociopathic personality.","author":"@willow1965","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"d2f7bd51-fef2-4754-9c31-72bb6b875f47","source":"youtube","source_id":"UgxqLaVDZzzSUI1xJ2x4AaABAg","content_type":"comment","title":null,"body_preview":"rubbish - imo graham never changed.. he was a coattail rider from start to finish who got off on being near power  .. and it was blazingly obvious from day 1 to anyone that wanted to look honestly","author":"@a-mvini23322","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"a5735947-f742-4f39-a28a-c40b412b1e7c","source":"youtube","source_id":"UgzDvYZaZSf_-JmhSDR4AaABAg","content_type":"comment","title":null,"body_preview":"Not to speak ill of the dead, I'll just say that Lindsey Graham was a person who lived.","author":"@Phi1618033","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"5b94d0e2-8f30-4213-a3fe-8a4f7b4a1b7e","source":"youtube","source_id":"UgwMHeuIE_NTwTTbG6J4AaABAg","content_type":"comment","title":null,"body_preview":"I can barely understand a word that Bill Krystal mumbles. Better microphone for him perhaps?","author":"@Coopsterish","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"d8900001-8b4c-415b-99e0-39a7a89d275c","source":"youtube","source_id":"UgwGv534610cwYJxtkh4AaABAg","content_type":"comment","title":null,"body_preview":"The only integrity and stability that Lindsey Graham ever had was because of the influence of John McCain, a man who had principles, decency and common sense.  When McCain passed, Lindsey reverted to ","author":"@loco401","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"88c41e09-1ac9-4e50-9253-47d0005757ef","source":"youtube","source_id":"Ugwv39XfJjinweG56-x4AaABAg","content_type":"comment","title":null,"body_preview":"You all act like things are normal and hope things will 'work out'!! Todd Blanche is one of the key pieces for Trump to proclaim all sorts of BS with the mid-terms and fuck with the elections / disput","author":"@samthompson2980","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"23c6caf0-77eb-4c07-88ec-b941a540cc6e","source":"youtube","source_id":"UgyQO89fCEGWrb1GsNt4AaABAg","content_type":"comment","title":null,"body_preview":"Sarah, your humanity and great perspective are amazing.  Bill needs to stop saying Iraq and the mideast are better off as a result of Bush Jr's war.  Old dogs can learn new tricks","author":"@us097581","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"ab40ad7c-3adb-4895-bcba-56f317884a45","source":"youtube","source_id":"Ugw_ggAAoPs2r18lYdJ4AaABAg","content_type":"comment","title":null,"body_preview":"Bill, you need to apologise for all that you said about the Iraq-Israel war. You have been enormously wrong.","author":"@dwightmcfee9521","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","direct_accusation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"c05fb998-d187-4879-834a-221bf5737016","source":"youtube","source_id":"UgyF8mOdjFfysfIqfYt4AaABAg","content_type":"comment","title":null,"body_preview":"When do the conspiracy theories start claiming the dems are behind these the gop senator's --- health issues?","author":"@timlaughner5836","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"beb65456-fc11-4f79-9b1e-289355a900c4","source":"youtube","source_id":"UgwedKmKfvjAq463_Md4AaABAg","content_type":"comment","title":null,"body_preview":"Great point Sarah.  About Graham becoming the embodiment of the current GOP.","author":"@SharonSwift-f9j","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"d67f71c3-4876-47df-9b67-a12500a95c02","source":"youtube","source_id":"Ugx8N85wuc4Ks2PM_L94AaABAg","content_type":"comment","title":null,"body_preview":"One note on that ad: 3 million documents do not equal 3 million pages careful with the math.","author":"@IllDiTryn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.33760400183757844,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"3274a9d3-44f0-4e96-8b83-33204236b0ff","source":"youtube","source_id":"UgwlC0KB2ho4pKz930J4AaABAg","content_type":"comment","title":null,"body_preview":"Bill war today war forever.The OG neocon lost his business now TDS","author":"@RustySix-d3g","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"f7dfdc38-9f68-48ab-890a-42d716748a28","source":"youtube","source_id":"Ugw6Qa3RdCXFVcNWcc94AaABAg","content_type":"comment","title":null,"body_preview":"Fantastic Lawyer \r\nFantastic Lawyer\r\n7h\r\n\r\nGraham is gone. McConnell is gone. The architects of obstruction, cruelty, and calculated decay are exiting the stage — not because the system worked, but be","author":"@moodygirl609","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"8c5ef9be-aac8-45e7-aa20-552b4142196a","source":"youtube","source_id":"UgxneIaJHR9-mkeGs6R4AaABAg","content_type":"comment","title":null,"body_preview":"Lindsay graham was a Warhawk since I was born in 1992 nothing changed","author":"@joncoyne6995","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","personal_timeline_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"aa1ed117-5352-45b6-8109-9a0790a8b09d","source":"youtube","source_id":"vF5BbrdlhgY","content_type":"post","title":"Lindsey Graham Dead: From McCain’s Wingman to Trump Loyalist (w/ Sarah Longwell) | Bulwark on Sunday","body_preview":"Bill Kristol and Sarah Longwell take on Todd Blanche’s role in the Epstein cover-up, the Republican senators who could derail his attorney general nomination, and Lindsey Graham’s complicated politica","author":"The Bulwark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.24976726180173967,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vF5BbrdlhgY"},{"id":"b9483e59-a796-4623-aaf2-a5dfb0be9a8f","source":"youtube","source_id":"Ugy6zYV7SsaRhHi8sHh4AaABAg","content_type":"comment","title":null,"body_preview":"We should have never stopped bombing them until we had an unconditional surrender. General Jack Keene sure has Ukraine on his mind.","author":"@DavidWebb-x7o","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"ba50a971-9622-4b50-9f36-df7037b51c8f","source":"youtube","source_id":"UgyDdksFJeSndf88Y6F4AaABAg","content_type":"comment","title":null,"body_preview":"Your battling  an ideology and brainwashed fanatics.  War is going to settle this. Control the strait. Choke them out economically. Then take out there infrastructure. Bridges power plants etc...these","author":"@Liquidskys88","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"585afba0-16ab-4bcf-baa5-54c3ce03920c","source":"youtube","source_id":"Ugwd5pvAHD1hItTbtcJ4AaABAg","content_type":"comment","title":null,"body_preview":"Another head hangs lowly\nChild is slowly taken\nAnd the violence caused such silence\nWho are we mistaken?\nBut you see, it's not me, it's not my family\nIn your head, in your head, they are fightin'\nWith","author":"@dudiligence","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"056224fb-2a83-46ed-8a3f-79768d01c931","source":"youtube","source_id":"UgzjyuTF_zwzSYXMpmJ4AaABAg","content_type":"comment","title":null,"body_preview":"I have been reading the comments and all have the same consensus of spending the money at home, but why are we at this. I believe both parties still think we are the United States of the 1960s when it","author":"@Soylent-Green-is-People","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"3cd4cc9d-dbe7-40ca-80ab-17c9dfefb15b","source":"youtube","source_id":"Ugz59M72J678FV16Q7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Great respect for you General Jack Keane, but for gosh sakes, when you go into an interview make sure you have the countries involved correctly implanted in your mind. It makes you look far less credi","author":"@ianmacrae4963","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"cf44dd6b-461b-4476-8b46-f81da0b57e71","source":"youtube","source_id":"Ugw0f4pSsJORlUQl9Bl4AaABAg","content_type":"comment","title":null,"body_preview":"give them 300 billion 🥴 so tired of winning and these great negotiation skills. 🤯","author":"@Chiman1100","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"a96ffec7-9602-4794-a02f-37a2f50309d2","source":"youtube","source_id":"UgyFYGwKgOxvD6aIu7t4AaABAg","content_type":"comment","title":null,"body_preview":"Israel needs a regime change..............infact Israel would fit better in Cuba","author":"@fragmaka","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"8251c55d-c334-40e9-9a88-d61950a8ed16","source":"youtube","source_id":"UgzX0cO7T1cjAX91dJV4AaABAg","content_type":"comment","title":null,"body_preview":"Does this buffoon not understand that knocking out civilian infrastructure is a war crime?","author":"@equinsuocha7710","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"be6f834c-a42e-4952-b4fc-54a36de2056e","source":"youtube","source_id":"Ugw9PADRUL7cfVc8v2t4AaABAg","content_type":"comment","title":null,"body_preview":"You know, I'm pretty sure you've been repeating the same clip for two days. Not cool.","author":"@oldranger649","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"345dce53-d579-4a7d-b0a4-1e183f86f12b","source":"youtube","source_id":"UgzEoNPEfjK3dr_4vHF4AaABAg","content_type":"comment","title":null,"body_preview":"He will NEVER knock out their power plants or water plants a the Iranians know it!","author":"@ric615palm4","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"e94a3a8b-9396-41f4-b495-02f0dd65bce4","source":"youtube","source_id":"UgzBzpG8OgG0Jr_4HId4AaABAg","content_type":"comment","title":null,"body_preview":"I'm not falling for it.  I like Jack Keane because I am positive he knows what is really going on but why would they be telling us about sensitive operations regarding matters of this magnitude.   I t","author":"@Popwarner-x1w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.4981483440905723,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"86997dd3-90c9-4987-a7d5-a440f74f969e","source":"youtube","source_id":"Ugwbz8tyyNzqJoWyciV4AaABAg","content_type":"comment","title":null,"body_preview":"I do not believe Turkey, an Islamic nation, will ever support America,  Europe,  or Nato if push comes to shove against any other Islamic countries. They are false friends with us, and seem to be alig","author":"@tracymedling2108","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"25a4c64e-17bc-42c4-b430-7d3a9c709737","source":"youtube","source_id":"UgzDuWtWgCsX4dAaDK94AaABAg","content_type":"comment","title":null,"body_preview":"seriously mistaken. general keeps referring Iran as Ukraine. Confused?","author":"@botnsol-0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"551d32c4-cff3-44c5-9c0f-3e87ac731945","source":"youtube","source_id":"UgxwPWMSGUlwCR-GSpd4AaABAg","content_type":"comment","title":null,"body_preview":"He’s lost his Israeli comrade Lindsay .Alone may he forever beat the drums of war","author":"@metinakkusoglu7964","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"d0627a03-d133-486b-947b-5602aef9704a","source":"youtube","source_id":"Ugzad6Xg5h0_syCCZwN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump said that we are going to win one way or another. He said we won months ago. WTF?","author":"@tomm6789","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"3e83d4ae-f54b-4073-a345-1dbbdbb6eb0c","source":"youtube","source_id":"UgxE1jByUkZ9O2HF4WN4AaABAg","content_type":"comment","title":null,"body_preview":"People don't seem to realize that Putin can pull the cord anytime he sees fit.  Meaning Nuclear Tipped Oreshnic Missles that are Hypersonic meaning 10,000 plus miles per hour and cannot be shot down p","author":"@Popwarner-x1w","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","over_qualification","suspiciously_balanced","absence_of_personality"],"bot_score":0.4981483440905723,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"02fe6eb2-f949-4eba-bd12-f4c3aeb8ae98","source":"youtube","source_id":"UgzpDZ3qEaRw4KhCAAV4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t think that guy knows what he’s talking about keeps saying Ukrainians instead of Iranians.","author":"@jaymonswanson3365","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"d3636531-951b-46c9-807f-d28ffd6cd1e9","source":"youtube","source_id":"UgxLKqWZX0luYpf_X0l4AaABAg","content_type":"comment","title":null,"body_preview":"How is he going to make a deal when you have his son-in-law Kushner and Witkoff working their own real estate side deals? About as anti-American as it gets! We are never getting out of this mess. Than","author":"@tbirdboy","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"43799eaa-c9e2-40c3-85bb-7b1cb5e493f6","source":"youtube","source_id":"Ugxo-fCP9nF-L1_4j4R4AaABAg","content_type":"comment","title":null,"body_preview":"Trump said that we already won the war........how many times now? \nKeane's battling average is even worse that Gordon Chaing's.......another FAUX \"news\" has-been, resurrected from a very deep sleep!","author":"@jeffme6891","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"53de2490-93b3-4f37-87db-0d1d2f2b3b04","source":"youtube","source_id":"UgzaT4R7qQAf375rEnJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is NOT our fight.  Time to stop wasting American lives and treasure on this foolishness","author":"@gunkulator1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"8fcfc064-c439-48d3-9d25-c43124000d32","source":"youtube","source_id":"bmLA1-cm3q8","content_type":"post","title":"Anybody who thinks this is 'GROSSLY MISTAKEN' | Gen. Keane Highlights","body_preview":"Fox News senior strategic analyst Gen. Jack Keane (ret.) provides his top takes regarding the conflict in Iran.\n\nSubscribe to Fox Business: https://bit.ly/2D9Cdse\nWatch more Fox Business Video: https:","author":"Fox Business","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","list_heavy_advice"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bmLA1-cm3q8"},{"id":"11c7e8ba-38a9-47f4-9692-9106b4bb8cca","source":"youtube","source_id":"UgyU5ORWHtDQN2Uwyi94AaABAg","content_type":"comment","title":null,"body_preview":"They did not hide the death of Graham, because the S. Carolina law let's their Republikkkan Gov. Choose a replacement, yet Trump again wants to put his tiny hand on the scale there in that instance an","author":"@garylucier6817","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"68f46cbc-9677-45ad-987f-1d36936ff956","source":"youtube","source_id":"UgxcuUtGLttNap3S8fp4AaABAg","content_type":"comment","title":null,"body_preview":"This is mike johnson an trump dont tell anyone an got the other republicans involve.\nTrump running scared","author":"@donnatappan4087","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"3894cd00-a8bb-4ff1-b9c7-8a28c5b210db","source":"youtube","source_id":"UgyJ1V5bFQEXzf8NfGN4AaABAg","content_type":"comment","title":null,"body_preview":"Can the status of McConnell  be uncovered by a visit to the hospital by someone? How much longer  is this charade going to continue?","author":"@sharonsalzberg2654","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"8f4b7a66-4f05-42be-bea7-c2ad749d40fa","source":"youtube","source_id":"Ugy2lu5ggTtGnt0gM-B4AaABAg","content_type":"comment","title":null,"body_preview":"Jessie they said they talked to Mitch. They did not specify in person on phone text or seance.","author":"@ThomasCoon-k2f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"f4d715dd-f411-4874-bb1a-eefb5ceabba4","source":"youtube","source_id":"UgxJluX3_MhOqP8CK114AaABAg","content_type":"comment","title":null,"body_preview":"He has been dead for almost a month, they know his death will affect the billions in contracts with china and all the back room deals , such deceitful scumbags the republicans are","author":"@jackwhitaker9420","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.6483516483516483,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"79ea306b-747f-4851-86d7-d83bcd9b1b4f","source":"youtube","source_id":"Ugzm4ewEXTx5WONEJsN4AaABAg","content_type":"comment","title":null,"body_preview":"My father-in-law had a heart attack and that did cpr then explain nothing more could be done. They moved in the same way. There was no more rash.","author":"@Swimspa-p5g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"f46b14df-228a-4d44-8fd0-18e7a0f12f39","source":"youtube","source_id":"Ugxg0c78BS6KJZ2SCtV4AaABAg","content_type":"comment","title":null,"body_preview":"I know this weekend at Bernie's remake is going to suck but, I still want to see it.  Sometimes a bad movie can be fun.😅","author":"@Mysticgamer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"bc8482f7-2ce3-4fa3-8281-26c8647f78ae","source":"youtube","source_id":"UgwOPwWEFRRpxNCc5Xp4AaABAg","content_type":"comment","title":null,"body_preview":"If McConnell is dead then we need know and lies about him need to stop. You can't talk to the half dead and they respond and talk about capital history.","author":"@MsJoyce31202","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"15f75500-af0d-4888-8011-099fbfba39d3","source":"youtube","source_id":"UgytSq3cuZ4Lq3ICCnh4AaABAg","content_type":"comment","title":null,"body_preview":"Why someòne will talk about serious government issues at the ill bad? Republicans are liers","author":"@conscientiousthinker3473","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"cc1a822e-5567-489e-bdef-5fac208cdeb0","source":"youtube","source_id":"Ugyz7QJERAr2_67b1Fh4AaABAg","content_type":"comment","title":null,"body_preview":"Any thinking person asks pre-emptory questions like, \"Would any REAL democracy support predatory capitalism? Would any REAL democracy put the luxuries of the rich ahead of the basic needs of its child","author":"@tomsaltsman","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"9c481350-21bc-4dcb-99ed-75fd244ec080","source":"youtube","source_id":"UgxAvR1YfL5Ku6-yzMF4AaABAg","content_type":"comment","title":null,"body_preview":"Scott Jennings is a FILTHY PATHOLOGICAL LIAR… nothing that comes out of his trap is ever the truth. I’d say shame on CNN for employing someone that lies to their audience BUT then again CNN entire net","author":"@HA-nx5qn","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"8601e3f1-17a8-48b0-955b-f123f2b1a794","source":"youtube","source_id":"UgwyQyAomUZ-GUMkzg14AaABAg","content_type":"comment","title":null,"body_preview":"We are not all wishing him the best. His actions have contributed to countless deaths. His death is like a wound beginning to finally heal after decades of bleeding. He did evil things, supported evil","author":"@tehanua4383","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"612da608-f0f0-4c7a-b440-919e4668c72e","source":"youtube","source_id":"UgwarAEK4TTQltgpced4AaABAg","content_type":"comment","title":null,"body_preview":"Mitch McConnell  got a neck lift and face lift. Now the show a picture  in the hospital with the goose neck. How?","author":"@maryderricotte6582","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"1e4679df-acf6-4b2c-8c5c-e3ad9f5178de","source":"youtube","source_id":"UgyHX8rshfbOzLZYJYF4AaABAg","content_type":"comment","title":null,"body_preview":"Dont buy it. If he wanted to prove he was alive how come they didnt Zoom.","author":"@maryderricotte6582","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"13697b63-74dd-4ba5-a07a-42206d5c2136","source":"youtube","source_id":"Ugwc4YDb8rQGcNnrBbx4AaABAg","content_type":"comment","title":null,"body_preview":"He’s dead! There is nothing you can hide from GOD🙏Truth will come out.","author":"@gloriavann3561","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"39478f0a-54c8-4d8e-bad0-c0bee87e0174","source":"youtube","source_id":"UgzAj9CIDdCsWd7D_1p4AaABAg","content_type":"comment","title":null,"body_preview":"He released a photo of himself today as proof of life","author":"@Phoenix_DarkMoon","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"2e85d6e1-4220-427c-90ce-36e0fbeacf1a","source":"youtube","source_id":"UgzDN3eXelrlpMAiqZd4AaABAg","content_type":"comment","title":null,"body_preview":"What is the mystery.\nIsint he Supposed too die????","author":"@user-f8p7f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"973e6f29-dd1e-47ff-8b92-c3e78f7f54f5","source":"youtube","source_id":"UgxuKI5wCBtgd7XC5oJ4AaABAg","content_type":"comment","title":null,"body_preview":"ok, the law says, they can not keep a death silence nor move the death date! It is a Crime!!! Check public records. Hold that hospital responsible!","author":"@sharoncox3734","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"92d26b90-dbb1-4e66-9636-4feef92609ad","source":"youtube","source_id":"UgwrIwEg5cjDcBSENM94AaABAg","content_type":"comment","title":null,"body_preview":"Wake up Voters! Get him out of there! Come on Democratic","author":"@sharoncox3734","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"f52a9da2-5321-4c88-855c-feacdf1abbb2","source":"youtube","source_id":"Ugy6Zganj5Q9FroFyZp4AaABAg","content_type":"comment","title":null,"body_preview":"The Governor can do something about it and he needs to act now to replace him!!!!","author":"@g.corecoverrios8211","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"26aa90dd-8a59-4c48-9f63-0ed81e16ed02","source":"youtube","source_id":"UgwjShxCHwDxCBwypK94AaABAg","content_type":"comment","title":null,"body_preview":"I heard his wife left to China, who would leave if their husband was critical in the hospital","author":"@g.corecoverrios8211","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"42b4d04b-4337-4f53-8dad-a2eeab8a61a7","source":"youtube","source_id":"QVv9_9pEDuQ","content_type":"post","title":"NEW VIDEO: Mitch McConnell COVERED IN SHEET Loaded Into Ambulance!!!","body_preview":"CNN has obtained new, never-before-seen video from one of Mitch McConnell's neighbors of the scene outside his house as he was loaded into an ambulance with a sheet covering him and his feet poking ou","author":"Jesse Dollemore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QVv9_9pEDuQ"},{"id":"dc71a56e-9299-4eef-828b-358faad17190","source":"youtube","source_id":"Ugy0UpymXULbdNgyAFd4AaABAg","content_type":"comment","title":null,"body_preview":"The sooner that this guy and his administration are prosecuted for all the crimes they have committed and out of office the better America and the world will be off.","author":"@GeoffC-k8v","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"4a0f133f-d3a5-456a-ad82-b3f0d9e28d7f","source":"youtube","source_id":"Ugz4Ttp5gSX6CiCvroV4AaABAg","content_type":"comment","title":null,"body_preview":"Listened to a radio personality here in the UK talking about the right wing media stoking anger in the population similar to what Jennifer is saying about hate. He said the desire for anger (hate in J","author":"@jillharper7475","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"8e8b0972-8f6e-4274-a2c3-efb2504c247b","source":"youtube","source_id":"UgyRdXKlMvrkzXJ8xZl4AaABAg","content_type":"comment","title":null,"body_preview":"Two things I don’t like about this channel, despite the good it does.  Take this as you please.  The endless repetition of, well I lived in the Bible Belt of Oklahoma. \nWe know.  \nYou never stop repea","author":"@MrBgavalas","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"53c2226c-3640-4928-a574-181f9c35b599","source":"youtube","source_id":"UgzXAImNX8jwUCnzfzJ4AaABAg","content_type":"comment","title":null,"body_preview":"If you google the following three words, GOP,  WORDPRESS, and PREDATORS. You will come across a long list of pastors, bible youth leaders, christians and maga republicans caught and penalized for all ","author":"@ChristianPharisees","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"f85437e7-c125-4b5b-b0e2-677d2420c8e8","source":"youtube","source_id":"UgzTeS0DS7K6SZMkuUF4AaABAg","content_type":"comment","title":null,"body_preview":"Murdoch Fox news is responsible for the current demise of America 😢 Sky news Australia is trying to do the same with the rise of One Nation cult in Australia 😢","author":"@keriegillespie5273","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"5ff34f9c-6063-47b4-8595-6d88de127cb8","source":"youtube","source_id":"UgzRj9Df3jEOSAlwXEx4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve never seen like Pete headset. I’ve never seen a person so angry. This guy is probably angry when he’s making love. He’s got anger problems. He’s an angry bird.","author":"@jamessmith5021","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"f320be97-480e-49bd-8822-03eb6f547ccc","source":"youtube","source_id":"UgzgfpipnsZqPdVsb7V4AaABAg","content_type":"comment","title":null,"body_preview":"HE IS THE WORST THAT EVERYTHING AND ANYTHING HE CAN'T FIGHT HIS WAY OUT OF A WET PAPER BAG. , REMOVE THIS CLOWN SHOW NOW BEFORE IT'S TOO LATE YOU'VE BEEN WARNED.","author":"@Jise-y4h","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"dd85b627-d4dc-49d2-b38e-4ce99f1a1db5","source":"youtube","source_id":"UgzrxqQk-2NRt76pwwh4AaABAg","content_type":"comment","title":null,"body_preview":"love Jennifer's direct, intellectual analysis and opinions, so refreshing to hear such intelligence, thank you for your work","author":"@nazasgar616","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"4180a3fb-a0fe-4245-8631-70e3c83ad3f6","source":"youtube","source_id":"UgwLPkUQ0VBvl_okWZR4AaABAg","content_type":"comment","title":null,"body_preview":"Those people leaving must not have made the money they were promised.","author":"@thecleanhouse1991","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"010a122d-50f9-4557-8aa1-df35b8cef11f","source":"youtube","source_id":"UgyWPe8gOQcL091THzF4AaABAg","content_type":"comment","title":null,"body_preview":"MAGAS WILL LEAVE THE MAGA CULT AND JOINED ANOTHER CULT WITH THE SAME CHARACTERISTICS  AS THE CULT THEY LEFT...MAGA IS A HOPELESS RELIGIOUS CULT.","author":"@stuffroy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"66dc19bb-f987-44fa-b8bd-596920611a22","source":"youtube","source_id":"UgzIYY7tSvJl9MEBxtN4AaABAg","content_type":"comment","title":null,"body_preview":"Maga conversion therapy.  Maga knows a lot about conversions.","author":"@Gscalenut","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.3958333333333333,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"bd0382d2-bbb4-4da2-ae32-59c064419030","source":"youtube","source_id":"UgwwDG6b11KhWR5sSrR4AaABAg","content_type":"comment","title":null,"body_preview":"Going from Faux News to CNN isn't all that great either.","author":"@maxxpower18","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"c9e7271b-4ae5-4618-a173-450f7031dd6b","source":"youtube","source_id":"UgxOWKiLZ0x4HFzKNGN4AaABAg","content_type":"comment","title":null,"body_preview":"I stopped watching Fox News because I have mind of my own. Just like I stopped being a Republican in my twenties. I'm 71 born in 1955","author":"@patrickwilson2650","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"03116a24-262c-4483-a1a6-5cb5878e74cd","source":"youtube","source_id":"UgxnuKQbQ2V8jmffvTN4AaABAg","content_type":"comment","title":null,"body_preview":"First Mitch, then Lindsay, trump is next! I heard that these things come in threes! Come on donny boy! We’re rooting for you!","author":"@Marvinmartion","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"cd1cb063-4c84-450f-855a-ae1b71bdd6b8","source":"youtube","source_id":"UgxSJQGUgW-9yWUCERN4AaABAg","content_type":"comment","title":null,"body_preview":"Fox News should be charged with treason. It's owned by a foreigner. Who's a fascist","author":"@patrickwilson2650","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"58d50cb1-30f0-4f3a-a892-2c8a2f16e50e","source":"youtube","source_id":"UgyVbSJyjwJJD8xDhR54AaABAg","content_type":"comment","title":null,"body_preview":"Unregulated economy is another form greed, where sharing is choice not fairness.     That is democracy at the moment, scraps for regular people, opulence for the greedy.     I agree.     Dogma comes t","author":"@YvonneCullen-v6r","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"07f82da4-fe0b-408f-9bb9-4854c08ac329","source":"youtube","source_id":"Ugw1VKS7_jlEOGSCNPJ4AaABAg","content_type":"comment","title":null,"body_preview":"Happy Happy joy joy ladybug is underground! Time for Ol Mitch and Trump🎉","author":"@meganbrown7979","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"140642f7-49e8-4d37-9c7f-307e200cbc80","source":"youtube","source_id":"UgydIsehRCQjtnkLqA14AaABAg","content_type":"comment","title":null,"body_preview":"It can’t happen fast enough. But kudos to Mitch & Lindsey for getting the ball rolling faster.","author":"@raymondkymsuttle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"955b4f2f-010f-4c0a-87f7-0d9858d5ed82","source":"youtube","source_id":"UgzRagFDO2YaWj-_M8p4AaABAg","content_type":"comment","title":null,"body_preview":"It is mind-boggling that she didn’t believe January 6 happened and had to ask her husband if it really did after she watched a documentary seriously where have you been walking around with Fox News in","author":"@meganbrown7979","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"f3e08c2e-fd60-4e10-beb6-ab88f0baf4ea","source":"youtube","source_id":"UgxaoiySfXhJl0ItJmV4AaABAg","content_type":"comment","title":null,"body_preview":"Why do you all use that silly thumbnail? Meidas uses it too","author":"@IronyIsLost","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"ce71d1b4-76a3-4d18-a972-d0b929c4126c","source":"youtube","source_id":"UgzIAGNyrcjZXYHEFV14AaABAg","content_type":"comment","title":null,"body_preview":"You’re an atheist just because you were pushed toward religion?  Are you 5?  \nYou’re supposed read it yourself and make a decision based on you and what you believe but you did it out of resentments. ","author":"@Art-qy6gd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"1b503df9-bf3a-4c75-b9cd-e921c082dcbe","source":"youtube","source_id":"Ugyr3QpX7E_bCFYV5tJ4AaABAg","content_type":"comment","title":null,"body_preview":"Material possessions are always more important than ANY life in GOP MAGAville for those wondering why they die earlier.","author":"@andydahl181","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"d9d82146-235f-4dd2-832c-ea837ddcc79a","source":"youtube","source_id":"Ugz3q03BuVUhPzRn8X94AaABAg","content_type":"comment","title":null,"body_preview":"This channel start to annoy me. Its ok for me that they trash trump. But these two targets are FAMILIES. Normal family scared them\nThese two should go live in ISLAND","author":"@freespeech515","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"f9c80f38-98a6-4ff4-9569-275892f97363","source":"youtube","source_id":"UgykCMC0R_rnLoNZSrl4AaABAg","content_type":"comment","title":null,"body_preview":"Pre-order Jennifer’s new book Not Today, Fascists today: https://linktr.ee/ivehaditpodcast","author":"@ivehaditpodcast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2994291086460554,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"882f7ae5-82e0-4ab6-9203-669c1c647b8d","source":"youtube","source_id":"caBgvoG4WtM","content_type":"post","title":"IHIP News: Trump SLAMMED with DAMNING NEWS as He LOSES ALL CONTROL! He's Hit by TOTAL DISASTER!","body_preview":"People are leaving MAGA and realizing they were in a cult.\n\nPre-order Jennifer’s new book Not Today, Fascists today: https://linktr.ee/ivehaditpodcast\n\nFollow Us:\n\nI've Had It Podcast: @Ivehaditpodcas","author":"I've Had It","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","promotional_content"],"bot_score":0.2219372364755692,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=caBgvoG4WtM"},{"id":"d43e3a6c-3533-4287-aaaf-9697c5a5a557","source":"youtube","source_id":"UgzZiDnFPh1pR0ZYi6l4AaABAg","content_type":"comment","title":null,"body_preview":"They destroyed their party by putting their trust in Trump.","author":"@lowlife_exotics","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"89c35c4d-a766-463c-9353-9de5a43c06ee","source":"youtube","source_id":"UgwoCJjazOTU5qGj61V4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone is realizing … blah blah blah … that they …. blah blah blah … uhhh ruhhh uhhh … blah blah blah  … 🤨","author":"@bussnlus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"2290f62a-adbe-4015-8f16-d5417c912929","source":"youtube","source_id":"UgwrSQC01JrKA6Iwuq94AaABAg","content_type":"comment","title":null,"body_preview":"We knew that long ago! There is no intelligence in the Whitehouse","author":"@davidmanory4342","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"e03ca803-f401-4e35-b0b4-0ebc5d7eac66","source":"youtube","source_id":"UgyBKtNPfXSyMmbDF3J4AaABAg","content_type":"comment","title":null,"body_preview":"This is the part that makes me laugh. But then there’s the collapse of the country and the civil war over oil shortages to consider. The collapse of the Republican Party is totally predictable. Either","author":"@AL-ve3jr","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"584d7750-bbac-40b6-92fc-d76745b8d120","source":"youtube","source_id":"UgxZmcIfQT61bIhJWv54AaABAg","content_type":"comment","title":null,"body_preview":"We the People need more parties.  The two party system has turned into two separate one party systems.  There is little common ground, all or nothing.  And the big tent is a myth, the powers that be o","author":"@tcskeels2744","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"35715a72-40ec-490a-aa36-b27e9ad3c3c6","source":"youtube","source_id":"UgxHXWpG3vDMBH6Loz54AaABAg","content_type":"comment","title":null,"body_preview":"Every republican that loses in the midterms will get what they deserve for enabling a moronic pedophile and rapist to take over the party","author":"@reginaldfrazier8827","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"f66a3975-3d04-4ed2-8fa3-f706d64fe179","source":"youtube","source_id":"UgzlZ6MlkRbh1rBldCF4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans not being able to recover for years sounds delicious. Dems MUST make it a goal and achieve it. But... perhaps I am asking for too much.","author":"@brianfordhamm2740","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"8c390a12-0b3b-48e4-9c77-358c0fef306d","source":"youtube","source_id":"UgxAuodtlCqd7WeNZ6h4AaABAg","content_type":"comment","title":null,"body_preview":"Ha! Had a funny dream that included David. He was my barber and accidentally cut of half of my mustache. How weird.","author":"@marktaylor2502","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"1b8a49b1-7d13-48d7-8885-8e1903da547e","source":"youtube","source_id":"UgzbTFAc_3_TO-MBAY94AaABAg","content_type":"comment","title":null,"body_preview":"Interesting that They realize they destroyed their own party after selecting Drumpf, the day before Sen. Graham dies suddenly, when it was Lindsey who said, \"If we nominate Trump, we will get destroye","author":"@Hollywood041","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","specific_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"54ef3ec6-4164-44cb-a3c3-e7b03db0387b","source":"youtube","source_id":"Ugwv36zcea8iAviHn3F4AaABAg","content_type":"comment","title":null,"body_preview":"Trump knows he is going to lose so starts talking more about voter fraud.","author":"@spookhillman6169","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"a3ce7c2d-4028-4b8b-806f-9092558ae45e","source":"youtube","source_id":"UgyEY3bQdrqYhk7l49x4AaABAg","content_type":"comment","title":null,"body_preview":"Trump didn’t tie himself to them, they tied themselves to Trump.  They didn’t care what kind of man he is, only cared about getting the votes of his MAGA base.  Completely unprincipled, every one.","author":"@williamb773","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"fcb23ea5-7824-429b-8a19-a4ca216cdd94","source":"youtube","source_id":"Ugy4nWY3Oa4MbKxYBY14AaABAg","content_type":"comment","title":null,"body_preview":"He can try by helping people during difficult times, but im sure he would rather have some mcdonalds and grape underage teens.","author":"@spongebobsquarepants9649","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"74fc0cfe-c7fd-43cf-816e-341adbd447ad","source":"youtube","source_id":"UgxtS4-EIVKsaQwZgwR4AaABAg","content_type":"comment","title":null,"body_preview":"May the Republican tank! They should have known better than to follow such a selfish, narcissistic, greedy, arrogant, and ruthlessly unkind guy","author":"@RuBiblicallyIntegrated","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"06ae0490-97a5-4d8a-bc9b-4995309c5b75","source":"youtube","source_id":"UgwiAKHoGsV_glItTih4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans do not need to panic.\nYou know that there won't be midterms, and if ever there are, they will be rigged and/or Trump will refuse to honor the results.\n\nDemocracy died on in 2024.","author":"@jean-francoisturcotte6275","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"5a38036b-3349-4e82-a467-e6a6732af6ef","source":"youtube","source_id":"UgzTod_VxQy0qwqOFnR4AaABAg","content_type":"comment","title":null,"body_preview":"So in other words , Trump's GOP destruction basically guarantees another Democrat president and cabinet ?","author":"@MartinAguilar-i4r","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"5ad15bdb-f83b-433e-a89c-a83d03cec4cc","source":"youtube","source_id":"UgxsM-JR8edE4Nq8m1V4AaABAg","content_type":"comment","title":null,"body_preview":"The likes of Mike Johnson, Trump, etc ... are so used to distracting and strategic tactics that it would not be surprising if this is also a way to get people going. Trust nothing they are doing or sa","author":"@Rain-Dirt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"9f5f8a4b-e1ae-4820-aafc-6ae51c7b8422","source":"youtube","source_id":"Ugy9PVtqY1849lgKfzV4AaABAg","content_type":"comment","title":null,"body_preview":"So what, he, along with their help, destroyed our country.","author":"@Dahaut58","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"46039b31-49d2-435f-bf86-f1839369ae50","source":"youtube","source_id":"UgxASGFzBLRfT2nzEsF4AaABAg","content_type":"comment","title":null,"body_preview":"I mean it's so true.  This is what I said way back in 2015 to a guy turning maga.  I was telling this fool that obviously trump is a piece of shit.  And I told this person straight up, this person is ","author":"@giovannito858","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"5d513320-1ce2-4bcf-93a2-4c4d0a56fbc7","source":"youtube","source_id":"Ugx2r1X-Oa4UB0WUhTR4AaABAg","content_type":"comment","title":null,"body_preview":"The theory is interesting but it’s missing one important factor. 80 million Americans of voting age will never vote for a dem. No Trump, bummer, they’ll say, and just vote for anything with an R on it","author":"@JD76912","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"9fd5b04f-ab17-45c9-ae09-487067e47503","source":"youtube","source_id":"NwNOy6KXyzI","content_type":"post","title":"They’re realizing Trump DESTROYED their party","body_preview":"-- Juan Williams argues Republicans increasingly fear Trump has tied the party's fate to his own as they face a difficult midterm election season\n🤝 Become a Member: https://www.davidpakman.com/members","author":"David Pakman Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","call_to_action","original_show_date"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NwNOy6KXyzI"},{"id":"b6d56c3d-cd1e-4aca-a5e5-d900ba844f2c","source":"youtube","source_id":"UgyDYtZyCZmBMBXQWHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Upper Michigan severe thunderstorm just hit out of nowhere. Didn’t even show on the weather app (ironic) lol","author":"@SH-rw4fx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"622e70bb-184c-4f56-999e-d267234b06d6","source":"youtube","source_id":"UgzoVPZXa0ilVrBlS-94AaABAg","content_type":"comment","title":null,"body_preview":"This crazy heat is really getting to me this summer.  Thank goodness we invested in mini splits last year. They keeps our house cool and doesn’t jack up our electric bill like normal a/c’s did. With t","author":"@jenniferyoung6818","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"a5287954-5372-4907-b263-e755d3e11ed0","source":"youtube","source_id":"Ugy8J9TN-9T-oh5LsiV4AaABAg","content_type":"comment","title":null,"body_preview":"I like how you anchor your forecast with real time events happening in different areas. That and the piece of fruit 👍","author":"@valt8744","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"ec75c481-6d77-44e8-b41c-996727b31426","source":"youtube","source_id":"UgwbizSHz_ZgFrazKb54AaABAg","content_type":"comment","title":null,"body_preview":"We just aren't seeing this on our weather apps or NOAA. The highest we see on local weather is 100° with NOAA putting us at 94° and that's on Wednesday not Friday.","author":"@NorthGirlSouth18","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"a4b70e1b-8271-4d93-b7cd-4d1dee4e1ded","source":"youtube","source_id":"UgxyEJ0B1q5XSbukNXl4AaABAg","content_type":"comment","title":null,"body_preview":"It has essentially rained in Clarksville for 2 weeks straight. I am so sick of this crap.","author":"@furrychewbacca7","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"9fed4a57-b7bc-4ab1-ac1a-025195f92752","source":"youtube","source_id":"UgwKwhDlkfVYfVfkOfh4AaABAg","content_type":"comment","title":null,"body_preview":"Here in Virginia Beach.... Oh goody! Let's see WTH will be happening! So far 2 days of rain. (Sat & Sun).","author":"@Beachgrl1717","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"c3f9ef85-1839-4d95-861f-88709200faf5","source":"youtube","source_id":"Ugxunm-70vaUmUHjH594AaABAg","content_type":"comment","title":null,"body_preview":"Why are 98% of vehicle ads for KIA? What's going on with this?","author":"@nedcramdon1306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"b1f45bc5-6cb2-46ef-a9bf-dd3317e09358","source":"youtube","source_id":"UgxXZu3JlnOPKmUTDiZ4AaABAg","content_type":"comment","title":null,"body_preview":"This heat is some BS!!!  Its not even August yet!  🥵🥵🥵","author":"@HalfPint5811","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"328c9d74-7308-42bb-8142-daf34148bb3e","source":"youtube","source_id":"Ugy-0fT9cKABb5vQVel4AaABAg","content_type":"comment","title":null,"body_preview":"My neighborhood had a super cell blow through yesterday. Weirdest thing ive seen in central  Fl. Bad weather is getting stronger.","author":"@thomasbrown2025","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"d08934c2-8462-4116-87cd-ecb478d7c328","source":"youtube","source_id":"Ugzf3rwCOxmstp3N3eB4AaABAg","content_type":"comment","title":null,"body_preview":"Last weekend in Burlington Ontario we had a absolutely plum wild storm. I mean, plum wild. My power was out for 24 hours. It started on July 9.","author":"@joelpritchard451","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"204f3bac-8d6c-4aa9-8c9e-35081ed44d5b","source":"youtube","source_id":"UgzryTbtyiQtkE1a6FJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yeaasss... \nSo the \"heat dome\" will continue.. \nSatan keep doing your work...\n\nEveryone else that is not a demon spawn - seriously be safe. 💜","author":"@AyeYoAdrianX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"f918adeb-b1a8-451c-b104-8076318ed2f0","source":"youtube","source_id":"UgzR1naJcAZ3f-R836h4AaABAg","content_type":"comment","title":null,"body_preview":"*rolls a d20* yah, that's a Nat20... last time i rolled a 17 and got a tornado in my town.","author":"@KaraKobold","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"51a2586b-dc20-4956-b487-b2bf7e4e7a15","source":"youtube","source_id":"Ugz_F4UYnmG-6rJF7EJ4AaABAg","content_type":"comment","title":null,"body_preview":"I keep hearing about crazy rain amounts in Clare county michigan from weather reporters...it hasn't hardly rained here in weeks, just sprinkles here a couple times. And i lived in AZ for 22 years and ","author":"@ChiarininjaX","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"dec3e13e-b490-4efb-a584-9f6a8f2337db","source":"youtube","source_id":"Ugw4iW37sI8W6Ls225l4AaABAg","content_type":"comment","title":null,"body_preview":"Man these rainfall total maps are a joke. It hasn’t rained here in Burlington NC in months. We’re under water restrictions for the first time ever.","author":"@davepratt3912","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"5748cb63-ced3-4b73-814e-9f9676abe3d4","source":"youtube","source_id":"Ugy_xze2g2rMtx8iAF54AaABAg","content_type":"comment","title":null,"body_preview":"Cocoa Beach pier has lightening and high winds with some flooding","author":"@nukenridge4921","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"97454cb4-050e-459b-af6c-17b508ea743e","source":"youtube","source_id":"UgzcVp0xNEjqR441p7t4AaABAg","content_type":"comment","title":null,"body_preview":"Hahahahahaha!!!! I just downloaded the app.  It forecasts next Saturday as 95F with Light Snow!!! WTF.  I hope the app is better than my first impression.","author":"@ChickenFriedRice-q1v","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"a8663180-bcd1-4fc5-884b-b1594d7bfa15","source":"youtube","source_id":"Ugxk-3-xBHilEkBb0_V4AaABAg","content_type":"comment","title":null,"body_preview":"At least in Montana you can drive up a mountain to cooler air! 😊","author":"@Gemini9298","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"735833ee-612c-45b8-9580-c00e52fd485a","source":"youtube","source_id":"UgyAKZDG0FhgLRlLUVF4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t live there but I love hearing Ryan’s videos as a form of ASMR. Very soothing background noise.","author":"@CuneusInSubligaculo","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_experience_or_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"a19f60ad-4049-4f7e-b1a8-a72dc1a78fb3","source":"youtube","source_id":"UgwNvgswtp5MyDEiKAd4AaABAg","content_type":"comment","title":null,"body_preview":"Ryan, why do you hardly ever talk about Phoenix. I know we've got some monsoon weather headed our way this week, but you talked about every other state around AZ, but not AZ. Do you not like us?","author":"@idaslapter5987","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"f0108c93-fd7a-4f3c-8627-6ecd3158451b","source":"youtube","source_id":"Ugzujd1VAhrm4KXL7gN4AaABAg","content_type":"comment","title":null,"body_preview":"Have you any comment on what we've been seeing today, Sunday, July 12? I've watched storms moving WESTWARD from the atlantic coast and crossing rain systems moving eastward across the same region. Thi","author":"@vulpinemac","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"01d69654-912b-447b-9276-f511506f19b1","source":"youtube","source_id":"UgxMy-6bUK7gRmH3fTx4AaABAg","content_type":"comment","title":null,"body_preview":"Cheers mate! You’re always spot on, better than watching the weather channel by far. I told my husband we are NEVER spending another summer in the States again! Our main residence is off the cliffs of","author":"@Sorchia56","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"46572960-f259-43de-b598-e64a7a9a4404","source":"youtube","source_id":"UgzqjKmoB46oVWTFFj14AaABAg","content_type":"comment","title":null,"body_preview":"I hope it dries out in Kentucky and that we see 100-plus soon.","author":"@jhamlin726","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"dfa2c4fd-1b2f-4557-86e1-f05b9ad13107","source":"youtube","source_id":"2nrdnim__P0","content_type":"post","title":"This Strange Pattern Is Escalating FAST...","body_preview":"📱 FREE WEATHERWISE RADAR APP:\n• Website: https://www.weatherwise.app/\n• iOS: https://apple.co/44wDDKH\n• Android: https://bit.ly/42RyZEu\n• Browser: https://web.weatherwise.app/\n\n➡️ ABOUT THIS VIDEO:\nWe","author":"Ryan Hall, Y'all","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","template_phrases"],"bot_score":0.239724557873234,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2nrdnim__P0"},{"id":"ab6b6019-771b-4ab4-87d3-84aa2a1f19a1","source":"youtube","source_id":"Ugy_SIssyhOgcI3vuw14AaABAg","content_type":"comment","title":null,"body_preview":"My condolences to the family- love how calm the MOMMASITA is on tv. I’d be crying all over that tv studio & all that to the daddy to represent & speak","author":"@brendacrawford343","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.7190476190476189,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"7e26d7fc-cfe3-4f38-80ca-8653d1b1ef3b","source":"youtube","source_id":"Ugyb7C1rNFmJAL2QDR14AaABAg","content_type":"comment","title":null,"body_preview":"Don u look so much younger than I thought❤😢❤😢❤😢❤😢😢😮❤😮❤😮❤😮❤😮❤😮❤😮😮❤😮❤😮❤😮❤","author":"@brendacrawford343","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.7190476190476189,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"2ee368e0-fa38-410c-a445-335ec57711cc","source":"youtube","source_id":"UgzImkd1jg4wYpnv6kF4AaABAg","content_type":"comment","title":null,"body_preview":"Any girls that were on that trip with them ask them if anybody told them to say anything. Did anybody come up with things they should say or tell them what to see if they will ask and ask them who tol","author":"@orvilledaveandersondeedosa2284","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","missing_platform_voice","template_phrases","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"31ceb1ca-c322-4ba2-8ca3-9071ce21bdaa","source":"youtube","source_id":"UgxrTIAxMyB0gIKEI0Z4AaABAg","content_type":"comment","title":null,"body_preview":"Justice for Nolan. There are too many of these things happening.","author":"@bonitamyles8837","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"529ee162-6eb8-4e5e-80c6-314ffbe0a73b","source":"youtube","source_id":"Ugx-CDounqW1cE0Qhk54AaABAg","content_type":"comment","title":null,"body_preview":"I almost don't care about this. The parents failed their son imo. How was that kid so comfortable in freaking Mississippi? Do they not know what Mississippi has been doing lately? Seems so careless by","author":"@bangheadhearagain","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"3a62cbb4-5836-4c9a-b354-b3580c5155ac","source":"youtube","source_id":"UgwAxi-Frn4-iOLieOd4AaABAg","content_type":"comment","title":null,"body_preview":"With no background  Texas prosecutor, Christiane Menifee advised the courts to make an example of me according to my private  lawyer to make me serve jail time for Theft due to cashiering at Walmart w","author":"@rosewilliams2189","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"bd8599fc-bd9b-4557-9dd2-830da054907f","source":"youtube","source_id":"UgxrxvIN8iv8gG4IjBZ4AaABAg","content_type":"comment","title":null,"body_preview":"There may have been some jealousy about his division 1 tryout?","author":"@NkemOnyeka12","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"a8b9395e-b47a-4447-bbb1-ff12b1ac6dbc","source":"youtube","source_id":"UgxVM1mRmA8EE7orDmJ4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you Don Lemon for bringing the suspicious death of the young Man Nolan Xavier Wells in Mississippi to the public's c at large. Sincere condolences to Nolan's parents family , friends and support","author":"@andreagorham-ray1553","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"2d7aa3e4-e550-4781-9826-e12aeea0c861","source":"youtube","source_id":"Ugxizb6Mttu0R5fPTjB4AaABAg","content_type":"comment","title":null,"body_preview":"FOLKS YOU HAVE TO LEARN TO SWIM MORE THAN ONE WAY. PERIOD.","author":"@carsandrajones7596","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5450982081323226,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"72e92a46-d037-4c7d-ac35-9a65f2ac1162","source":"youtube","source_id":"Ugx22IWLGvsT3qdnH2l4AaABAg","content_type":"comment","title":null,"body_preview":"Ben he was a junior college player i believe not that it matters but they would say you are lying","author":"@JosephKennedy-w4d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"73362bc4-e897-4724-a33e-de2d0d3409ab","source":"youtube","source_id":"UgyW_kaCRGmca8jv9bl4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't they leave him on island with other people?","author":"@JosephKennedy-w4d","classification":"ai_generated","confidence":0.6,"indicators":["short_content","lack_of_personality","platform_fluency_ambiguous"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"0b68c3bc-b80d-400f-8498-46f4175904ca","source":"youtube","source_id":"Ugyzu2bZ-ji3C8e93Ft4AaABAg","content_type":"comment","title":null,"body_preview":"Around 37 minutes into this video. There is something about this female attorney and her facial expressions that is so bothersome to me. I think that she is being interviewed by Don Lemon just to get ","author":"@knowledgeseeker22","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"de4d0a69-85a2-423c-aa40-1f0299f4fc1c","source":"youtube","source_id":"Ugz1FGkczXXs__TfBzl4AaABAg","content_type":"comment","title":null,"body_preview":"They are Shaking in their Boots. I pray Everyone Involved in this Tragedy before and AFTER the fact get Maximum Penalty.","author":"@ZilphyDillard","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"aa094610-bdee-43c1-b0bc-1ad6abed2aad","source":"youtube","source_id":"UgySHVgdzpRQFda4zhR4AaABAg","content_type":"comment","title":null,"body_preview":"Deleting things out of his phone!?! That sounds familiar. I know from firsthand experience about Ocean Springs, MS and Jackson County. This is a travesty and a reflection of what I tell my kids everyd","author":"@RoDevereaux","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"4c30c5cd-f35e-44a8-ab48-16679a35a5eb","source":"youtube","source_id":"UgxpSGHKz5YMkxOxGVR4AaABAg","content_type":"comment","title":null,"body_preview":"Why is NO ONE TALKING ABOUT DEION WALTON. Justice for Deion and Nolan.","author":"@josesantiago9866","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"0f84a045-768f-4375-b6ea-95f05c178939","source":"youtube","source_id":"UgxZwnOFIbjanLSFx4p4AaABAg","content_type":"comment","title":null,"body_preview":"17 yr old Deion Walton lost his life by drowning on 7/4/26 while hanging out with white friends..... 17 yr old Ellis Holman found dead Saturday 7/11/26 in Beaumont river in Beaumont,tx","author":"@talmodgewebb7200","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"3018bd79-3c7b-458b-a20a-3265a6136f58","source":"youtube","source_id":"UgwfxOWRKnDvhd0oh154AaABAg","content_type":"comment","title":null,"body_preview":"Yes, please continue to investigate until justest  achieved!!","author":"@annettawilliams5753","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"84831753-8dea-4e0a-a4df-d43b00c74dd9","source":"youtube","source_id":"UgxfX5RkLIxl8avV44p4AaABAg","content_type":"comment","title":null,"body_preview":"THE TRUTH......\nWILL BE DISCOVERED!!💯\nPRAYERS FOR NOLAN'S FAMILY!❤️🙏🏽","author":"@2BESTdogBLUE","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"516c6183-42ee-44ed-99fe-1d3e8627fb23","source":"youtube","source_id":"Ogch_Wf8pIw","content_type":"post","title":"HOT TOPICS | EXCLUSIVE: Attorney Benjamin Crump Speaks Out On Nolan Wells Case!","body_preview":"Two of the country's most closely watched cases continue to unfold. This morning, Don is joined by civil rights attorney Benjamin Crump for the latest developments in the Nolan Wells case as the famil","author":"Don Lemon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_promotions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ogch_Wf8pIw"},{"id":"8f9fc2c9-37b5-4568-8a09-e676d0a1bf3a","source":"youtube","source_id":"Ugzhp9hLyuz2lg3xvdx4AaABAg","content_type":"comment","title":null,"body_preview":"Tax you to death, print and spend more money, run huge deficits, open the borders, soft on crime sanctuary cities, all to destroy the country.","author":"@frankburdodrums8984","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"5cbead56-8f23-47b2-a58c-39d5206cd42a","source":"youtube","source_id":"UgydlzJqrFoe1ylwqGF4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder how much money institutional investors, gov't officials(or families), and insiders made off of that 12% jump in stock price.","author":"@etlinks311","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"21174d9c-d187-4a39-8bdb-4f1b0da72a8c","source":"youtube","source_id":"Ugwh48rlZlRBhbvwzxZ4AaABAg","content_type":"comment","title":null,"body_preview":"The best government money can buy This is disgusting There is no stopping it","author":"@vincentsibilia3582","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","strong_opinions"],"bot_score":0.6498168498168497,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"4e66b792-95ef-42f1-a7f8-ce26e03d6373","source":"youtube","source_id":"UgyPfb049a7ZTnmnIVF4AaABAg","content_type":"comment","title":null,"body_preview":"These criminals Should be in jail But no they have the police protecting them","author":"@vincentsibilia3582","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.6498168498168497,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"de8597be-d77b-45f9-bd73-07a9af1feb14","source":"youtube","source_id":"Ugym2M6VfEgFwuoQ17l4AaABAg","content_type":"comment","title":null,"body_preview":"Rotten from the top down, the criminals are running america.","author":"@zororosario","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"6a961d7e-8224-4126-b920-6f6a847ebb47","source":"youtube","source_id":"Ugw_MoW0lmn_EIZZ_lN4AaABAg","content_type":"comment","title":null,"body_preview":"Are you people for real?!?  Congress has been doing this to the American citizens on both side of the aisles.  You have to go after all the politicians for the injustice that they created.  Why favori","author":"@ELoy-lm6ih","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"97246755-5f70-4384-98c9-dcec6cdc1b38","source":"youtube","source_id":"Ugx1ZBK6eVqYaGfZM-V4AaABAg","content_type":"comment","title":null,"body_preview":"Same thing as in the EU we have for years - exact same thing... \nAs my father always said \"Mafia is also bad when they control - but atleast we had more fun\"","author":"@FreaKzero","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"9ffedc03-ea40-4d4e-9378-e45da3e851d6","source":"youtube","source_id":"Ugw25vsLi5-3tnUbM8V4AaABAg","content_type":"comment","title":null,"body_preview":"He's always been a selfish, corrupt, loser. I'll never understand how he convinced anyone otherwise.","author":"@iamzim3620","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"3565f482-43cb-4194-bf4d-df89400bc0a0","source":"youtube","source_id":"UgxQAD5yPJvb77ffaQ14AaABAg","content_type":"comment","title":null,"body_preview":"Why do we even need a whistleblower to tell u this ?","author":"@lucemlumen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"7659422c-7099-4764-ad03-fa592db956b9","source":"youtube","source_id":"Ugy9_xVCYYj_EhFXRjZ4AaABAg","content_type":"comment","title":null,"body_preview":"The laws are written by congress not the president. P  This entire video is TDS propaganda.   These demonrat politicians thar are featured here became millionaires from lobbyists and insider informati","author":"@derek49099","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"2c3773b8-c561-4be5-8209-e8bf1902e927","source":"youtube","source_id":"UgxwOivyyNVHAmA0Aml4AaABAg","content_type":"comment","title":null,"body_preview":"I'm so tired of our government not working for us. The amount of fraud and corruption everywhere: the Homeless NGOs, Welfare- EBT-Healthcare programs, the Military, Elections, Taxes, the CDC, the FDA,","author":"@PerceptiveIntention","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"0371b10c-5ff9-4260-8efa-2eba5d1fde41","source":"youtube","source_id":"UgzC4lSzvM1DHVTwdJV4AaABAg","content_type":"comment","title":null,"body_preview":"The level and rate of corruption in this administration is truly astounding","author":"@rickpolar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"9c28083e-5ebb-4825-b37f-24bcc532f278","source":"youtube","source_id":"UgxZDWVDNbHfhf1pyyp4AaABAg","content_type":"comment","title":null,"body_preview":"The orange buffoon brought a slimy swamp with him to Washington. No surprise there. He's a career con man. A liar, cheater, and thief.","author":"@MarlaBlair-d6q","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"6e9a1cf8-c219-4365-88b0-970a6f702588","source":"youtube","source_id":"UgwyN-kUmgygwyOEA014AaABAg","content_type":"comment","title":null,"body_preview":"Please destroy these companies who price gouge the average citizens.","author":"@Dee-l6k","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"d1b96e51-e239-4370-9c99-b5872cd2deb1","source":"youtube","source_id":"UgwXDnXCSy_K2TzklKl4AaABAg","content_type":"comment","title":null,"body_preview":"The next administration has a lot of work to do, unwinding the tangled mess the orange buffoon and his sycophants have woven. Vote Blue.","author":"@MarlaBlair-d6q","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"fc61cf2c-3d3d-4204-939e-42ae4d9df448","source":"youtube","source_id":"Ugz-dIVdTSC8WgarsEV4AaABAg","content_type":"comment","title":null,"body_preview":"Even the Mob, cared about hard working  American s, People would go to them asking for help, if you sold drugs to kids you were killed, single woman parents had morgages paid new cars and money for co","author":"@tammylahnen7677","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","false_specificity","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"0ff633f4-faeb-432f-a644-6a542afd634b","source":"youtube","source_id":"UgyBsI-pkhRDtMBjdrZ4AaABAg","content_type":"comment","title":null,"body_preview":"People like Mike Davis need to be stopped and put in jail. They are all corrupt and what they are doing has to be illegal. All of these scumbags, like Maryanne Conway and again Mike Davis are criminal","author":"@nickrails321","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"cd476692-7f1b-4ffd-9fb1-8a41cec8d420","source":"youtube","source_id":"UgwJ1x8jiNwZzV3onOR4AaABAg","content_type":"comment","title":null,"body_preview":"tRump is the conman behind all of the pain and suffering of the regular working class person. All he cares about is putting money into his and his corrupt families pockets.","author":"@nickrails321","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"c9fb98be-faa1-4296-8d3c-2415f378ca6d","source":"youtube","source_id":"Ugyk4pI-jOQ5ZmDGrpR4AaABAg","content_type":"comment","title":null,"body_preview":"Sad but as long as we keep purchasing crap this will always be .how rich is someone if no one takes their money .","author":"@FK.Force1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"891a1b48-b089-4f19-8d0f-7fa2df13ab57","source":"youtube","source_id":"UgxljPoPPwmAli6bKMB4AaABAg","content_type":"comment","title":null,"body_preview":"This is why they got Trump elected again, he's just a useful idiot to distract from all of this going on by big business. Politicians don't govern this country, big companies do, and they don't give a","author":"@nickadams1321","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"7b2fc0ad-23e4-4831-8ec8-9a2a3234c4d2","source":"youtube","source_id":"Ugy_cDZoPhD7AN3XP8p4AaABAg","content_type":"comment","title":null,"body_preview":"YOU CAN RUN ON CERTAIN PROMISES BUT YOU CANNOT WATCH EVERYTHING THAT EVERYONE IS DOING WHOM YOU ENDORSE.","author":"@lamarherring7792","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"b367a79b-5505-4efc-9d3b-26c5f64f30b6","source":"youtube","source_id":"UgyXyhEIOsEamBsEhxZ4AaABAg","content_type":"comment","title":null,"body_preview":"After the Biden admin. I am not so alarmed about this anymore.\n😑If smart people would be the only ones allowed to vote than we wouldn't be going through all this stuff, but sadly we are.\n\nPick your de","author":"@Tyler-yt2026","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"88a73855-e55d-44c7-8e1d-88213563d8f8","source":"youtube","source_id":"UgyBHFR9RpAqY0-bwtd4AaABAg","content_type":"comment","title":null,"body_preview":"Okay great, you put all of this together. Now what? What changes?  Nothing. Absolutely nothing changes. Until people are actually held accountable, none of this reporting matters. The same way that 25","author":"@scottw5253","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","historical_reference_with_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"0ed87d44-abea-428d-bb44-35bc3db4725d","source":"youtube","source_id":"UgymoufpnzLJxpiEkid4AaABAg","content_type":"comment","title":null,"body_preview":"Only buy needs. Consumerism is what fules these theifs.","author":"@timothyingram","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"3d5d06b5-b98f-4d02-b999-9a5c9d1c7d7e","source":"youtube","source_id":"UgxSQ7OIcv1SihTO1f14AaABAg","content_type":"comment","title":null,"body_preview":"Did you use a clickbait pop-o-matic to generate the title? There's nothing even surprising here, much less shocking. But it is wrong. \n It's important to increase awareness of the rampant and open cor","author":"@joereedster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"80fd30c2-e39b-492e-bee2-d92cc88a3bcf","source":"youtube","source_id":"f3o4nCfmGco","content_type":"post","title":"We Talked to a Trump Whistleblower. What He Saw Will Shock You.","body_preview":"There's a set of MAGA lobbyists in DC who can get you anything you want from the White House, legal or not.\n\nTicketmaster, Paramount, crypto companies — they're all exploiting this pay-to-play system.","author":"More Perfect Union","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","contextual_information"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=f3o4nCfmGco"},{"id":"2b6fd11e-c8b4-4e2b-b79f-046de1f740b4","source":"youtube","source_id":"Ugxh3g_KxduMdiJt28J4AaABAg","content_type":"comment","title":null,"body_preview":"Why would anyone make another deal with the USA. Or Trump. Trump broke the first nuke agreement and congress did nothing. If I was Iran, I would demand money for ships to pass and for the USA to pay f","author":"@Alkelly-hh6rv","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"7b84d8b2-699b-44e4-a8c0-74aa42018297","source":"youtube","source_id":"UgzFtIiGyPZ3CGij2oB4AaABAg","content_type":"comment","title":null,"body_preview":"How dumb are these bootlickers , the answer is “very stupid 😂😂😂” trump has been saying that he’s the best negotiator ever but yet he can’t get himself out of the very thing that he got himself into, a","author":"@williejackson7796","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"d98fbc0c-69ba-401f-8439-60b2f023145e","source":"youtube","source_id":"UgzKBzAFSHQcHcCjm_l4AaABAg","content_type":"comment","title":null,"body_preview":"The MOU is meaningless. Any ceasefire in 2026 will fail. Start the analysis with this information. Sad!","author":"@Decency105","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"b70cd77f-0638-4b66-859f-b7d4c9685e79","source":"youtube","source_id":"UgzXRD1o1ZdSm2s7dMp4AaABAg","content_type":"comment","title":null,"body_preview":"This whole goverment amd and youtube news is literally reality tv people. So dumb","author":"@joshbob-sx7kd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"749b8e79-e950-4a5a-b04d-ab0750a194ca","source":"youtube","source_id":"UgxGl0rWpn4yu-TsF_J4AaABAg","content_type":"comment","title":null,"body_preview":"You could of saved billions of dollars by not doing anything in the first place but israel bent you over and made you do it and what has changed nothing","author":"@peterstevenson5418","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"c16c9d4a-036f-4aea-bf06-e2742529fa97","source":"youtube","source_id":"UgxH05XKboZfJJaPKj14AaABAg","content_type":"comment","title":null,"body_preview":"Trump didn't play anybody.. he gave them $300 billion dollars... 150 billion dollars more medical service complained about Obama... Not doing so hot... He's a loser he needs to go away","author":"@chadbielik7988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"38ac57f3-97be-4deb-8a8e-29de2e4c58eb","source":"youtube","source_id":"UgwQjL1Y2XmX6eZdL_x4AaABAg","content_type":"comment","title":null,"body_preview":"Julian should get citizenship in Israel and move there. Just saying in a nice way","author":"@bassmann29","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"f6bbee09-7e75-4f4f-b37a-da9796c25e88","source":"youtube","source_id":"UgzuWq8ydsz1_wf6POJ4AaABAg","content_type":"comment","title":null,"body_preview":"Wow fascinating.\nBut how's the history revived .\nYeah yeah like the monsters push the button aiming at schools. \nTrue monster right..\nWhat you meant was one sided monster with mask .....","author":"@AffectionateBackpacker-jp5dk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"bbe36872-c8c8-4060-94dc-1d1f8becacd6","source":"youtube","source_id":"UgxbyPWSWK30yJ6s3ot4AaABAg","content_type":"comment","title":null,"body_preview":"Awesome job Jillian! Would love to have a drink with you one day and chat. But I am in Australia.","author":"@rivkasharon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"590a8aa3-e478-4b63-ad2f-192a1b783541","source":"youtube","source_id":"Ugz3cXU3gv3DQ80fnLR4AaABAg","content_type":"comment","title":null,"body_preview":"Look at the numbers, less than 10% of pre war traffic. This is misinformation.","author":"@davidhalpin728","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"f2e1f65c-5520-4628-a2d1-afa8ecc61cde","source":"youtube","source_id":"UgwodoM1lDrsW-JK9ux4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like our country can bring our military back home due to Trump out-smarting/playing Iran 🇮🇷 🤨.","author":"@JJGRITS60","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"6dec515b-07a6-4d18-aca8-ba5bad21874e","source":"youtube","source_id":"UgzwkGRu0yIrHcBJnoF4AaABAg","content_type":"comment","title":null,"body_preview":"ALSO, THE PRESIDENT FINALLY IS GETTING THE OTHER NATIONS INVOLVED IN PROTECTING THE SHIPPING LANE ONCE.AND FOR ALL , AND WE CAN PULL OUT THEY HAVE BEEN A THREAT SINCE 79","author":"@mikegibbs5149","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"ef9f641f-b0a2-4d19-9c22-28f809360453","source":"youtube","source_id":"UgwWeCXg_qmh1yMbSSJ4AaABAg","content_type":"comment","title":null,"body_preview":"Jillian, he didn't even say anything!!! You think we can sustain that!?","author":"@ezekiellewis7479","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6468864468864467,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"be95c8c7-94fb-4d5c-9d67-2078d2d08ceb","source":"youtube","source_id":"UgzNEYy2LYQdbuCRCeZ4AaABAg","content_type":"comment","title":null,"body_preview":"Iran wants to control the entire strait, including omani side.its not that complicated.","author":"@Razmik-h4x","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"d5dbbd8c-7b1c-411e-9a12-cfda3897f85c","source":"youtube","source_id":"UgwtStctoThiX0Z9Fst4AaABAg","content_type":"comment","title":null,"body_preview":"I know one thing they Iran knows way better to bombard any American US ship by the Navy’s in the strate","author":"@smiffersmaffer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"5006eaba-bc02-437e-b5ed-98013b6a3ecb","source":"youtube","source_id":"Ugxc-0hfE1vKtGkaM6d4AaABAg","content_type":"comment","title":null,"body_preview":"Did you just say it looks like Trump outplayed “them” (Iran).  Lady I don’t know who you are but you are extremely confused on the facts here.  Are you one of those weirdo Trump Cult people?  Iran hol","author":"@ryanharmon2585","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"83cb7abe-8dbc-410e-a843-f2cb7f5f6fd8","source":"youtube","source_id":"UgwndEqajom5cu82cxB4AaABAg","content_type":"comment","title":null,"body_preview":"Good, Trump experienced it and immediately realized, they are fraudsters, because their God is the best fraudster, the ultimate fraudster, the father of all lies.","author":"@rollyson1874","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"96bd72d0-1949-46f5-965a-25171b138a74","source":"youtube","source_id":"Ugy281O0PCGcl-iMRdt4AaABAg","content_type":"comment","title":null,"body_preview":"JUST IMAGINE HOW STUPID ROUGHLY 60% OF USA AMERICAN PEOPLE FEEL???\nAM I WRONG??","author":"@waynesouliere6639","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"4d3ef389-ed5f-4d30-b47a-107cfc111a84","source":"youtube","source_id":"UgzAoztQQvmo0duQ8yZ4AaABAg","content_type":"comment","title":null,"body_preview":"A fitness influencer is now an expert on national security? Go home","author":"@patpower80085","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"e7b1f1f4-c4c4-4d4f-9d68-2f4e8621f45b","source":"youtube","source_id":"UgzPsuIqUyHEtE63f054AaABAg","content_type":"comment","title":null,"body_preview":"Well thats what they did at the beginning .. \n..  By this Method The Passage will be unsave and the Golf States will loose","author":"@mohamedgaisgais1369","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"ece42bb4-cfb2-460c-b989-6c3570f29a56","source":"youtube","source_id":"G2cV78H_ms4","content_type":"post","title":"Did Trump Outsmart Iran? The Strait of Hormuz Strategy Explained","body_preview":"Did the recent ceasefire hide a much bigger geopolitical strategy?\n\nIn this episode, we break down a theory about the U.S., Oman, Iran, and the Strait of Hormuz. The discussion explores claims that an","author":"Jillian Michaels","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","template_phrases","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=G2cV78H_ms4"},{"id":"39460e64-d444-45b7-8878-71ddcb4faa98","source":"youtube","source_id":"UgxjZnF_ZnQ9Vz0SeiJ4AaABAg","content_type":"comment","title":null,"body_preview":"The title of the video should be US military just committed war crimes 😅","author":"@ivanoleaanimator","classification":"human_created","confidence":0.7,"indicators":["emojis_used_naturally","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"1020947d-e702-4902-8447-0acf518b42eb","source":"youtube","source_id":"UgxPYzYkUZEvrJJffdx4AaABAg","content_type":"comment","title":null,"body_preview":"The next step is to destroy all the infrastructure connected to the Nuclear Power Plants, thereby rendering them isolated with no power distribution, which effectively eliminates Iran's NEED for enric","author":"@MG-Nordster","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"69f88d33-69c7-42c8-91e6-c439e19c376a","source":"youtube","source_id":"UgzDFRo-kiBCxvzlAnZ4AaABAg","content_type":"comment","title":null,"body_preview":"Lessons learned from Troy, never trust a gift in the war, a horse or an airplane.","author":"@mattN-m8w","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"84c18674-6015-4592-bcce-72fc9fc6e71b","source":"youtube","source_id":"UgwpRt5_J4CIn8AayR54AaABAg","content_type":"comment","title":null,"body_preview":"Bridges, Power Plants, Dams & Petroleum Facilities should have been targeted in the first week !","author":"@WilliamClune","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"abb063b5-cb70-460a-bf89-6f8c9ad0e72f","source":"youtube","source_id":"UgzbliEVb_BLfW-DvAR4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, more bridges, utility plants, towers get hit and leaflets are dropped in key areas to alert the citizens that carpet bombing of the IRGC is coming.  Do we try to fly heavy munitions into those mo","author":"@MikeSellers-i4z2h","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"6ffb51b2-f638-43d8-af88-5e6e7d96bdad","source":"youtube","source_id":"UgwcxjNTXOHGpOMelr54AaABAg","content_type":"comment","title":null,"body_preview":"Powe.  Water.  And bridges should have been hit months ago.   \nDo it now.  Ya don’t have to take out the plants.  Take out the transmission lines.","author":"@DavidMorton-o6d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.6654761904761904,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"3bb5085b-0dbf-45b8-9bf7-539a64442d5a","source":"youtube","source_id":"Ugw1ndhXyumeXMz4U3Z4AaABAg","content_type":"comment","title":null,"body_preview":"Yea no, I don't think any messages need to be sent at this point, the irgc needs to just be wiped out, enough with the messages.","author":"@TheMightyCookieShow","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"dca2e246-f5c7-496e-a8f6-b554ddfdbb7f","source":"youtube","source_id":"UgwTutabX0KztwZzSb14AaABAg","content_type":"comment","title":null,"body_preview":"Eliminating \nThere ability to get supplies from these rail lines should have been hit months ago","author":"@DavidMorton-o6d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_reply"],"bot_score":0.6654761904761904,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"fa91bde9-3bab-48fc-8238-394470e6d8c3","source":"youtube","source_id":"Ugye85FbHn9B4s8KMtd4AaABAg","content_type":"comment","title":null,"body_preview":"Just like the Korean war china and Russia plus proxy country...oh oh Vietnam \nRussia and china against \nUS...","author":"@tomhammer9476","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"901543d4-308e-4bcd-989f-734aa1492d31","source":"youtube","source_id":"UgyKAMAMFNl6mwCKyph4AaABAg","content_type":"comment","title":null,"body_preview":"I mean they were bombing our air bases in the mid east last night… so yes we giving it but getting it back to lol","author":"@coreycurnutt8013","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"fd0bfd2d-7322-45dc-9bb6-a9dc1af30c74","source":"youtube","source_id":"Ugwg1gYUNpXze0etHLx4AaABAg","content_type":"comment","title":null,"body_preview":"Happy to see that the US is finally putting a bow on the military strikes. ❤","author":"@geterdunn2733","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"a083014c-ce4f-46cf-a893-768d27d7266d","source":"youtube","source_id":"UgxSxg4L4CslTmqRR4l4AaABAg","content_type":"comment","title":null,"body_preview":"A bit of a different direction.The amazing tech we are seeing is 30 years old at least! Think about that! OK, all of this tech being seen is out of this world! BS! The alien thing is real but it's dem","author":"@SteveSmith-bh7ed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"fa5a330d-de8c-4447-9f18-0b9785e94769","source":"youtube","source_id":"UgyuBZF6FwEm46bVtXR4AaABAg","content_type":"comment","title":null,"body_preview":"MAX, YOUR DISCUSSION IS THE MOST GRANULAR INFORMATION ON THE INTERNET. KUDOS.","author":"@kargklingon5234","classification":"human_created","confidence":0.8,"indicators":["terse_replies","platform_fluency","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"f6befa62-eeb1-4489-adb6-37d850f987fe","source":"youtube","source_id":"UgxRBfXs0fIKjjfiqs94AaABAg","content_type":"comment","title":null,"body_preview":"MAX, IT WILL BE A PHASED ESCALATION TO A POINT WHERE THE POWER GRID IS DESTREOYED. LETS FACE IT 90% OF THE IRANIAN WEAPON SYSTEMS RELY AT SOME OINT IF NOT COMPLETELY ON ELECTRICITY AND AT SOME POINT G","author":"@kargklingon5234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","synthetic_empathy"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"30654b0d-3e85-4c95-8fd8-65f33ba8efe2","source":"youtube","source_id":"Ugyq5C8wEhXx6MDRt094AaABAg","content_type":"comment","title":null,"body_preview":"My thoughts.  Take out power generators and transmission facilities.    Hard to build weapons without power.   Then take out backup diesel generators","author":"@robertlewis9419","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"3f7e1678-344b-4ed6-881a-37af8cd1623f","source":"youtube","source_id":"UgwwniOrDCn139F1qdV4AaABAg","content_type":"comment","title":null,"body_preview":"The peace deal was a trap set by Trump and they took it. He knew full well they couldn’t keep a peace deal and it was all just BS stalling. So it gave us a chance to move more weapons into the area an","author":"@BO-dc4xg","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_hedging","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"3a778afb-2eb7-4059-8065-33901c5f9357","source":"youtube","source_id":"UgwfO7V7Elpw1olDtP54AaABAg","content_type":"comment","title":null,"body_preview":"Trump could not negotiate his way out of a big Mac wrapper","author":"@Blaasoppie","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"decc07c4-f9af-447e-a76f-ca73fa084ac4","source":"youtube","source_id":"UgyWwoJUSADkAaRBNpJ4AaABAg","content_type":"comment","title":null,"body_preview":"Oh you mean more war crimes against the United States 😮","author":"@tedallen1988","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"bb339716-96a4-4c25-8f8f-aba0f28981ce","source":"youtube","source_id":"UgzgOzAdExeOMuRfjDx4AaABAg","content_type":"comment","title":null,"body_preview":"1:58 Bro why are you giving out info like this? You should keep details like this under wraps.","author":"@nilpatel2795","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"5e96573b-075e-4006-8d9a-4451190e70e9","source":"youtube","source_id":"UgzMbLfksHgCR2Fvb-N4AaABAg","content_type":"comment","title":null,"body_preview":"Using RT as a source might not be a good idea Max. It is identified as a foreign agent or something. It’s basically illegal in the United States.","author":"@eprofessio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"60875a2e-e192-42b3-960a-89f058bb362f","source":"youtube","source_id":"UgzaTeHRTHhvRUSkt5x4AaABAg","content_type":"comment","title":null,"body_preview":"Pakistan needs to keep there NOSE out of the war. God bless USA and Israel.","author":"@Tommy-k9t9r","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"e6a83928-a596-4280-8a3e-b2cf42bfc12e","source":"youtube","source_id":"UgwAgYmZa1K9EnF6ZIN4AaABAg","content_type":"comment","title":null,"body_preview":"Let Israel fight this war alone by themselves.  US has no business getting involved in this war at all PERIOD","author":"@anderiousb8505","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"14e617ef-971f-41c3-bb93-44cc2463d219","source":"youtube","source_id":"UgzBo2hNws6xD_sXEz14AaABAg","content_type":"comment","title":null,"body_preview":"If that picture of the damaged track is one of many such hits that's one thing.  If that's the only damage to the track, I don't see how it'll cause much trouble for the Iranians.","author":"@rsacchi100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"3bbc8604-b971-4b51-a03a-b704bfb96a14","source":"youtube","source_id":"UgxUqiUavj9nederJdl4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for watching! Please head over to https://maxafterburnerenergy.com and join my email list! That way you can be informed on all my latest content plus merch and energy drink updates!","author":"@MaxAfterburnerusa","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","suspiciously_comprehensive"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"c20e8393-99d1-44b2-9e6d-64ffca1bf678","source":"youtube","source_id":"MoS_J0pbUdk","content_type":"post","title":"U.S. Military Just Did Something HUGE To Iran's Bridges And Power Plants","body_preview":"Breaking News CENTCOM destroyed Chabahar port's maritime control tower, hitting a strategic railway bridge connecting Iran to China and Russia, and targeting IRGC infrastructure across five provinces ","author":"Max Afterburner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","human_indicators_mixed_with_ai_signals","niche_expertise","emotional_authenticity"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MoS_J0pbUdk"},{"id":"8640e3f5-9e38-421a-8bd0-83ebc9cb094e","source":"youtube","source_id":"UgyOxlhH-fSjWrRFyA14AaABAg","content_type":"comment","title":null,"body_preview":"Crying starts ! Dosent work then crazy comes out 😂","author":"@aallan646","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"c47cd8e7-231e-4fd4-a399-e9022726e311","source":"youtube","source_id":"Ugy9ybZ2K6a3j0Ug_QZ4AaABAg","content_type":"comment","title":null,"body_preview":"Justice is served. Women have to start realising, just because you are female doesn’t mean you’re not guilty against a man. If you lay hands on someone regardless of gender, there are consequences.","author":"@cookiecrew8096","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"7434e383-1b4d-4944-9ef4-e9f18eed6583","source":"youtube","source_id":"UgxVRrMHSI0da5jNNgd4AaABAg","content_type":"comment","title":null,"body_preview":"I love how everyone's against the lady when she claims he was pulling her hair. She probably defended herself and whoever was recording didn't get that part on video! It makes me laugh when people thi","author":"@Ari-g8l6d","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"38c1ab25-e327-4a4c-8873-c6fbce957e2a","source":"youtube","source_id":"Ugzunu96S_9A16Y3yaF4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think what she is wearing is appropriate for school.","author":"@elizabethmaddock4","classification":"human_created","confidence":0.7,"indicators":["opinion_without_elaboration","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"889d7182-459b-4b3a-ab2c-0ee8b33021f9","source":"youtube","source_id":"UgyXt3ssaQ-rRyr3aSt4AaABAg","content_type":"comment","title":null,"body_preview":"Is this a high school? I don’t understand why a high school is calling the cops on kids doing stupid kid things.","author":"@b87154a","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"b2d36d43-6d50-407f-98f7-e2c2ed73c5b3","source":"youtube","source_id":"Ugxgygkp81MROJJkzkZ4AaABAg","content_type":"comment","title":null,"body_preview":"Wait she can't do whatever she wants with no consequences?","author":"@DigitalTim666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"116fab4a-5441-4b78-a8b5-b78a63ebddbc","source":"youtube","source_id":"Ugx_2HNXsxY0ywUmCYl4AaABAg","content_type":"comment","title":null,"body_preview":"See this isn't just about the violence itself. There are so many women that gave falsely accused men that now the police have to arrest one or both, based on a guess. And the wrongful accusers have ru","author":"@1rorysteele","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"051ab33b-a3ae-4755-a0eb-eb987095daa0","source":"youtube","source_id":"UgxklU8EifxxyZiyAlp4AaABAg","content_type":"comment","title":null,"body_preview":"Girls think they can get away with hitting a man. All the time. Even tho he restrains and doesn’t knock her out. That it’s ok. Cause she is violent and crazy everyday","author":"@adamodonnell2884","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"a0e7b3af-6379-4600-ae82-9a9ca10bdf84","source":"youtube","source_id":"Ugx1r3Xdv-wLvohKmj14AaABAg","content_type":"comment","title":null,"body_preview":"Why do people get sad when they get arrested its so weird","author":"@Drakemaye05","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"41c3d353-0858-4271-9029-584b7c94d378","source":"youtube","source_id":"UgyMhD7rmzcxrVGamgx4AaABAg","content_type":"comment","title":null,"body_preview":"The person who starts it should always be the one that gets in trouble","author":"@keatonwilliams5074","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"a2855d9c-1d8b-47f7-b468-e4f42511d5a3","source":"youtube","source_id":"UgycIqhE9IQfrBvHZed4AaABAg","content_type":"comment","title":null,"body_preview":"So the one that was the actual victim, got punished. Sounds about right. You do realize that she never would’ve how does throw hands if the guy could’ve just kept the hands to himself right? Where’s t","author":"@wolvesandbooksbudandalley3381","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"1fd3e5e1-8299-4e1f-8442-1dacff449e16","source":"youtube","source_id":"UgyLiZtiodab8cTgAJJ4AaABAg","content_type":"comment","title":null,"body_preview":"Probably pulled her hair to her off him instead of breaking her face","author":"@Smart-Towel-RG-400","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"80bb50e7-2013-4759-8339-4cbe357be487","source":"youtube","source_id":"UgxySTcrz5ZTBKy_2tl4AaABAg","content_type":"comment","title":null,"body_preview":"I had an ex who hit me like this and she was arrested for domestic and kept on a 24 hr hold. I should’ve pressed charges but didn’t.","author":"@griffin_5979","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"7ae84b40-4553-4ac5-a242-42ef2ca52ccc","source":"youtube","source_id":"Ugyeh8_eR-Ltj83BdwF4AaABAg","content_type":"comment","title":null,"body_preview":"OHHHHH he also has a warrant???\nFuck these know it all bystanders defending criminals","author":"@oneeyedking7278","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"e7f11e82-9ad6-4012-9d9a-fb1b00bf40c8","source":"youtube","source_id":"yoBhSdliDxs","content_type":"post","title":"When a Girl Gets Arrested At School","body_preview":"Today’s true-crime documentary examines the case of a girl who was arrested in school.\n\nWe are an independent news platform committed to accurate, fact-based coverage of criminal investigations, polic","author":"InOutExclusive","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","missing_platform_voice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yoBhSdliDxs"},{"id":"de8217b0-8a9c-47ac-803f-747bae35d54f","source":"youtube","source_id":"Ugwgc-z1enIHeoaiUzN4AaABAg","content_type":"comment","title":null,"body_preview":"Good for CC!! The WNBA has been purposely allowing attacks against Clark with no repercussions or consequences!!","author":"@suetartaglia2338","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"b9f89cf8-55b7-448f-a9f9-d6f9a9e76561","source":"youtube","source_id":"UgzhJ2hPwthr9mjyQ8J4AaABAg","content_type":"comment","title":null,"body_preview":"Beautiful,  it was about time, 😮 league,  referees are at fault","author":"@rokardila1164","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"431e0a5a-70da-47d0-95c7-3a284db51412","source":"youtube","source_id":"UgyBbMYV9qRlygyAXAp4AaABAg","content_type":"comment","title":null,"body_preview":"Hostile work environment.  Sue them into oblivion.","author":"@donaldbell9635","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"d26324a8-566c-41f3-a1ef-76c6c2dc683f","source":"youtube","source_id":"UgzrIra0vZluasBIJJV4AaABAg","content_type":"comment","title":null,"body_preview":"FINALLY!!  I hope CC WINS!!\n\nI just heard some racist black guy named Emmanuel something say that now that CC brought attention to the WNBA, “we don’t need CC anymore.”WTF, emanuel!!  Mark my word! If","author":"@silvishaw9123","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"d55ac385-4947-477d-8e23-c6c608496885","source":"youtube","source_id":"UgxOJ7KuGJ__9lbMKox4AaABAg","content_type":"comment","title":null,"body_preview":"We are baller on concrete and asfolt hate to lose on any day, any time!😮 She's good😏👍💯.    😑🤩😊","author":"@CarlosEdwardo-x6r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"9da83a61-3bd1-40e4-827b-324512f091d4","source":"youtube","source_id":"Ugzf6jH5QZtNLr8xfgV4AaABAg","content_type":"comment","title":null,"body_preview":"Oh bloody hell, what did you expect? If the leak can’t protect her, then she has to protect herself. This is pathetic!!!!","author":"@melholmes753","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"13c8c071-bdc9-4493-afce-dc1bd07bc94b","source":"youtube","source_id":"UgxxRdledyVqGyt9blp4AaABAg","content_type":"comment","title":null,"body_preview":"They showed just how racist  the league truly is!!","author":"@selanawilson1388","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"17874da4-b3d5-4034-ae63-4296d6190769","source":"youtube","source_id":"UgxXTV7L7mPrd8MgAtN4AaABAg","content_type":"comment","title":null,"body_preview":"Its bullshit what they all have been doing to Caitlyn. They have been doing it for a long time & she has been nothing but excellent playing, bringing money/ INTEREST to WNBA. The viciousness, Pettines","author":"@faithfulpatriot6912","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"946e1cd5-028a-4a76-829f-1c029e706865","source":"youtube","source_id":"UgwysGxlcfyl9BktK2p4AaABAg","content_type":"comment","title":null,"body_preview":"NBC should cancel broadcasts of wnba until they get act together \n Eject any playes for further injuries. Permanent removal of any player going to continue fowls","author":"@EdwardG.Moren0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"e673e31a-b3a1-4f38-b910-3abf9b04c180","source":"youtube","source_id":"UgxSOijVJ5i-7Pwnt0B4AaABAg","content_type":"comment","title":null,"body_preview":"I back CC no matter what as she has been constantly abused","author":"@jamesbrady6275","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"6240771c-b786-4cdf-bb00-0c0059cad5ab","source":"youtube","source_id":"UgwwI23uiJrxWuKX4rV4AaABAg","content_type":"comment","title":null,"body_preview":"I hope this is true because this league, currently. I've had enough of it.","author":"@scottfries5840","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"50ee6a29-e6b6-4170-bf69-6ff757736a3b","source":"youtube","source_id":"UgxgBrNndYG4bNFcOrd4AaABAg","content_type":"comment","title":null,"body_preview":"80 million,  CC should know that she may only be worth 2% of that.","author":"@roughneck2840","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"58cb34d5-c6cb-4fbd-bbe1-a7117f1e044c","source":"youtube","source_id":"UgzPaJnVVqd_MhW1pvF4AaABAg","content_type":"comment","title":null,"body_preview":"I Doubt This, just days ago it was Thomas threatening to Sue Caitlin for 80 million😅\nCall an electrician,  crossed wires!!!","author":"@Doz-13579","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"3e97ce18-b996-4784-8df2-390205ec20f6","source":"youtube","source_id":"UgyJXVbZtxFibATrwhR4AaABAg","content_type":"comment","title":null,"body_preview":"Ruining the wnba? They never even tried to keep players from trying g to stomp other players' assas. Ithink it's a very.good suit.","author":"@williamlawson3039","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"b5457a63-d561-4412-a6e5-80f5f0c99a8f","source":"youtube","source_id":"UgwNu7sz4HaVGi9MEt94AaABAg","content_type":"comment","title":null,"body_preview":"80 million is probably more than the WNBA has to pay. But that aside, but this be a warning to all the other jerks who can’t handle their feelings and have been humbling Clark while she humbly absorbs","author":"@karens2111","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"76634afc-0e6d-495a-9805-92172b934442","source":"youtube","source_id":"UgziA59vVd8dA_ElxhF4AaABAg","content_type":"comment","title":null,"body_preview":"Thomas kneed her below the belt and closed her fist and drove it into CC's jugular - which could have killed her. Thomas needs to face justice and be fired from the WNBA","author":"@Jackdale101","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"7cddbfd0-4784-4b22-a19a-fd620360f144","source":"youtube","source_id":"s-nT6HaLd_w","content_type":"post","title":"Total Chaos in the WNBA?! 😳🔥 Reports Are Swirling and Fans Are Shocked 🏀","body_preview":"The WNBA is facing another wave of intense discussion as new reports and rumors have fans talking. From unexpected developments to heated reactions, the basketball world is watching closely. Get the l","author":"Sports girl_ssJ","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s-nT6HaLd_w"},{"id":"2fea085c-6479-4fbe-bbcb-92dc589d6e03","source":"youtube","source_id":"Ugy0CdXHxiP_yxmwn5p4AaABAg","content_type":"comment","title":null,"body_preview":"Anadiaplasi will reveal the key to you as to what the revenue will actually be","author":"@Christos-Takes","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"b0c26540-2e09-4cc2-be59-8cd4b3acc114","source":"youtube","source_id":"UgwVWTOPSYslG34pNdh4AaABAg","content_type":"comment","title":null,"body_preview":"Oh he finally stopped directly stealing the Fox News logo and is just using a sorta Fox News logo with the Fox News colors. Cool cool.","author":"@MarkBulliet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"8a96d613-418d-4f27-8b8c-7b2575479e5c","source":"youtube","source_id":"Ugyu4imLH_bvkNRR78V4AaABAg","content_type":"comment","title":null,"body_preview":"Generate a billion dollar idea, or you're worthless? Hahah,  a bit absolutist, no?","author":"@chevonhicks4815","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"96ddc61b-4bce-4424-8ee2-64bf95f191a1","source":"youtube","source_id":"Ugy0OKJHLoQ1_-U-zsZ4AaABAg","content_type":"comment","title":null,"body_preview":"Ai bubble iis real. It will burst.  Ccp won't have anything to do with it.","author":"@jondoe1622","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"060570ec-f8d9-4417-96ef-ed6d0013affe","source":"youtube","source_id":"UgxRtTG0zmktDe2D0w14AaABAg","content_type":"comment","title":null,"body_preview":"Chinese propaganda added again stop making propaganda video for China. We get tired of it.","author":"@alijamali4148","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"7366c6ca-8ce2-4086-99f9-7a343285c38f","source":"youtube","source_id":"UgyVeijIo0N0a0H4U3J4AaABAg","content_type":"comment","title":null,"body_preview":"Hey will it possible in the future if you can link your sources.","author":"@mathisfi.5593","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"90ba9a32-22ad-4328-95ab-6e65c67a5d8e","source":"youtube","source_id":"Ugz-SGPWAmSwvlJoo_54AaABAg","content_type":"comment","title":null,"body_preview":"The idea is to make us use AI for free then sell it to us later, but we do not want it.","author":"@confusedkemono","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"4ee5d6ab-1985-4d6e-9167-89acada69189","source":"youtube","source_id":"UgyiaWTGjwyca6-gkl54AaABAg","content_type":"comment","title":null,"body_preview":"To that Palantir CEO, \"Bombing the poor doesn't help them neither\"","author":"@AhmadQatamesh-l1o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"d71e2e55-d3d8-45b3-8139-3c98cfce7100","source":"youtube","source_id":"UgxbOqazlRBbUQLAbW94AaABAg","content_type":"comment","title":null,"body_preview":"we pay workers by the hour rather than just giving them equity. tokens is essentially the same thing 5:44","author":"@Benji...","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"fab3f1cf-d626-4fe9-8ac5-78834bf61302","source":"youtube","source_id":"UgzVHfa1W1Lwg4p4fZh4AaABAg","content_type":"comment","title":null,"body_preview":"US won't let it \"pop\". They'll just outlaw non-American AI from operating in the USA. Or more tariffs.","author":"@6alileo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"350e396b-c393-451e-82eb-9a5b5dfedc55","source":"youtube","source_id":"UgzEQ9RzTkFB_cwZB5J4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah.  Openai is not profitable.  But 95 percent of companies that buy ai chips / ai chips access, are profitable.  Right?","author":"@IQBooks-pub","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.8505494505494505,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"ff087f5e-ed75-476e-86e3-bafe5c08d846","source":"youtube","source_id":"UgzBRZxQX32sbZwcVD54AaABAg","content_type":"comment","title":null,"body_preview":"Social media, AI, technology has made us all lazy and ruining our families and social abilities and intelligence. When will Governments will just say enough is an enough, shut it all down and get back","author":"@LarryAncientAstrology","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"661f1ed4-e7b5-4b7e-af1e-4d983c839924","source":"youtube","source_id":"UgyKzKk4DSDZygYjh1p4AaABAg","content_type":"comment","title":null,"body_preview":"3:05 - this is absolutely absurd. I’ve been a software developer/engineer for over 20 years. I can absolutely promise you that AI isn’t some useless tech. It is absolutely nothing short of revolutiona","author":"@r1konTheAutomator","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"f8caa57a-a99d-41d4-b3c6-ae889f795237","source":"youtube","source_id":"UgycWJzco1D-shXzLR14AaABAg","content_type":"comment","title":null,"body_preview":"The massive AI spending by US companies reflects the American mentality. 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This guy is a clown","author":"@PrestonEzzideen-w6d","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"92aed989-21d7-4d2d-a44d-974a05e28ff8","source":"youtube","source_id":"UgxbanSqtENTP1lbmch4AaABAg","content_type":"comment","title":null,"body_preview":"the reason china is so good at ai is because of its politics and economic model","author":"@CsB-e5w","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"c57fac93-9141-424f-b032-af6edf1e8d49","source":"youtube","source_id":"UgwbbFSxNZZ5mJHLmkt4AaABAg","content_type":"comment","title":null,"body_preview":"Aren’t all Chinese using Doubao instead of Deepseek?","author":"@kuromiiiscute","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"07a10ba4-eaf2-4196-9264-90493d2a931b","source":"youtube","source_id":"UgwfykcIl_7ZAJ7vIch4AaABAg","content_type":"comment","title":null,"body_preview":"Wont AI companies make money when all the companies that invested in the technology lay off employees because AI is replacing them?","author":"@kostamojo","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=siazPdsZHuI"},{"id":"045f52de-02e3-4cf8-86cf-2b367f205dee","source":"youtube","source_id":"siazPdsZHuI","content_type":"post","title":"China Is About To Pop The AI Bubble","body_preview":"China Is About To Pop The AI Bubble\n► Go to https://ground.news/jikh to access world-wide perspectives in one place, compare coverage, and stay fully informed on our economy and more. 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Just like cave diving, how can you have empathy when you put yourself in danger?????","author":"@rachelhall5684","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"0f584869-f623-4c9f-8b1e-6e0b875ddac4","source":"youtube","source_id":"UgxRxgb_df0OXoN-EHB4AaABAg","content_type":"comment","title":null,"body_preview":"I believe I can fly, I believe I can touch the sky.......","author":"@SteveClark-e8g","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"0a0869eb-30f7-4092-91a6-339dfaf4fc0b","source":"youtube","source_id":"UgyIkVNFz-FjtNKntqJ4AaABAg","content_type":"comment","title":null,"body_preview":"What makes it even funnier is that after the bison launched the guy into the air, it just stood there nodding its head like, “Yep… I did that.” 😂😭","author":"@Themp3tech","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"a770060c-5f2b-43b8-a8ab-16f39fa127e5","source":"youtube","source_id":"UgwrugYZNMtPY0cLBy14AaABAg","content_type":"comment","title":null,"body_preview":"The bull bison clearly did not like the smell of rotting testosterone that the old guy was giving off while staring at him for an extended amount of time.","author":"@UbsDubbles","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"98a1cfba-26aa-4e0e-b1b3-c7fc0c9fa516","source":"youtube","source_id":"UgwME6vRO-i8uC_nOh54AaABAg","content_type":"comment","title":null,"body_preview":"Maybe Yellowstone should close down the campgrounds when the Bison are in a feisty mood.  There were a bunch of kids in the area and it could have been a lot worse.","author":"@Fakeaorta","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"22aa33d5-c6a8-4238-94bf-f01c16fa9ccb","source":"youtube","source_id":"Ugx89qnRzZnqT7cFKvJ4AaABAg","content_type":"comment","title":null,"body_preview":"The tourist did nothing wrong. Why are people in the comments acting like he did? And can’t belive people are making fun of this. 🤦🏽🤷🏽‍♂️","author":"@satpanch","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"31ea3101-31f1-4785-8296-e0ca4935f2d1","source":"youtube","source_id":"UgwC4j2XlBppGHZ48AR4AaABAg","content_type":"comment","title":null,"body_preview":"Needs cannonball Adderley's Yakkity Sax as a soundtrack","author":"@randyjustrandy9937","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"ad920020-96d4-4c8e-9f56-3847634ed767","source":"youtube","source_id":"UgwVykzQKVRReg_WHrp4AaABAg","content_type":"comment","title":null,"body_preview":"Poor man wasn't doing a thing but when the bulls are in rut it's no joke!","author":"@Mrs.Frankenstein","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"8daa07e9-d31f-429b-9b56-3ebf99255904","source":"youtube","source_id":"UgwjA5FmTGxmxmJkFNt4AaABAg","content_type":"comment","title":null,"body_preview":"serve him effing, right. Instant karma… Don’t mess with animals.","author":"@Thatblonde1976","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"9189f136-9ae2-4461-90d7-99c697956404","source":"youtube","source_id":"UgzJ1TLtFLOwn3fLVqR4AaABAg","content_type":"comment","title":null,"body_preview":"they hand out flyers with literally the same picture of a dude flying thru the air, when you drive into the park and they give you info packets.......people are just DUMB....rangers say it happens eve","author":"@chaddonmerrick1446","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"0f2358ab-25ec-4932-a1ff-7a4dd02671f8","source":"youtube","source_id":"UgzmYQki9IyvbrPubEt4AaABAg","content_type":"comment","title":null,"body_preview":"Buffalo have millions of acres of human free habitat in Yellowstone. Human campgrounds constitute a few hundred acres. The forest service assigns you a campsite at Bay Bridge. You arrive to find a mas","author":"@GreatestStoryMusic","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"727b13ea-9c78-4fd8-ab06-140baee45b0e","source":"youtube","source_id":"UgyR2Eax5CFFdQXIXdN4AaABAg","content_type":"comment","title":null,"body_preview":"Was this the shot put event in the 2026 Bison Olympics?","author":"@GSMSfromFV","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"0b0e57be-f1e8-41a1-8aa3-a0a6e44ad868","source":"youtube","source_id":"Ugwin2jCFWo6IJMNdi14AaABAg","content_type":"comment","title":null,"body_preview":"So since you couldn’t bother to tell us, if the man was OK, I’ll give you a thumbs down","author":"@Work1963","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"6a68c149-e8cb-4c91-ac7a-3fd1a5bc04a4","source":"youtube","source_id":"XRoo7ys02u8","content_type":"post","title":"Bison Launches Yellowstone Tourist During Terrifying Attack","body_preview":"A massive bull bison tossed a tourist into the air, seriously injuring him, in a heart-pounding caught-on-camera attack at Yellowstone National Park in Wyoming. The tourist was walking with his grands","author":"New York Post","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.3921055102541864,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XRoo7ys02u8"},{"id":"b79f0730-efbe-4d39-b5b7-302aa4a718ff","source":"youtube","source_id":"UgzW8KhzhcovGwXhrhd4AaABAg","content_type":"comment","title":null,"body_preview":"In 1980 our high school had shirts made with Mickey Mouse sticking his middle finger up and the shirts said fk Iran","author":"@hermanhelfrich1747","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"2bb17bdd-19bc-4a34-8ff0-286b78fc6be9","source":"youtube","source_id":"UgzKxOerGcFBC2R2IoF4AaABAg","content_type":"comment","title":null,"body_preview":"If other presidents would have taken action in the past then we probably  would not be in Iran right now .","author":"@hermanhelfrich1747","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"ce1a53d3-aaa7-4c07-96f9-968a7df10758","source":"youtube","source_id":"Ugwms5jjF0oXpy0vd6p4AaABAg","content_type":"comment","title":null,"body_preview":"It’s literally time to annihilate the terrorists IRGC with great force.\nThey will never listen.","author":"@doug2616","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"81f03b56-a2e5-4f00-88dc-fe90221b2c7b","source":"youtube","source_id":"UgzTdjZumscYNPMA6894AaABAg","content_type":"comment","title":null,"body_preview":"Blow up one city each day for every ship they try to attack. They only understand force and violence and you can only turn your cheek so many times. The think I don't get is that the U.S. has enough o","author":"@mikeadams8027","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"9aef1ac0-439c-415f-99fc-bc3b7476c6f2","source":"youtube","source_id":"UgzmBhrKuHkUeJqkSmd4AaABAg","content_type":"comment","title":null,"body_preview":"Trump needs to put a price cap on all gas sold in the US.  Set it at $2/gal so the evil greedy gas companies cannot continue to price gouge due to this.","author":"@TheGav0071","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"76e0f722-114e-4327-a2ea-9cfbf5325926","source":"youtube","source_id":"UgzscjCwlEb1dxmLSUB4AaABAg","content_type":"comment","title":null,"body_preview":"I don't blame them for attacking. I'm actually surprised how restrained the surrounding nations have been.","author":"@Verser-Gaming","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"93c3b37b-6fce-4910-b214-2442ddafd15e","source":"youtube","source_id":"UgynTPes0AfJhbjdYOV4AaABAg","content_type":"comment","title":null,"body_preview":"Mr President you know what you have to do now! Strength to America","author":"@GeneralStovall","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"05131589-5c01-4631-9723-410b16503006","source":"youtube","source_id":"Ugypz_FokZwvvvq1JOt4AaABAg","content_type":"comment","title":null,"body_preview":"Please stop sensationalizing your titles otherwise your channel will be just one of many 😢","author":"@yhyhyhyh2024","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"7647aab1-e795-4232-99ae-849dd7af3162","source":"youtube","source_id":"UgwTqI_I3TRKFaEkHdN4AaABAg","content_type":"comment","title":null,"body_preview":"Finish the job, President Trump! We have plenty of help to get her done!!! 👍","author":"@moodygal51","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"d1b035f6-4a7c-465a-b870-6b3a61feac4a","source":"youtube","source_id":"UgwlOKDBZ78Qwy2xrpB4AaABAg","content_type":"comment","title":null,"body_preview":"This keeps happening. Just when we finally seem to have a deal and/or ceasefire in place, something happens and we’re back at it again. I’m tired of it. I want this to be over. We shouldn’t have even ","author":"@cpuaggie","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"1467afa7-408f-4bf8-a5ff-86039ac08a00","source":"youtube","source_id":"UgyXWuDqz-vOXZ2VYSF4AaABAg","content_type":"comment","title":null,"body_preview":"So ridiculous that we have to deal with these people. If only the earth was the size of Jupiter. If only the planet was so big and they were so far away that we didn't even know they exist. \n\nA Jupite","author":"@BullionPro","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"bd4043c7-091f-4642-8a42-49e54477df15","source":"youtube","source_id":"Ugwz-OiKxYIFLdwPbZ54AaABAg","content_type":"comment","title":null,"body_preview":"It would be great if the entire Middle East would just go ahead and attack that one country that is the problem.","author":"@BreakingNVain","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"0cfc1dc6-c407-4c34-a273-3d5f26f11e6c","source":"youtube","source_id":"UgzTksdA0mx6dSsRY2V4AaABAg","content_type":"comment","title":null,"body_preview":"Turn the Military Loose on Iran. Enough this Bull Crap from these Liars Make Iran into a nice Glass Bowl.","author":"@williamzitzner","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"455753db-2e1f-4050-ada6-6e5fb0ab6db6","source":"youtube","source_id":"UgxDIlUoC4cUOMsShV54AaABAg","content_type":"comment","title":null,"body_preview":"Benny have you seen what that guy said on Iran Memri TV about trump? He referred to trump as a filthy loathsome creature, then a second time called him a filthy creature. He said religion has sanction","author":"@jonesdarryn1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"8cc2f05f-9eb8-42cb-b78e-d8805b43d0a3","source":"youtube","source_id":"UgyQSXnmkX2ZUo6i5XV4AaABAg","content_type":"comment","title":null,"body_preview":"All these places who have been bullied by Iran are finally standing up for themselves because they see that Iran is done. Otherwise, these places wouldn’t have done anything which leaves me to believe","author":"@IvanTT-z7v","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"0c1b1a03-c973-4811-b64d-5b2039265e3e","source":"youtube","source_id":"UgxWU7-S8ZKqCs0cHjF4AaABAg","content_type":"comment","title":null,"body_preview":"Will there ever be peace in the middle east . Not while Iran exists","author":"@Wolfx007michaelsavi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"4971488e-c764-4591-83ea-9b6df72716ba","source":"youtube","source_id":"UgwHTBzIG1Zf7CLis1B4AaABAg","content_type":"comment","title":null,"body_preview":"The best nation states to resolve the Iran problem are other Arab nations.  Arabs know best how to deal with a rogue Arab nation.","author":"@lorengreenwell8493","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"468650f8-449a-457f-a31b-1214e5b6a782","source":"youtube","source_id":"UgwmQXO8YVRXM5F9MHV4AaABAg","content_type":"comment","title":null,"body_preview":"They never honored a single agreement they ever made they more than deserve it.","author":"@loreicmaster","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"0d2d093d-9b55-4399-be0f-5d82b9bbd903","source":"youtube","source_id":"UgxHprOfOSf_JD-ogEp4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t believe any of this. I thought we crippled Iran and took out their whole Navy.","author":"@CherylHarrison-u7b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"ed3c5c7a-4967-4c0b-ae91-2675f5956609","source":"youtube","source_id":"UgxCRsPK-m303bklmYh4AaABAg","content_type":"comment","title":null,"body_preview":"Dissolve the entire country into individual providences.  It's a terrorist state.","author":"@JamesWhittaker-jz1tg","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"dbfb78ad-d7f2-4e05-87f6-0c91b447dd08","source":"youtube","source_id":"UgwSF6ZEXWZNyfWH_VF4AaABAg","content_type":"comment","title":null,"body_preview":"He was rushing to see the Conor fight like everyone else.","author":"@forgivemylaughter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"6a5780cc-9042-4f27-a53c-a0b96958785b","source":"youtube","source_id":"UgzI5mgMcBOd2UvhbP94AaABAg","content_type":"comment","title":null,"body_preview":"I'd rather we take care of business right now while we still have Trump in office","author":"@phillipmoreno4550","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"04a97560-81bf-4743-9e4e-1b3c95936b0a","source":"youtube","source_id":"MNTW1CCYYK0","content_type":"post","title":"🚨Trump RUSHED Back To White House as Entire Middle East ATTACKS IRAN | Nothing Left…","body_preview":"Here we go..\n\n\nIf you want to help support independent journalism, become a Member:\nhttps://www.youtube.com/channel/UCLdP3jmBYe9lAZQbY6OSYjw/join\n\nFOLLOW BENNY ON SOCIALS:\nhttps://www.bennyjohnson.com","author":"Benny Johnson","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MNTW1CCYYK0"},{"id":"367f5b94-754a-446a-b62b-6d9768fd0719","source":"youtube","source_id":"Ugw-wAVj0RoHXJviAdJ4AaABAg","content_type":"comment","title":null,"body_preview":"This set the precedent for the other cases.  They’ll all go free. 🎉","author":"@markrchamb","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"35b8e39d-8d2a-4f61-836b-5a940948359e","source":"youtube","source_id":"UgwJ8vW27VnpJJh7C_l4AaABAg","content_type":"comment","title":null,"body_preview":"Civil action against the agents & agency that arrested Davey?","author":"@JB-ek4yx","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"0ba2b4a2-c3ac-4f82-9b83-389e7c473e1a","source":"youtube","source_id":"UgyYIr5c5kG41qgybrJ4AaABAg","content_type":"comment","title":null,"body_preview":"If anyone that have lying eyes? It's Trump and Burgh!!am! 😂 GOD HELP U.S.!!","author":"@joecountry8397","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.6043956043956044,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"7d41f026-49f8-4f20-b1ca-389557828870","source":"youtube","source_id":"Ugw26mncPeepb1MrUZR4AaABAg","content_type":"comment","title":null,"body_preview":"Find Forrest Gump and arrest him for running to Jenny through the reflecting pool!  How far we have come.","author":"@spagerrhowtaf8673","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"c79f46cd-874c-4098-a981-0247c6f9cc83","source":"youtube","source_id":"UgzlIvKZVXL1rBsibsx4AaABAg","content_type":"comment","title":null,"body_preview":"I'd argue it is Pirro who fell flat on her reconstructed face.","author":"@LeslieJayBoschPhoto","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"8e0f60c8-e86d-436c-b65c-25cbe63c44e8","source":"youtube","source_id":"UgxhtYrqobcqD3ke3ud4AaABAg","content_type":"comment","title":null,"body_preview":"Those sorry excuse for humans are just plain DUMB and Stupid 😤","author":"@BlondellSnowden","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"48732427-c6df-49f5-810e-b652d28854d1","source":"youtube","source_id":"UgyJU1zLhec9Tia0uR54AaABAg","content_type":"comment","title":null,"body_preview":"He puts his name up and bankrupted EVERYTHING he hung his name on PLUS the ones he invested in! He is Bob the Bankruptor","author":"@michaelr3282","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"b2421e00-66c7-418b-b5ad-e1c6eecf64a5","source":"youtube","source_id":"UgwBnd_HIfyq1YVYiPd4AaABAg","content_type":"comment","title":null,"body_preview":"The Trump DOJ should pay ALL legal expenses that this poor man had to dish out.","author":"@swissneva1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"3cea0f3b-8bdd-48ae-bf74-51ebc5b682b3","source":"youtube","source_id":"UgxpB1gHCE_mYBqgpHh4AaABAg","content_type":"comment","title":null,"body_preview":"I wish the Olympian would walk over to the reflecting pool and take a piss in it!! with both middle fingers in the air","author":"@RyanWehr","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"20316f8f-4b4e-43a8-ad45-b8386100be7e","source":"youtube","source_id":"UgzEBxXv5L-xwsp7FK54AaABAg","content_type":"comment","title":null,"body_preview":"As Trump violates the Constitution daily, the people should violate the same, and pull him out of the White House by the seat of his pants!!!","author":"@truth-f2z","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"28bf68e3-7e94-4884-8b6d-f90cc4f6b1f9","source":"youtube","source_id":"Ugys2ls9ZbUTG3FHx_t4AaABAg","content_type":"comment","title":null,"body_preview":"Eat out heart Pirro who wanted this person In jail for doing nothing to that pool, of course Trump and his Republicans have to blame someone for their own mistakes. Trump just continues with his lies.","author":"@irene617","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"004b6747-cbd6-409d-baa3-316484d8171d","source":"youtube","source_id":"Ugyz2tl41dJjG0PPUyl4AaABAg","content_type":"comment","title":null,"body_preview":"that was one crappy box cutter , not a straight cut any where","author":"@williamC-y3f2f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"6dcdcd5b-3340-4177-9b86-e5e4a3e08ce1","source":"youtube","source_id":"Ugz2KPNvbY120yWuP5d4AaABAg","content_type":"comment","title":null,"body_preview":"Why can’t Trump just say it didn’t work and we’re going to try again.The goal is worth it.","author":"@BlackII1978","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"11f854d8-9ff9-4bc4-933a-998e93e410c5","source":"youtube","source_id":"Ugw99ZJ-0k37KBsfLm54AaABAg","content_type":"comment","title":null,"body_preview":"I would  go right back to the pool and piss in it! at least piss is sterile","author":"@arlodimetrio6087","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"d4fa6944-4ba3-4878-a8f2-a0759a5c2228","source":"youtube","source_id":"UgzYn05ISPRobJkw6954AaABAg","content_type":"comment","title":null,"body_preview":"With the fuhrer as dictator,our very lives are at risk.","author":"@robertellis333","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"9b4f45bc-8555-4ac3-9846-a5c1dd7cf446","source":"youtube","source_id":"UgxHBclFMVLA29TWiBJ4AaABAg","content_type":"comment","title":null,"body_preview":"Let's hope Dave Hearn sues the crap out of all of them!!!!!!!!!!!!!!!!!!!!!!","author":"@HappyClappyMe","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"d799e8f1-49d1-46bb-8004-c5b01c0ea469","source":"youtube","source_id":"Ugw0tkRt_QUusKuEdrV4AaABAg","content_type":"comment","title":null,"body_preview":"Of course he walked free. He should sue for false arrest. Where were them jack boots on January 6th? Oh yeah, they were the ones attacking the nation's capital!","author":"@reded1905","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"a838ef34-b694-465f-9d77-58a49b30c068","source":"youtube","source_id":"UgxuOhHyRuRxrTC3gO94AaABAg","content_type":"comment","title":null,"body_preview":"We Stand with you David. We Stand for the UNITED STATES OF AMERICA and the GOOD PEOPLE OF THIS EMPIRE. maga must go. David you should sue the trump and his fbi for false accusations.","author":"@kudikudi-gc4gt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"a3163024-93cc-4e75-bde6-569997640241","source":"youtube","source_id":"Ugzto3ZiZQuODDmaCOZ4AaABAg","content_type":"comment","title":null,"body_preview":"One of the original \"Seven Wonders of the World\" is the Taj Mahal. It has a functioning beautiful reflecting pool. Now remember the name of that bankrupt casino in Jersey. This reflecting pool is \"ref","author":"@sandburgmartin7947","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"658361da-8eb6-42df-8487-66af299c54cb","source":"youtube","source_id":"UgwZlIC5Ix--boE9C7h4AaABAg","content_type":"comment","title":null,"body_preview":"IN THE FUTURE - Authors will  get very rich- hitory will record and report the tyranny of trump- he is also a putin ally.","author":"@pierrerochon7271","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"9af5a381-e554-498f-ab14-360277c132c9","source":"youtube","source_id":"UgxXUfK5T9UpPvI3a8h4AaABAg","content_type":"comment","title":null,"body_preview":"Case should have just been dismissed ! It’s pathetic he was even charged when we all know who the vandal is !! You don’t run 15 cars over a painted pool ( or whatever that guy did) when the paint hasn","author":"@henri7054","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"d4fe80e5-0026-4a30-92fc-df8f16bd1f66","source":"youtube","source_id":"V2U1mSND5jY","content_type":"post","title":"Trump EMBARRASSED as Judge Releases Fmr. Olympian at Reflecting Pool Arraignment!!!","body_preview":"Popok reports on a DC Superior Court Judge rejecting calls by the DOJ to set a high bond for former Olympian Davey Hearn accused of \"felony\" destruction of the Reflecting Pool, and also let him walk o","author":"Legal AF","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=V2U1mSND5jY"},{"id":"a4a954c0-c313-4976-bc25-06e3ca8fcb1a","source":"youtube","source_id":"Ugy156yu5j2Zmm2N0AF4AaABAg","content_type":"comment","title":null,"body_preview":"This is just a repeat Of Sweden, UK, Germany, France, Poland attacking Russia because they find Russians inferieur and think they can just grab Russian resources. This war achieves nothing for Ukraine","author":"@ricardoblikman2676","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"48730b64-acfd-4841-9bfa-297157902d27","source":"youtube","source_id":"UgyfTR23GK9PtmQrbkh4AaABAg","content_type":"comment","title":null,"body_preview":"They just took out 100 ships in just 6 days. \nUkraine will send Russia to the stone age, Russia will become worse than North Korea","author":"@turneaandrei","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"8a22903f-16c1-43ce-8a49-bf11ac72f5d3","source":"youtube","source_id":"UgxcvdncH68RUH-UljZ4AaABAg","content_type":"comment","title":null,"body_preview":"This video seems... pretty oblivious of the US defense sector.  He's talking as if defense startups like Anduril haven't been sweeping up defense contracts because they are low-cost/high-scale.  It ma","author":"@jeffmorris5802","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"7943931b-fbcb-4890-98da-fe2d55c0b3e7","source":"youtube","source_id":"UgxnX6qMKgM-dmJIzZl4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick, all that being perpetrated by Ukraine and the EU is unnecessary and dangerous. Russia does not have infinite patience and the USA will not defend Europe if Russia decides to teach Europe a le","author":"@biulaimh3097","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","lack_of_platform_voice","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"34986f0d-4564-4b43-8f39-d6db33383193","source":"youtube","source_id":"UgyuQvr8noDugliOKVp4AaABAg","content_type":"comment","title":null,"body_preview":"Who knew the bright side of this war is that American defense contractors are losing money and might lead to changes in defense spending for the US. Economies are whack.","author":"@imaginyou4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"7cacf57b-8202-43e4-90fe-a535270c6df1","source":"youtube","source_id":"UgyMTuwRqfBsOyq-REp4AaABAg","content_type":"comment","title":null,"body_preview":"Normally I watch your channel for a perspective beyond mainstream, this video was like watching CNN, no nuance.","author":"@kansme","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"542b4940-37df-4737-8491-1c4c2336ea33","source":"youtube","source_id":"UgzJ8FN2CUCUTyapp814AaABAg","content_type":"comment","title":null,"body_preview":"It's not Ukraine on itself. It's NATO delivering weapons and drones as the intelligence. Now that Iran war is pushing oil to a crisis, suddenly Ukraine attacks Russian oil infrastructure? Coincidence?","author":"@pirminborer625","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"facbcb74-13d6-43ac-8575-0c0e4a529b98","source":"youtube","source_id":"Ugy2M95QjWOOzoRCcvN4AaABAg","content_type":"comment","title":null,"body_preview":"From rap to rats (to some economics) - Patrick is a true Renaissance man.","author":"@mufasaputasa3599","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"2113193c-1305-4602-90bd-9e00e386e5a7","source":"youtube","source_id":"UgyYaDSt_XJy64TMK814AaABAg","content_type":"comment","title":null,"body_preview":"And this is officially the moment when this chanell (which initially showed promise) jumped the shark...such a shame...","author":"@danieltanev4270","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"86b61e33-8cea-4a06-b039-0cf5da287596","source":"youtube","source_id":"Ugy9L5Qoe3fo0_QFH7t4AaABAg","content_type":"comment","title":null,"body_preview":"if the western world could keep its nose out of foreign border disputes this would have ended years ago.","author":"@Joe-Przybranowski666","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"b0b393bf-2a5c-4491-ba22-896455f32b07","source":"youtube","source_id":"UgzKZXm-awNGs3CA3BJ4AaABAg","content_type":"comment","title":null,"body_preview":"No, just Ukraine and we keep sending them money for some reason. Like the money needs to be washed or something...","author":"@MAC-1230","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"17da5f10-7ac9-46f3-853c-d6ee3596dc50","source":"youtube","source_id":"UgycGOefbJccoR0zIFh4AaABAg","content_type":"comment","title":null,"body_preview":"I’m surprised you didn’t cast sunshine on the nebulations around Nabiullina","author":"@ferdivanheerden2654","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"b7535038-490f-4488-b6c0-c6dfe513dbc1","source":"youtube","source_id":"UgzQAlQba14P8tSRztp4AaABAg","content_type":"comment","title":null,"body_preview":"Patrick is very funny with his dry and straight-faced delivery.  Love his channel.","author":"@LeslieS-b1w","classification":"human_created","confidence":0.85,"indicators":["absence_of_ai_signals","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"09f2b3a8-aadb-4f1d-ad0c-5b4848b4956b","source":"youtube","source_id":"UgwQaUK3xDEKPAL0AJR4AaABAg","content_type":"comment","title":null,"body_preview":"“This isn’t a theology channel”\n\nYeah, this is a rap mogul’s weekly diary","author":"@codywolfe1103","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"11e0e3ae-734c-4eb5-b3bd-9d8624d16c89","source":"youtube","source_id":"UgwW68nB3uKKclnNHZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Tucker and Candace going crazy at the same time was a bit wild to me.","author":"@briang7030","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"4bd09dc6-4f1a-451e-ae60-2ed9a53bee81","source":"youtube","source_id":"UgwLtAWxqI6HpvIupFV4AaABAg","content_type":"comment","title":null,"body_preview":"citing german government propaganda from kiel as facts? join the masses of deluded westerners","author":"@irrel3vant4545","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"7d23f731-4eb5-4896-9353-a7959428b052","source":"youtube","source_id":"Ugyc_8NCKEHb-KhW80d4AaABAg","content_type":"comment","title":null,"body_preview":"33:20 The Economist article is fantastic - the guy studied quantum mechanics after being a teen in near Chernobyl, and fasts for 28 days - that's some dedication to the fertilizer industry. After glas","author":"@ChuckSwiger","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"43b87c65-eb7b-424b-8725-a79c58a97ee0","source":"youtube","source_id":"Ugyy7Fl6kdIcXaVj5X54AaABAg","content_type":"comment","title":null,"body_preview":"31:20 that shocked me, You pronounced Budapest properly, I loved that attention to detail. ❤","author":"@Koviub1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"a80fc232-3096-438a-b154-a4bb720e2212","source":"youtube","source_id":"UgzHTmHUYHTbn6bAvfd4AaABAg","content_type":"comment","title":null,"body_preview":"14:00 \"This isn't a theology channel, whatever the comments keep insisting.\"   😆","author":"@Nothing_Special_over9000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"5e10febd-e2c0-4308-9110-dfedca0b2893","source":"youtube","source_id":"UgznaOctbzNDd6nrw6l4AaABAg","content_type":"comment","title":null,"body_preview":"The lesser of evils seems to be the only options offered to the genereal public and especially those who will suffer the most. The Kiel Institute report \"Ukraine's Endgame\" cited is funded by EU subst","author":"@BhearNow","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","hedge_stacking","lack_of_platform_voice","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"09a47ea8-e9eb-47de-9ad7-81edf6fd6f8b","source":"youtube","source_id":"UgzlCjcDU-O8iT226IR4AaABAg","content_type":"comment","title":null,"body_preview":"\"   I know not with what weapons World War III will be fought, but World War IV will be fought with sticks and stones.\"\n---Albert Einstein","author":"@irkallaLustre","classification":"human_created","confidence":0.7,"indicators":["direct_quote","absence_of_ai_signals"],"bot_score":0.6615384615384615,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"5fc53e61-64de-4a6f-8482-5f80eb12c8ad","source":"youtube","source_id":"UgzeXbJTK0b2EvxMISt4AaABAg","content_type":"comment","title":null,"body_preview":"All we can know is that we know nothing. And that's the height of human wisdom.\n\nLeo Tolstoy, War and Peace","author":"@irkallaLustre","classification":"human_created","confidence":0.7,"indicators":["human_indicator_quote_with_commentary","human_indicator_terse_reply"],"bot_score":0.6615384615384615,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"e427b1b5-635c-45d1-bebf-430b4b9e81f4","source":"youtube","source_id":"Ugz_gjtchpHqca4UugB4AaABAg","content_type":"comment","title":null,"body_preview":"Don't underestimate Russia's the ability to sustain damage. They can end this war any time they want, but still they show no signs of that, so we can assume they feel they can weather Ukraine's attack","author":"@Zwia.","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"7d8671fb-710d-4a10-8619-268cd402054e","source":"youtube","source_id":"UgwWNNpXILFM6mgaApt4AaABAg","content_type":"comment","title":null,"body_preview":"Go to http://ground.news/pb for a better way to stay informed. Subscribe for 40% off unlimited access to worldwide coverage through my link.","author":"@PBoyle","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"6b2e5d5a-5bb3-410f-9155-fe797d7234eb","source":"youtube","source_id":"cRiOkQ1ngAM","content_type":"post","title":"Is Russia Actually Losing?","body_preview":"Go to http://ground.news/pb for a better way to stay informed. Subscribe for 40% off unlimited access to worldwide coverage through my link.\n\nRussia's war economy is running out of road. Ukrainian dro","author":"Patrick Boyle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","external_links_with_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cRiOkQ1ngAM"},{"id":"50c8ca4d-53c0-446c-81f2-3a538f7988e7","source":"youtube","source_id":"UgwBIF59nBQYSYhCDo94AaABAg","content_type":"comment","title":null,"body_preview":"They will never make an agreement! Just get it over with. There's a reason for the saying you can never negotiate with terrorists. Stop going and thinking we're the same. They don't have the same ment","author":"@forestmonster633","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"2c95465d-0e1e-435c-9b6b-1d66b82c4bd1","source":"youtube","source_id":"UgzkQnt30W_wE4aB4ix4AaABAg","content_type":"comment","title":null,"body_preview":"My biggest concern/question is what happens when we have no more artillery for the bigger war takes place, that nobody is paying attention to 😑 like china and Russia, because if we fail, it's not goin","author":"@Ramon-m9m","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"81dc9488-ee91-4c6f-ab16-77916061bbee","source":"youtube","source_id":"UgwNYA2v8Drk4NksDMV4AaABAg","content_type":"comment","title":null,"body_preview":"Like in the old days of medicine, blood letting is the cure.😮","author":"@Stuart-m1h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5985347985347985,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"b7da09c3-b6f9-4baa-af49-f9badcda82e3","source":"youtube","source_id":"Ugz49L_8dhonYU7cbeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Is it coincidental, in 1947 Palestinians ousted and their homeland stolen by Israel/Britain under UN resolution 181. It's been  47 years (1979) since the USA started its hateful warfare against the Ir","author":"@jascam1","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","suspiciously_balanced","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"0ea4f261-27f0-42ce-adb4-14f517bc5a03","source":"youtube","source_id":"Ugwrgz_KvQ2qfPZJVuN4AaABAg","content_type":"comment","title":null,"body_preview":"Go get them Pete! Make them Pay for their assault on the U.S. and all of their neighbors! I would love to see\nThe Nations surrounding IRAN attack them in Unison. They need to rescue and save those Ira","author":"@Larrycoho","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"2ed54024-3d43-43b3-87ed-11aa050501db","source":"youtube","source_id":"UgwcVVstrc2tPIB4yJd4AaABAg","content_type":"comment","title":null,"body_preview":"Pete Frabreath, the modern day Raynald de Chatillon.  He serves the king of modern day Guy de Lusignan.","author":"@majorcalvary6515","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_historical_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"472a3e2f-523b-4f31-b761-6f9830041e00","source":"youtube","source_id":"UgypMHcayJRoCNJ_t8l4AaABAg","content_type":"comment","title":null,"body_preview":"Now they must pay? More like now we must pay. A million dollars for everything we hit.","author":"@slottibarfast5402","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"309f5084-4ca1-41e5-b320-f0df615e5737","source":"youtube","source_id":"UgxBGIO48GLCdr1Cngl4AaABAg","content_type":"comment","title":null,"body_preview":"We're targeting the wrong country this is the war israel wanted to expand the greater Israel project, this in no benefits the us or the world,Israel wants to be the only country in the middle east tha","author":"@rusty7498","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"db42298e-8fff-4be2-80c7-015815010654","source":"youtube","source_id":"UgxZ9EsexcVWdOB4zMV4AaABAg","content_type":"comment","title":null,"body_preview":"The US should be ashamed and start the war on Iran again... it's a bandit line... what can you get out of it... I doubt the China-US trade deal is a reality. You can shoot a white arrow at it... ↗\n\n-T","author":"@Chloé-Elel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"ffa24f53-2494-487c-8ac3-b03248bad202","source":"youtube","source_id":"UgyHgreFUp7xFamGhRp4AaABAg","content_type":"comment","title":null,"body_preview":"Hit their oil storage - That's all they care about -","author":"@Mike75Hj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"f734293c-3061-4feb-aea1-c8fdb687ddb1","source":"youtube","source_id":"UgznFMSgczx5osVSMKl4AaABAg","content_type":"comment","title":null,"body_preview":"The airlines will run out of aviation fuel if Netanyahu tells trump to start war again","author":"@Chrislocklin-p1j","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"b5561b4c-69cb-4f92-974f-db33b5dcb2f9","source":"youtube","source_id":"Ugx0NdkEKXvJhe1GJoB4AaABAg","content_type":"comment","title":null,"body_preview":"The idiots running the war for the USA are losing already. This was all a bad idea.","author":"@Onntv777oh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"3b4359e4-39c1-4dd6-8ea1-5b3e952222b7","source":"youtube","source_id":"UgwrWPsSCgPRZ1S_rzt4AaABAg","content_type":"comment","title":null,"body_preview":"Blow bridges oil refiners power grids. Communications no money make people unhappy","author":"@bryanbrowning7916","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"f39cf282-63c9-4d45-8ff9-e04557ec83ee","source":"youtube","source_id":"UgwIv7mgBiS3r0n9L9t4AaABAg","content_type":"comment","title":null,"body_preview":"Trumps  Ukraine and Americas folly . Welcome to the world of christian nationalism","author":"@richardnunziata3221","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"646f033f-f876-40ad-8cc6-7d539079e9c8","source":"youtube","source_id":"UgzsHq0KhEC985VYUi14AaABAg","content_type":"comment","title":null,"body_preview":"I believe Iran is stalling as much as possible, anyway they can. And I wouldn’t put it past them to be using the time to at least build a dirty bomb in the few nuclear facilities they have left.  It i","author":"@howdiedoodie8587","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","hedge_stacking","lack_of_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"61a63e87-0672-482f-bd50-56d24ebbaefc","source":"youtube","source_id":"UgxoX7gIhcBNrU4xEhV4AaABAg","content_type":"comment","title":null,"body_preview":"Trump said we wiped out all their weapons and won the war. Wait a week, he will declare we won the war again.","author":"@erics5847","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"908b3cdb-f64c-4e08-b23b-2445dacfa900","source":"youtube","source_id":"Ugy0-cuRHxzZA1KbSwF4AaABAg","content_type":"comment","title":null,"body_preview":"“Learn war no more”Isaiah 2:4 Micah 4:3 \nJesus said to love and pray for our enemies not to kill and hate them .","author":"@choctawcat5676","classification":"human_created","confidence":0.7,"indicators":["quote_with_commentary","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"dae4e15e-91a7-42b7-9096-f69a13a76e66","source":"youtube","source_id":"UgySA8l-MUhDnxld6954AaABAg","content_type":"comment","title":null,"body_preview":"Why? Why did they start this war that is not a war???!","author":"@1BJM","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"32516085-979c-4313-a3b5-e056ac4111c4","source":"youtube","source_id":"UgwCeRw9GJGpQZlDU-N4AaABAg","content_type":"comment","title":null,"body_preview":"Hegseth is a complete MORON. TRUMP SHUTDOWN WHITE HOUSE. Iran bombs USA bases in Middle East. KARMA CALLING. BIG TOUGH GUY. NIXON PARANOIA. HIDING UNDER THE BED","author":"@djrebuke","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6351648351648351,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"7a472c0f-94c9-4f54-b255-f5d0fc1ae7aa","source":"youtube","source_id":"Ugw2IN1T9k9Xe8R1Ecl4AaABAg","content_type":"comment","title":null,"body_preview":"EPIC FLOP. NO STRATEGY. NO KINGS. Depleted ammunition just like COVID medical supplies. ABSOLUTE MORONS. Fire these USEFUL GOP IDIOTS","author":"@djrebuke","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.6351648351648351,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"507dbbcf-0c55-4cad-8876-fa45de241163","source":"youtube","source_id":"RZoDAmCeRUY","content_type":"post","title":"'Now they pay,' Hegseth says after U.S. strikes Iran following Hormuz closure","body_preview":"U.S. conducts strikes against Iranian assets near the Strait of Hormuz. The strikes come after the IRGC allegedly fired a missile at and heavily damaged a commercial ship attempting to transit the Str","author":"LiveNOW from FOX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","direct_information_sharing"],"bot_score":0.2219372364755693,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZoDAmCeRUY"},{"id":"518600bd-f14e-436a-b56f-e0147cffeed9","source":"youtube","source_id":"Ugyeor6-DBhn4TkavIh4AaABAg","content_type":"comment","title":null,"body_preview":"I’m glad to hear Burgum feels he’s not above the law.  He’ll look good in a red jumpsuit for what he is doing to this country.","author":"@Happ465","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"1ddd470c-fc67-4d81-9a40-2d34571e3580","source":"youtube","source_id":"UgxtHtAgr3HxSxJVccx4AaABAg","content_type":"comment","title":null,"body_preview":"Democrats put Hundreds of people in jail for 4 years without a trial. Some of them literally walked through open doors with capital police escorts.","author":"@4672159","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"cedc40ad-5833-4579-8e66-1b1b8e80582b","source":"youtube","source_id":"UgzH99qHF2HKDVvn33x4AaABAg","content_type":"comment","title":null,"body_preview":"Damn straight he deserves it! CNN IS PATHETIC! Keep up the shitty work SCUMBAGS...","author":"@williamlawrence3424","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"7b4c8754-395d-4dac-9fb7-a838b2a2dfad","source":"youtube","source_id":"UgyDTKHmEV8oOTUPkDB4AaABAg","content_type":"comment","title":null,"body_preview":"someone caught on camera cut the liner probly with a box cutter but this guy couldn’t rip a piece off with 1 hand so he used 2 hands. this guy deserves 30yrs to set an example","author":"@vegaswindman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"772614ad-f438-40a9-9dc3-22b75081f844","source":"youtube","source_id":"UgyvhiysoCx1e4auSEF4AaABAg","content_type":"comment","title":null,"body_preview":"So should people get 20 years for walking  into a federal building with the cops holding the door. Hypocrite much. 😇","author":"@phantom7crossrose148","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"61fd3e86-6637-4765-ae83-1b75c7a18c90","source":"youtube","source_id":"UgwtUvcOxRYBiXuvdkZ4AaABAg","content_type":"comment","title":null,"body_preview":"Don't do the crime if you can't do the time.  Do wop do wop","author":"@therealist-m5m","classification":"human_created","confidence":0.7,"indicators":["terse_replies","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"86ff6d41-5ba4-4c3a-8643-f480182f3e25","source":"youtube","source_id":"Ugwl68Gz1z6ZO2H0jhF4AaABAg","content_type":"comment","title":null,"body_preview":"Dana gets educated  time and again.  Probably a liberal otherwise Dana wouldn't be trying to  cover him  !","author":"@ivanmiller815","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"50c8f9c1-ed84-4f47-bfd3-704f4ba2b83f","source":"youtube","source_id":"Ugz4-6TYdae6DzQ9fb14AaABAg","content_type":"comment","title":null,"body_preview":"Come on, dumbocrats never get a maximum sentence.  They hardly ever get a sentence at all","author":"@76006linda","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"556299bf-a00c-4eb4-adac-d9f5bc187cbc","source":"youtube","source_id":"UgyC_aPRGlg0T4Hfwtt4AaABAg","content_type":"comment","title":null,"body_preview":"This might actually be right and a based response if our entire government of pdf files and treasonous and seditious cnts went to prison or faced firing squads as they are meant to.","author":"@billbrobaggins221","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"6ea54bcc-8d53-4a3d-af2b-acfdd3116f31","source":"youtube","source_id":"UgzJUm1z0y5nHrFRl7d4AaABAg","content_type":"comment","title":null,"body_preview":"how about the Jan 6 protesters who were completely innocent and spent years in a communist democrat hell.\n\nWhat about that idiot officer who murdered Ashli Babbitt. Is there a pass rule for communist ","author":"@JohndEdmond-oy9lj","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"84a56a25-dba8-4c67-a8cf-7cb5d1966736","source":"youtube","source_id":"Ugxt_GhzCKU-2DjPufJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yet the rapist still is in office, and the J6 piggies have all been pardoned.  What a horrible administration.","author":"@PGAtlanta","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"83283bef-5dc6-49bf-a356-e034b53ce61a","source":"youtube","source_id":"Ugxt2TU8vPP11FW9AGp4AaABAg","content_type":"comment","title":null,"body_preview":"Absolutely if he did this yeah go to jail send a message. You cannot be destroying property and by the way how old is this man if he did do that shame on you you’re too old to be doing stuff like that","author":"@RosemaryRojas-b4m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"d1c91e12-c6ed-4a54-9229-e873f1be1b1b","source":"youtube","source_id":"UgyjvXZ7oLhJzVaxb1l4AaABAg","content_type":"comment","title":null,"body_preview":"Then toss Trump in jail \nNo double standards \nBunch of BS","author":"@craigexsted6530","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"158b9ba2-0a47-47d4-8020-db68ed26ed71","source":"youtube","source_id":"UgwsgX0lyqkdcDGRxap4AaABAg","content_type":"comment","title":null,"body_preview":"Quit f#@$ing around you know damn wel he didn't do anything. Qnd Trump Fred up and covering his ass. You're really going to stoop that low and put somebody like that in prison.","author":"@peternelligan5854","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"b2993356-6ad8-48d2-a165-6f1d66b9be3f","source":"youtube","source_id":"UgzKQ-AASNCapdgGikR4AaABAg","content_type":"comment","title":null,"body_preview":"Bash is a joke...saying she is a journalist is too funny!!! Propaganzist probably!!!","author":"@maxineminton5409","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"12b40060-653c-414c-8988-ecf52a853809","source":"youtube","source_id":"UgxbOo25RSAjQR-v74d4AaABAg","content_type":"comment","title":null,"body_preview":"Why have we courts at all if someone says they are innocent. How often do criminals \"tell you 'yes I'm guilty' when questioned? We do need the courts to decide this stuff. The dimwit announcer claims ","author":"@trumpwatch9700","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","missing_platform_voice","conspiracy_theories","lack_of_personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"58936ffd-3d30-46c6-bdbf-039f75da44f1","source":"youtube","source_id":"UgzBA95eyprYlln5PXl4AaABAg","content_type":"comment","title":null,"body_preview":"These leftist so called journalist are so despicable!!!  Propagandist POS!! HE SLAYED HER WITH HIS RESPONSE, BLESS HIM !","author":"@lol4u-y7n","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=91bXXlgMgsk"},{"id":"20f1fc80-5c94-4b96-a05a-7584388419a2","source":"youtube","source_id":"UgxNlSbFqAZdGW1PeJJ4AaABAg","content_type":"comment","title":null,"body_preview":"President Donald Trump did the right thing and he and his Great team are Chosen by God for this Great Mission,  Who God Choses He Equips for the Mission ☝️💪🙏","author":"@Charlotte-g2j2i","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"d0c58e40-27d5-4034-95af-7d8ce1c66ba5","source":"youtube","source_id":"Ugy90RcLV7vn2QwQ7S94AaABAg","content_type":"comment","title":null,"body_preview":"He should deal with Mandani trying to meet with Iran.","author":"@lissetterivas1192","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"d86c47ee-f235-4bcf-94d3-8e9b4f875e48","source":"youtube","source_id":"UgzZq5QmGWWpnucZPc14AaABAg","content_type":"comment","title":null,"body_preview":"I think karg Island would be an excellent place for the Marines or the United States army to plant 6 to 12 of these new laser ground to air defense units and then enough troops to defend them and just","author":"@bobreil7464","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"d9fe6152-0599-4948-8808-3df7f1fde395","source":"youtube","source_id":"UgxMtyiL63o5Q8PhSM94AaABAg","content_type":"comment","title":null,"body_preview":"It's hard to produce drones in a factory when you have no electrical infrastructure. The people I feel bad for are those who are in hospitals the civilians those people who rely on the electrical syst","author":"@bobreil7464","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"761a72bb-fcc9-40f0-a9e2-26c807a54652","source":"youtube","source_id":"UgxMyJ7E1qZhJ4pc9rh4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't vote that bastard to start a war it was to deport imagrints u don't hear anything about it now and what happened to lowering prices and make things better not blow up and pay them to rebuild la","author":"@markborchert1950","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"54fe36d4-961f-45e3-8ae6-e8f81415331d","source":"youtube","source_id":"Ugwk_tzlofhBDPQ8kdB4AaABAg","content_type":"comment","title":null,"body_preview":"But didn't US Agency say IRAN was not near a Nuclear Weapon. Then Missiles on the IRANIAN while in meetings in Qatar ( which is a Partner with US & Holds Majority of Peacemaking Deals ) who did this..","author":"@Seemo-45","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"4e800e76-90ac-4e20-8be8-484e455ba60d","source":"youtube","source_id":"UgwicHgTnhB9zO8gBAh4AaABAg","content_type":"comment","title":null,"body_preview":"Good bye issi & Hezbollah & hamas RIP 😮🚀☄️😃🙊🙈💨💫💥🔥🕳️🛢️⛽🛑🚧🧭⚓⛴️🗽✈️🏈🏐🎾🏀🛹🎯🎰🇺🇸🇻🇮🇻🇦🇵🇷🇵🇲🩷","author":"@ralphnavarre5603","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"65f98be2-de78-4ed9-8b62-a9769280311a","source":"youtube","source_id":"UgwYSm0UM3Z61cBrpy14AaABAg","content_type":"comment","title":null,"body_preview":"Dude, I use to like your videos but I see you have ur head right up trumps booty. Everything Trump says he’s projecting.","author":"@user-b8w7v","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"d688aeb1-eb18-499f-a66a-cb9365f77718","source":"youtube","source_id":"UgxSw0gg6NfN5Owu7yx4AaABAg","content_type":"comment","title":null,"body_preview":"The situation can take care of itself if they start dropping massive numbers of guns and ammunition for the Iran people to use instead of bombs. Iranian people can't win their freedom because they don","author":"@markallen6244","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"9bb31158-693b-4951-99b6-4dcd4b4b0949","source":"youtube","source_id":"UgzHruuBCcRq7UEO1Ph4AaABAg","content_type":"comment","title":null,"body_preview":"All Iranian wannabe decision makers need a card handed out to them stating consequences of braking each deal","author":"@2coryman","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"34fc46db-7cdb-40a7-a0dc-982ddd22f9a3","source":"youtube","source_id":"UgwLKFwkF7cHJek0NXR4AaABAg","content_type":"comment","title":null,"body_preview":"Iran doesn’t have nuclear but it’s Israel that does. You are so lost here on this channel.","author":"@davidsigda5821","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"56764309-547f-4766-953b-3d2af542e52e","source":"youtube","source_id":"UgwrdHARZvVCP3b-wuF4AaABAg","content_type":"comment","title":null,"body_preview":"The same mentality is true of the Democratic party and the leftards!   \nNo more negotiating with them either.","author":"@joeavelar2222","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.4125592943966795,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal 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mire.","author":"@harryfairman9766","classification":"human_created","confidence":0.7,"indicators":["biblical_allusion","terse_reply"],"bot_score":0.5853479853479853,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"6bb7f7c9-dad0-4503-932e-977029ca9fb8","source":"youtube","source_id":"UgzQIpEgSO3ER_Hs6nV4AaABAg","content_type":"comment","title":null,"body_preview":"This war is a  failure,  nothing good  is coming from this war,","author":"@FredricHensley","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"0781ff2d-147f-4a35-b7e0-6e3ebcb7cf78","source":"youtube","source_id":"UgxlNCIFf2PcN9AUff14AaABAg","content_type":"comment","title":null,"body_preview":"This president is the best liar every they are making money on stock up and down up and down and you’ll dumb for believing it","author":"@MusicHotTopics-85","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.36410256410256403,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"f0828daf-97bb-4d50-995c-dd9075b0e74b","source":"youtube","source_id":"UgzQgSDsjnDl4-MeIyV4AaABAg","content_type":"comment","title":null,"body_preview":"They supposedly been building nukes since I was kid how can you’ll be this dumb","author":"@MusicHotTopics-85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.36410256410256403,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"35842f2c-520d-4271-ad9e-3ac9882ca804","source":"youtube","source_id":"Ugx4NZlwnA6upuPDpyJ4AaABAg","content_type":"comment","title":null,"body_preview":"Four days later IRAN came back, makes tRump the liar 😅😅😅😅","author":"@Dorothy-o8n4d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"b0e62bc5-76ce-412d-b049-e35bacfa36a7","source":"youtube","source_id":"UgzIi0wJsNTHHt9odnB4AaABAg","content_type":"comment","title":null,"body_preview":"Is deals are no good just like his business how many bankruptcies Andy Runs our country  hmm","author":"@JamesCapps-p4n5v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"2b749d11-9b5f-4a5b-8cd1-eb2db69fe3f0","source":"youtube","source_id":"UgwWpkcM9OtBjGKdsnJ4AaABAg","content_type":"comment","title":null,"body_preview":"Getting sick of all this western power tripping  politic 💩 blow the fkn world 🤡s so we can all live in peace or stop faking shit","author":"@trueornotnah65","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"19de0c6f-07cc-4879-9284-9ce490c91f03","source":"youtube","source_id":"Ugz7efNg11Qj383_FTN4AaABAg","content_type":"comment","title":null,"body_preview":"Doubt it, but hope regime's toys are obliterated.\n\nDon't touch the civilian's toys.","author":"@CalvertWebster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"32cbe768-8270-4880-b304-292dd46ac097","source":"youtube","source_id":"UgyAm2iUG3yesW6ZN0h4AaABAg","content_type":"comment","title":null,"body_preview":"Iran still standing,  but I guess this uploader gets his $7000","author":"@aliensyndrome4280","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"e260b131-6282-4361-bcab-cb042300f33c","source":"youtube","source_id":"Ugz2qmT0XJyRtONJSdh4AaABAg","content_type":"comment","title":null,"body_preview":"You can't make a deal with the devil  ,You'll never have a second chance","author":"@KittyWisham-k8r","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"dacc4230-1caf-4d85-b80d-452bcb51f8a3","source":"youtube","source_id":"UgzrFKrEbY6Cvvhb3SR4AaABAg","content_type":"comment","title":null,"body_preview":"I think that they are just setting up the stage,... To use Iran... To fire ) China and Russia's Giant  n u c lear w e a pons. Rocket 🚀","author":"@billscout3530","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"93882aa3-3773-4899-94b5-d279a442b596","source":"youtube","source_id":"cWV3FMr1Im4","content_type":"post","title":"Trump Just Hit Iran SO HARD… THEY AREN’T COMING BACK","body_preview":"President Donald Trump says the negotiation with Iran are now over, after they broke the ceasefire again…\n\nJournalistic report. Includes news footage for purposes of commentary, criticism and analysis","author":"Cash Jordan","classification":"human_created","confidence":0.85,"indicators":["affiliate_links","list_heavy_gear_description","platform_fluency"],"bot_score":0.277312301381257,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cWV3FMr1Im4"},{"id":"8a5be48a-9350-4b6f-9ee4-74f4a2073a63","source":"youtube","source_id":"Ugy_jtCNoiZKq-A6Hfd4AaABAg","content_type":"comment","title":null,"body_preview":"My condolences to Nolan’s parents and loved ones.  The people who did this should die in prison.","author":"@celestem4886","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"0d2baed7-8177-447a-92af-79d75b01f352","source":"youtube","source_id":"UgwuCd1feG_fThuxbYR4AaABAg","content_type":"comment","title":null,"body_preview":"Is this the hypothetical thought of the day or something?","author":"@robbieevans6536","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"e67b42f6-e697-4449-b6d1-128a0a46c9db","source":"youtube","source_id":"UgzhoWAIzIJRFRIDFB54AaABAg","content_type":"comment","title":null,"body_preview":"This is so deep. My mom used to say that.   God has him know. Rest in Heaven.","author":"@yourgirlnaiyah6552","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"3a9edbde-cb02-430b-a7c5-6b3fd00844a7","source":"youtube","source_id":"UgxzVex9zF502lScpvt4AaABAg","content_type":"comment","title":null,"body_preview":"I know a lot of people. I call 0 friends now days.","author":"@DarlaLeasure-k4z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"0b84a481-e1e3-482f-a2d3-b5338a1c6895","source":"youtube","source_id":"UgydNRm18NMS2hSm2PR4AaABAg","content_type":"comment","title":null,"body_preview":"My heart breaks for this family.  The truth needs to be known.💔","author":"@MariaAlvarez-d7q","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"54a3fffd-b32c-4063-a16a-f446e889ca52","source":"youtube","source_id":"UgxDcF578IfZVaMfCF14AaABAg","content_type":"comment","title":null,"body_preview":"Charlie's life. Last moments. How long did he know?","author":"@Pz-u3p","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"c3a72922-41a9-45c5-9275-e8a096f34430","source":"youtube","source_id":"UgzqqnRwgp4OFiTopih4AaABAg","content_type":"comment","title":null,"body_preview":"My best friend died of an OD, she was on a video chat with 4 of her “friends”, she was fading away. They eventually hung up, her sister was reaching out to them asking if they had heard from her, one ","author":"@DavidNelson-b6b","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"e96c3fac-b7db-4c4b-959e-94402f54fd31","source":"youtube","source_id":"UgymNaxYEXW4surty354AaABAg","content_type":"comment","title":null,"body_preview":"I wished that he had used his discernment, and trusted the Holy Spirit’s warning. Praying for the family ❤","author":"@rebeccacardwell5340","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"ee3cf570-ebc1-45da-be27-8fbb818ab7c6","source":"youtube","source_id":"UgwsNFyJwmIr7zP2J8J4AaABAg","content_type":"comment","title":null,"body_preview":"I pray that the HOLY SPIRIT reveals the truth sooner than later in Jesus’ Name","author":"@rebeccacardwell5340","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"b332703c-d735-4818-81a3-95b0b3b8e52f","source":"youtube","source_id":"UgwF6qJV4l7OadlULat4AaABAg","content_type":"comment","title":null,"body_preview":"From whence is this measure of cruelty and inhumanity derived???","author":"@Linettela","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"0e0350e4-c2b2-4234-9751-5cc144472619","source":"youtube","source_id":"UgwOQaJ5oXbjRkjk0m94AaABAg","content_type":"comment","title":null,"body_preview":"Dude, I’m sorry, but can we take the yellow star sticker off your face? I can’t take you seriously. This is a super serious subject and it’s absolutely ridiculous. Trying to look at this with stickers","author":"@landy952","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"69d474cb-8dbd-4b66-a788-f9d841b82e54","source":"youtube","source_id":"Ugykl3nrH6D59hd0F4p4AaABAg","content_type":"comment","title":null,"body_preview":"In America I could imagine that scuttlebutt! Alas!","author":"@walterthompson3375","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"7d685bc2-ad3e-4781-a81c-d2c5d53c54be","source":"youtube","source_id":"UgzOCnzhBogfeoxQjF94AaABAg","content_type":"comment","title":null,"body_preview":"The truth will come out. One will come forward.😢😢😢❤❤❤❤❤❤❤❤❤❤❤","author":"@susanbarwise6129","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"e696c60b-9a08-4192-a40d-583b5e200216","source":"youtube","source_id":"Ugx5kNPjl1DYRgIdoTt4AaABAg","content_type":"comment","title":null,"body_preview":"How horrifying to realize you have a yellow plastic star stuck to your face.","author":"@randyrobbins7474","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"1afe34d8-e4f5-4920-a747-4bcea749ee08","source":"youtube","source_id":"UgxEUmtQI6bYBk-uLMB4AaABAg","content_type":"comment","title":null,"body_preview":"Galatians 6:7 KJVAAE\r\n[7] Be not deceived; God is not mocked: for whatsoever a man soweth, that shall he also reap.","author":"@Undisputedtruth-e2t","classification":"human_created","confidence":0.7,"indicators":["bible_verse_citation","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"d1ad0c01-2162-41b4-b3ad-3a77ab2adde2","source":"youtube","source_id":"Ugw_uyr69OFgllahRyF4AaABAg","content_type":"comment","title":null,"body_preview":"The level of malevolence it takes to betray a  “ friend” this way is diabolical.","author":"@julyah11","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"fd915d95-bbe5-44d7-9d9b-e7ad4a041a8b","source":"youtube","source_id":"Ugy8d7oeT4j_hBdain94AaABAg","content_type":"comment","title":null,"body_preview":"The guy who ended up with the phone requires some attention.","author":"@markhankins3023","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"7f194742-d643-4609-a01c-cb1fc8bb2d68","source":"youtube","source_id":"xK72e4mRjHY","content_type":"post","title":"Nolan Xavier Wells","body_preview":"Duet with: https://www.tiktok.com/@kytourguide\nOriginal video: https://www.tiktok.com/@kytourguide/video/7659879682396982559\n#duet #politics #news #reaction #breakingnews\n\nIf you have the means and wa","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xK72e4mRjHY"},{"id":"16c885a5-1d54-4684-8232-d6be95c6b2be","source":"youtube","source_id":"Ugxe0uNUqSl97AMdkHB4AaABAg","content_type":"comment","title":null,"body_preview":"Condolences to this family. One,  if not all,  of those so-called Caucasian friends of Nolan knew what happened to him. That is why they took his cell phone.","author":"@PharoahMonk","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"be02a689-c2b3-4106-968e-22916841507d","source":"youtube","source_id":"UgxWoKx7jXKofP_yfbt4AaABAg","content_type":"comment","title":null,"body_preview":"just look at the phone bill, you can see when the phone was last used.","author":"@Bossbabe12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"721e4ffb-94b9-4a21-a740-d937174e2192","source":"youtube","source_id":"UgyWdXh4_CEOoT0kbnx4AaABAg","content_type":"comment","title":null,"body_preview":"Was Crump sleepy or….Idk, Roland aren’t you a lawyer, I need to see some other prominent black lawyers, he’s taking on too much…I knew he was slurring a bit…","author":"@Raqi_4_the_win","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"4a88d07a-c0e4-4f54-99b0-3ab341222374","source":"youtube","source_id":"Ugytj7iinQ4nloGqawB4AaABAg","content_type":"comment","title":null,"body_preview":"This is about race but it’s mostly about class. Were these white kids rich with at least one a prominent figure parent in the law or government? Bingo.","author":"@L.A.6482","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"7a3619e2-31b7-4ac8-a318-63f1679ef072","source":"youtube","source_id":"Ugw3BlsNkoybZ_GUVZ94AaABAg","content_type":"comment","title":null,"body_preview":"Yes, yes, yes. Now, say it louder for the ones in the back. If the shoes were on the other foot the the outcome would definitely be different, and the black boys not only be in jail but sentence to de","author":"@marystewart946","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"419ef957-2f0d-4ab1-b715-96e9357ee15a","source":"youtube","source_id":"UgwfCIsnU6OswBuocEp4AaABAg","content_type":"comment","title":null,"body_preview":"Answers will come by interrogating those boys separately. One of them will break….there’s no weapon formed against the Wells family that shall prosper, the blood of Jesus is against the enemy. I’m pra","author":"@cynthiaelliott845","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"b23eff69-3457-4129-aac3-baa97d31ef87","source":"youtube","source_id":"UgxpNAoBWSzZ4NDHM8J4AaABAg","content_type":"comment","title":null,"body_preview":"But it is a conversation we are having to have with our children in these troubling times...bc this will continue to happen...my heart goes out to his parents","author":"@TheQofCandosonian","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"f7b407e4-3545-456c-bea2-11ac33369b5a","source":"youtube","source_id":"UgyAevbRpd4mKJTCKHV4AaABAg","content_type":"comment","title":null,"body_preview":"How did the mother friend get his phone? That is very important","author":"@estherbooker834","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.5926739926739926,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"aa89efef-4f3e-40cf-994a-f957ff61fbf0","source":"youtube","source_id":"UgwdReDI2SdfOhYSs4N4AaABAg","content_type":"comment","title":null,"body_preview":"If he swam to an island to see a girl and go back with her friends boat then it completely makes sense.....tell me you all have never boated as a young person without telling me...🫠. And drinking and ","author":"@Independent432","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"90ca4d68-cb69-46ef-bb6c-22e9eca0ab9e","source":"youtube","source_id":"UgzWsBO6p56Hqi1tISp4AaABAg","content_type":"comment","title":null,"body_preview":"Why has nobody asked if the parents were able to view his body. Was anything found just off viewing the body.","author":"@ricosuave1845","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"46b15b01-7723-4452-95f2-6dc80d353a2d","source":"youtube","source_id":"UgwGKSHsPatbybjvraN4AaABAg","content_type":"comment","title":null,"body_preview":"16:44 😒Shut up Roland damn! Let the mom cook!! She was about to tell you what the girl contacted her had said and why the color of the shorts matter. You stopped her just to hem and haw for 30sec and ","author":"@Jonesybabie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"1b122000-53f7-44eb-991c-485a8adf287a","source":"youtube","source_id":"Ugx-d-B2yd1HKwYQD_54AaABAg","content_type":"comment","title":null,"body_preview":"The cell phone companies have to release the messages if it is related to a murder investigation.","author":"@pkc11d","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"fca606d4-8409-485a-91e1-29df15847285","source":"youtube","source_id":"UgzpfDOj3yldaV_bNRh4AaABAg","content_type":"comment","title":null,"body_preview":"Perhaps we should be careful what we put out in the media because it will give those boys and their lawyers. They allow lawyers and judges and opportunity to reframe the story while we look searching ","author":"@Deborah-e5r","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.5518796874098555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"c9c3ca8d-237f-4c76-a02d-9b8ccc6d1b44","source":"youtube","source_id":"Ugy8M06Q1Jx64_BrXUl4AaABAg","content_type":"comment","title":null,"body_preview":"You aleays must be on the lookout Roland for Organ theaves 👹😄🇺🇸🤵🏽‍♂our organs are in high demand 🤲🏽🫃🏾💝👑🫀🫁🧠so you best safe guard  your Love 🙎🏾‍♂👦🏽Aman","author":"@Tman-kn2iu","classification":"ai_generated","confidence":0.75,"indicators":["excessive_emojis","unusual_phrasing","lack_of_contextual_relevance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"eb3cdd7a-eeb4-4614-9859-b828e4ccd839","source":"youtube","source_id":"Ugy4AmEnkiPjkFGYwgV4AaABAg","content_type":"comment","title":null,"body_preview":"If these folks could not see the race of any of these people involved every last one of them at least 99% it would be on the same page but due to embedded racism some people rather walk among killers ","author":"@blackdiamond306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"6f4a4c5c-d878-482d-9dd3-62e2dc356c20","source":"youtube","source_id":"Ugw9y3isY39QZIMc7Tt4AaABAg","content_type":"comment","title":null,"body_preview":"I would go as far as saying that if races were reversed, three of  those men may have ended up possibly missing or no longer alive. Racism is still here, never left, only cloaked by fearful men. My he","author":"@momcrazyboutu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"4fea56ee-7f5a-46a1-851f-22f9bfe2e9a5","source":"youtube","source_id":"Ugw6k-2TmRvz6ZcV2cl4AaABAg","content_type":"comment","title":null,"body_preview":"Please let there be justice for this family. Enough of heresay and alleged motives. This family hasn't grieved and that's tragic and traumatic enough. The truth will come out because the teens and lyi","author":"@missbliss4life","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"15807ef3-00c5-4661-81ad-26de57e6228f","source":"youtube","source_id":"Ugy9R95OYAU0YlpxOB54AaABAg","content_type":"comment","title":null,"body_preview":"Failure to do there jobs, they should b fired, they blowing the case, when we want accountability!","author":"@TerryJ-u6e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"f1918c62-dfed-40cd-9baa-b75946246e9c","source":"youtube","source_id":"UgzJTzU9x2tzITacbnJ4AaABAg","content_type":"comment","title":null,"body_preview":"Rule out jealousy and envy from his so-called ‘friends’ and rule out preferential treatment because racism from the authorities trying to bury the case and sweep it under the rug. \nImagine the reverse","author":"@relieved7045","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"f54e0b80-45a6-44e6-a8e5-53add084ee40","source":"youtube","source_id":"UgyYAU5XMA365lpFOsN4AaABAg","content_type":"comment","title":null,"body_preview":"\"Luncheon of the Boating Party\" painting... I am Abaddon of the Tribe of Benjamin... Would my words speak of destruction if I knew him better then you..?","author":"@mac11london","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"f1456efa-893b-4e6f-968d-a43af7ad8d81","source":"youtube","source_id":"UgzUuYX0Unq5AaPy6wB4AaABAg","content_type":"comment","title":null,"body_preview":"We're in God's wrath and final judgment revelation 6 , revelation 20 , we're in JESUS RETURN  ,john10 vs 1 - 10 🙏🙏🙏","author":"@dianelmurphy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","religious_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"666812bb-f7d8-4016-a529-27845eaa860f","source":"youtube","source_id":"Ugy3dOqtSnc1XoqgP3R4AaABAg","content_type":"comment","title":null,"body_preview":"Why was the phone given to Tishema? Who gave the phone to Tishema?","author":"@yvetteanderson5504","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"75e5f92d-f4b9-4532-92a1-cae555db3ef9","source":"youtube","source_id":"UgzVTSV2LC7qqqdPnE94AaABAg","content_type":"comment","title":null,"body_preview":"Those guys couldn't wait to unalive Nolan bcuz  1 of them was obsessed and jealous of Nolan. That's what  al of this is about  ask Warren?","author":"@rubyjgilliam1883","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"935fd0a4-f7ae-4938-92a8-ba20a156dae6","source":"youtube","source_id":"HmH0errXMis","content_type":"post","title":"It Doesn’t Add Up. Nolan Wells’ Parents, Crump Demand Answers After Friends Returned With His Phone","body_preview":"Roland Martin spoke with Christine and Elmore Wonsley and Civil Rights Attorney Ben Crump as they demanded answers about Nolan Wells’ death, his missing phone timeline, alleged deleted messages, and t","author":"Roland S. Martin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","commercial_promotions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HmH0errXMis"},{"id":"d02d31fd-8629-49b4-9ef6-8923d03d8e12","source":"youtube","source_id":"Ugytrq53I7FNK5Rl_1p4AaABAg","content_type":"comment","title":null,"body_preview":"He has a sister that was 16 when his parents died, and Lindsey was 20 and he looked after her. They remained close to this day, as she was at one of his recent rally's for him retaining the republican","author":"@Amy4President","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"b0cf6087-1f95-4150-9fa6-899546e1198e","source":"youtube","source_id":"UgyXkhDBsFxMV-Pe2SN4AaABAg","content_type":"comment","title":null,"body_preview":"Have no remorse for him he stood with Trump and not the country or constitution, I can't and won't pray for him or anyone that stands with Trump","author":"@arnoldshiplett966","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"8a68f89b-a03a-4ee1-abe0-2ae06ddfa3cc","source":"youtube","source_id":"Ugx6Vlt25kOWZCrGkAt4AaABAg","content_type":"comment","title":null,"body_preview":"He's in for the confrontation with his own ignorance and the hurt he caused in his life...his purge starts now, in the afterworld. He might better our lives from where he's now...","author":"@EllenKlever-c7k","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"cdafd10e-2ea8-490f-928b-67a2bab7f92e","source":"youtube","source_id":"Ugw-jh38R-WBaVi4PEZ4AaABAg","content_type":"comment","title":null,"body_preview":"At least it got announced that lady G passed. Unlike uncle Mitch who is spending the weekend at Bernie’s.","author":"@lumiere7216","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"998ab89e-66b9-4e2a-b816-fda8feb3ed65","source":"youtube","source_id":"UgzKzYjxZa-BaHtrBsB4AaABAg","content_type":"comment","title":null,"body_preview":"this is not real news....political propaganda and false information spread by trump adm, Senator died at Ukraine drone factory by Russian drone swarm attack","author":"@ianXi1008","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"68067fe9-ba7b-4cd2-920c-4908f019552f","source":"youtube","source_id":"UgyRoIv3Z7mpYPjMsHN4AaABAg","content_type":"comment","title":null,"body_preview":"This is why this MOFO did a Bungee Jump. He’s just evil and Hells gate opened up for him.","author":"@sunnypai4031","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"53bf6cd1-95d5-4032-b675-5d282c484a24","source":"youtube","source_id":"Ugxur9wOQz5Y7UcXt0h4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing in his life became him like the leaving of it. Said Wm Shakespeare","author":"@bc-mv5se","classification":"human_created","confidence":0.7,"indicators":["quote_with_attribution","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"541724d9-07a8-4846-a8de-726d1ee46b66","source":"youtube","source_id":"UgxKjyc-XbnKwJlHJ_N4AaABAg","content_type":"comment","title":null,"body_preview":"Here's the deal: Trump pissed off Putin and Putin knows the way to get even with Trump is to help destroy his support. Expect more MAGA losses.","author":"@Dave-YT-EG","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.35531135531135527,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"3410856e-6031-4b2f-b3a9-27f1512445b4","source":"youtube","source_id":"Ugz7bnUNQx5l3QhJDjp4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is bankrupt once again & taking US with him.  He'll blame JD, resign for a pardon and leave the rubble like he has with 6 previous businesses & a Casino.","author":"@Dave-YT-EG","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.35531135531135527,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"aa096e13-f7e2-4966-8fe8-0cf8f043f61d","source":"youtube","source_id":"UgxDuYFYXSkORnb2Cdt4AaABAg","content_type":"comment","title":null,"body_preview":"As the munchkins in The Wizard of Oz sang, \"DING DONG...\"","author":"@sbfabtfc1","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"c516d632-e033-4ffa-ac8c-19ac435f1b93","source":"youtube","source_id":"UgyohZ6z9V2z6IUEfgd4AaABAg","content_type":"comment","title":null,"body_preview":"I was drinking coffee ☕️ when i heard the news ,and i tell ya ,coffee never tasted better 😋  good riddance to a horrible disgusting vile monster .","author":"@mixteleAzul","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"d4a2fbc3-a3bb-4c5c-8298-d1d23d8b98b7","source":"youtube","source_id":"UgzheeYXUagm3uBymWF4AaABAg","content_type":"comment","title":null,"body_preview":"Before people celebrate too much, please remember that he was one of a extremely small number of people in trump's inner circle who supported Ukraine. The only other person now would be Marco Rubio.","author":"@1Kusari","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.4383780447961665,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"8f31ff69-f684-4105-a79f-9b9bf358084f","source":"youtube","source_id":"UgwZje2Lyhz79G75Fmp4AaABAg","content_type":"comment","title":null,"body_preview":"I can already hear Maga yelling that we're not crying enough for him.","author":"@Eternalscroll-ut3mb","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"360c5ee6-d48f-4f24-b43c-ad1586602139","source":"youtube","source_id":"Ugzd3ylOWtSxZJT6A3t4AaABAg","content_type":"comment","title":null,"body_preview":"Allegedly, a proof of life photo of Mitch has been released. I don't think it looks real though.","author":"@kaylapounds1359","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"009e625b-a82e-4514-86e6-70a66dcd9ff3","source":"youtube","source_id":"UgwZNrh55SRPWvMOA8B4AaABAg","content_type":"comment","title":null,"body_preview":"I CANNOT BE SAD.  IT SOUNDS CRASS, BUT HE WAS A SNEAK, SNAKE, SUPPORTER OF TRUMP AND NETANYAU, AND KARMA IS WORKING.","author":"@ringo1796","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"ca92dbf0-cbb5-4964-baa4-8713d783dccc","source":"youtube","source_id":"UgwGBwM-z_IK_Wi_h1B4AaABAg","content_type":"comment","title":null,"body_preview":"Lindsey Graham achieved his central goal in life: a war with Iran.","author":"@adammockler","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.30555555555555547,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"596d718d-0ff8-4730-a1f5-088a94ac265e","source":"youtube","source_id":"N5MgBW4Q0Gw","content_type":"post","title":"BREAKING: Senator Lindsey Graham Dead","body_preview":"Click below for premium Adam Mockler content:\n👉 https://adammockler.com/subscribe\n👉 https://www.youtube.com/@adammockler/join\n\nAdam Mockler breaks down the death of Senator Graham of South Carolina. \n","author":"Adam Mockler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","call_to_action"],"bot_score":0.3153598213770603,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=N5MgBW4Q0Gw"},{"id":"6f332d5f-ee1f-4a11-be55-b4b678154e4f","source":"youtube","source_id":"UgzKzWy10htkWtxBFHl4AaABAg","content_type":"comment","title":null,"body_preview":"No shame, exploiting their son's death to get in good with the race hustlers!  Disgusting","author":"@Runmom1088","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"9379ef1b-8f55-4fc7-a72e-e6366d0475e9","source":"youtube","source_id":"UgyTLE4v6sIszhrJ0Q94AaABAg","content_type":"comment","title":null,"body_preview":"Here we go BLM lawyer creating a racism divide….maybe the kid did something he shouldn’t?? Let us not play with black& white and look at it with clear glasses ….this shit always about race ABC & CNBC ","author":"@mindsetmaster7569","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"115f388e-e9c9-4ba9-bb5e-14bd2be8dcc6","source":"youtube","source_id":"Ugxx7D3q31X9wz40WLx4AaABAg","content_type":"comment","title":null,"body_preview":"I’m surprised people didn’t try to look up his mugshot, that’s usually what America does","author":"@mranderson8725","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"35e90b3b-3bb7-4314-ac5e-624f90239aa0","source":"youtube","source_id":"UgyJPxrElpwyZkTQffZ4AaABAg","content_type":"comment","title":null,"body_preview":"Yt people are not your friends. Stay away, save your life.","author":"@manuelsanz5984","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"7bfd2ae9-905d-45c4-b106-d528cc4959b4","source":"youtube","source_id":"UgxlEj8Z9Auq_TNNDFh4AaABAg","content_type":"comment","title":null,"body_preview":"I think the friends k*lled him for dating a white girl.","author":"@olubukonla7352","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"c7d5653d-5eae-46c0-a8af-6b3b9a198778","source":"youtube","source_id":"Ugz0IWsfC7XVGnuW1O14AaABAg","content_type":"comment","title":null,"body_preview":"Is that his stepdad? There are  different last names. Mom looks mixed. That could be why her son was comfortable  with all white friends.","author":"@jehannedufresne3998","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","speculation_and_opinion","lack_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"1a659321-c9d4-40b7-86da-cdfc3fd50e44","source":"youtube","source_id":"Ugzf4E2OkG3EfnRM_cZ4AaABAg","content_type":"comment","title":null,"body_preview":"They didn’t care about the Austin kid, now we all suppose to care about this Nolan kid","author":"@TheBigO1986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"4e34a3c1-64b3-4cec-b859-f7b7eac1318e","source":"youtube","source_id":"UgyJsEIOfPYc2oCxQ6R4AaABAg","content_type":"comment","title":null,"body_preview":"And yall willingly let him go with a group of white people? ……. Him being the only person of color in the friend group ?……… and y’all liked that for him?……","author":"@nataviacampbell4377","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"27765992-b000-44b0-98f7-4b3f1db6ff52","source":"youtube","source_id":"UgztK4pm3oNTqhYiMKB4AaABAg","content_type":"comment","title":null,"body_preview":"They completely deflected the \"how do know that messages were deleted\" question.","author":"@dkdkkdks5087","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"a72303a9-c826-4018-80cb-0bdd41c528c9","source":"youtube","source_id":"UgxVqYvVh_qQ9ohfY6Z4AaABAg","content_type":"comment","title":null,"body_preview":"As someone who grew up in the hood...for the record, this weekend, in Chicago, at least 21 people have been shot, three fatally, so far this weekend and I will not talk about last weekend of even JUNE","author":"@forhisglorylifestyle","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"11033329-b923-4420-be71-6895f5d7e467","source":"youtube","source_id":"Ugy68z1uXrhOH7IiQxB4AaABAg","content_type":"comment","title":null,"body_preview":"Alcohol and the ocean dont mix, kid probably wasnt a good swimmer. Likely ran into the natives, blacks dont do well in Mexico.","author":"@Jerryrice80","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"9bba842d-f693-4a1f-b1e3-da3e316c7255","source":"youtube","source_id":"Ugw-2Jw8ZF5yd_yuV654AaABAg","content_type":"comment","title":null,"body_preview":"Oh please. She talked before, when it happened...no tears or emotions. Now, told by CRUMP....to cry & act upset.  He wanted to stay, went with some black dudes as he wanted to get with a girl. His fri","author":"@littleme3597","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"f70c8f61-5540-4368-a70a-d145b53a8bfc","source":"youtube","source_id":"UgzZ7XvJt55vQJt_vIV4AaABAg","content_type":"comment","title":null,"body_preview":"Who the hell is Nolan Wells? Just another black kid who's in trouble.","author":"@bobbykinjo5521","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"8faba110-d4a3-45e0-94e1-4f17e520b4ec","source":"youtube","source_id":"Ugz0wWK65Ttb_eyyitt4AaABAg","content_type":"comment","title":null,"body_preview":"My condolences for this child and the truly tragic, mysterious circumstances behind his death. However, I find the parents’ press tour so early after his death completely tasteless. Damn, did they hir","author":"@Ty-wy9he","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"e7e722cf-3d3b-4d80-8cb1-f8bea643770c","source":"youtube","source_id":"UgwjTR-i6_yN0aBSnxF4AaABAg","content_type":"comment","title":null,"body_preview":"As a mother of 6 boys, my heart breaks for her,  boys are our sweethearts... I pray to God that the truth comes for Nolan. 🕊️🙏🏻","author":"@vc9761","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"2455360c-17df-4398-8b07-78ef23a41129","source":"youtube","source_id":"UgycnujUa1wMeZtbxQp4AaABAg","content_type":"comment","title":null,"body_preview":"SUE THE FUCK OUT THEIR FAMILY......SUE SUE AND THEN SUE SOME DAM MORE","author":"@JustineJohnson-yl8mu","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"a312eaef-9231-49f5-af22-ffe4878e0ea8","source":"youtube","source_id":"UgwfqI4ErnzHOttWUkl4AaABAg","content_type":"comment","title":null,"body_preview":"WHAT DOES NOT MAKE SENSE TO ME IS THAT WHY ALL THESE BLACK NEWS PEOPLE DIDNT COME OUT  AND FIFHT FOR KARMELLO ANTHONY, CAUSE ALL THE WHKTE PEOPLE WHO OWN THESE  TV STATIOBS WOYLD FIRE THEY ASS BUT A B","author":"@JustineJohnson-yl8mu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"9cb9bb5c-ecd4-4e29-a937-584fddbb953f","source":"youtube","source_id":"Ugww5uVLUMVP50Kfrmp4AaABAg","content_type":"comment","title":null,"body_preview":"Never let your black child go on a island with certain people😳","author":"@warningmode","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"9b54115f-1b18-431c-929b-216bde39b5bf","source":"youtube","source_id":"UgxVOWGYx2R-OXYK_gh4AaABAg","content_type":"comment","title":null,"body_preview":"During his parents interview, his dad says \"And so I always tell him, \"Look, if you go with five, you come back with five. Do not separate from your group cuz I always say safety is in numbers.\"\n\nThe ","author":"@32andLavenderBoutique","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"35c06df9-9034-4c84-97b9-189145b6aade","source":"youtube","source_id":"Ugz7PsoPL2VTKRBx1vt4AaABAg","content_type":"comment","title":null,"body_preview":"Why would he stay behind with another girl while his friends left? Why do you think? LOL!","author":"@Mr.Davs2216","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"e2c9e887-687f-46fe-8c5b-57fc3b444823","source":"youtube","source_id":"Ugysd12DbgrRYAlmzMF4AaABAg","content_type":"comment","title":null,"body_preview":"separated from his friends cause he wanted to stay on the island and bone the white girl","author":"@theamerican7131","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"340573d4-57c3-4a32-b05e-21af4a742a87","source":"youtube","source_id":"UgyqIDLNkIuemI4bt3R4AaABAg","content_type":"comment","title":null,"body_preview":"Dumb. Because parent should not go right to hate, especially if they are friend. It makes you think they are out for money and not true justice which seem to be a black thi g. So sad!","author":"@rebajeanforever3700","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"700e442b-5bbc-4f27-8a0d-40993900fb11","source":"youtube","source_id":"UgwmtetfjG-6mX8QnZd4AaABAg","content_type":"comment","title":null,"body_preview":"I just know that the actions of the hateful is only speeding up the inevitable judgement that has already been written!\nI’m so thankful that I wasn’t raised to hate, anyone! I so appreciative that I h","author":"@langbrown5466","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"d3358940-27f6-46af-8e10-57886e4ed4f8","source":"youtube","source_id":"UgyZQc-McsNohLPCHz14AaABAg","content_type":"comment","title":null,"body_preview":"Just brought me to tears. I pray the truth comes out.","author":"@Seekwhatwillbefound","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"ef30d149-8c93-4cc6-afb5-5587d2925380","source":"youtube","source_id":"C9OTLp6cs48","content_type":"post","title":"Parents of Nolan Wells break their silence on ‘GMA’","body_preview":"Christine and Elmore Wonsley speak for the first time about the death of their 18-year-old son, who was found dead after a Fourth of July weekend trip with friends in Mississippi.\n\nREAD more from GMA:","author":"Good Morning America","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=C9OTLp6cs48"},{"id":"833659c5-60eb-4ee7-ad4c-89614c115074","source":"youtube","source_id":"UgxGuGi5mNPfcBrMBVp4AaABAg","content_type":"comment","title":null,"body_preview":"im not sure why they would off set the yakb12 like that this is definitely real lmao","author":"@drpillz6985","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"e314abc7-7d13-4fb2-8d97-701e52b1ba61","source":"youtube","source_id":"UgzDm2eG2sj4MI0_iBx4AaABAg","content_type":"comment","title":null,"body_preview":"\"Keep that weapon pointed downrange at all times, soldier\".","author":"@aaaht3810","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"b8f6925e-2744-4557-9475-c24224325718","source":"youtube","source_id":"UgwVSI_awaVku7cih0V4AaABAg","content_type":"comment","title":null,"body_preview":"who came up with idea of mounting the barrel off center?","author":"@rarbiart","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"2c21266f-5439-4088-a144-078d4b7a0f11","source":"youtube","source_id":"UgxSRvf7cY4sdp-9YmV4AaABAg","content_type":"comment","title":null,"body_preview":"they should put this gun into the Kremlin.. to protect everyone in a 200m radius of course 😈","author":"@dictatoribenevolo8394","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"49de8604-765b-44f3-8d66-c59ae84598dc","source":"youtube","source_id":"UgyrRCp14mhMfHEnUCV4AaABAg","content_type":"comment","title":null,"body_preview":"instructor burning his hand on the barrel was the cherry on top","author":"@geraldoh9090","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"7d6a0a30-3868-41ef-a333-c83e081ca3fa","source":"youtube","source_id":"UgzymZ8ftDUhj6dBeUN4AaABAg","content_type":"comment","title":null,"body_preview":"Im curious what went wrong here.  Not joking, i am serious.    This is fascinating and soo crazy.   Geeze they are lucky","author":"@EagleSteve86","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"1d6787c3-e355-493b-8418-e0376bcf3fff","source":"youtube","source_id":"Ugy-b8e66PdjscINNit4AaABAg","content_type":"comment","title":null,"body_preview":"Instructor ducks just in time, then starts looking for his trainee, then remembers that there's still a live weapon spinning around like a top flagging everyone and everything. \nThen he gets reminded ","author":"@Clean97GTI","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"dab56996-a418-40e8-9e4c-dab8a648ae4b","source":"youtube","source_id":"UgxsED_6lApC80hWFrF4AaABAg","content_type":"comment","title":null,"body_preview":"Watched this 20 times laughing my ass off. Still can’t tell if it is real or not.","author":"@RyanGuthrie-s8u","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"b576b540-1126-455a-81aa-8cda1c3280f8","source":"youtube","source_id":"UgwgxO2nU5NHDc2nSEt4AaABAg","content_type":"comment","title":null,"body_preview":"Oh I can see the memes for this going for the next year or two...","author":"@JohnnyH5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"9f3bd79d-9361-4459-aeb1-d037979c1621","source":"youtube","source_id":"UgyeIpHlEqfFXI8pQrd4AaABAg","content_type":"comment","title":null,"body_preview":"Both of thse Russians are now bound for the front lines 🤭","author":"@mowgli2071","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"1219e971-eb1f-4593-96a4-d493bf57d488","source":"youtube","source_id":"UgzKmov1SPv7UZPDu0N4AaABAg","content_type":"comment","title":null,"body_preview":"Demitry installed the Lazy Suzanne in the wrong place.","author":"@jonathonsears6269","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"afc544de-7c4a-4e1f-8eb9-070f18d9a483","source":"youtube","source_id":"UgxXVbbaaqzlNkDY1Rd4AaABAg","content_type":"comment","title":null,"body_preview":"The designer of the offset on the gun has to be working for the enemy. Or a complete jackass","author":"@PrepperDigi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"67c84ac4-65f6-447e-a2ba-b1404c12dbce","source":"youtube","source_id":"_pju4InykaM","content_type":"post","title":"Russian troops have taken Russian roulette to a whole new level #russia  #warinukraine","body_preview":"#united24media #united24 #united24fightforfreedom #united24reports\n\n🇺🇦 Firsthand news from the epicenter of global events\n\n👋 Like our content? Become our sponsor and get even more: https://www.youtube","author":"UNITED24","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","suspiciously_comprehensive"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_pju4InykaM"},{"id":"70f28200-e01f-47bf-9a88-56c4ade6e5f9","source":"youtube","source_id":"UgydmsFfgb9mV1U4Abp4AaABAg","content_type":"comment","title":null,"body_preview":"As a man, when drinking and a woman involved, men make bad decisions!","author":"@stevenrobertson9583","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"062dfc7c-891a-4147-9869-6b829803f565","source":"youtube","source_id":"Ugw9sa2gds-zA9RkrIp4AaABAg","content_type":"comment","title":null,"body_preview":"If they were such great friends why hasn't Nolans family ever been to there houses before?","author":"@JamiehuxMoore-nv5um","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5134865134865134,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"5b1c7696-452b-4638-ac93-4cfa071e56bc","source":"youtube","source_id":"UgwsXHfe5XSujiYiVSJ4AaABAg","content_type":"comment","title":null,"body_preview":"If I was a white dude and all my friends was whites I wouldnt want no blacks around me cause if he acts up and gets himself hurt or killed my whole family would be put on blast and be called murderers","author":"@SmashAdams-y5x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"26024930-2dab-4063-8a23-2cad20e58041","source":"youtube","source_id":"UgwMtJcjTWJSd5euMzt4AaABAg","content_type":"comment","title":null,"body_preview":"Why? You should ask if they care. Now ask me? Answer, they don't care.","author":"@naduntchibeast-bey4074","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"07e8b9e5-94ac-4ce9-8ee4-4afbfad031ad","source":"youtube","source_id":"UgxRHVg0f1Umk7Qd6Fp4AaABAg","content_type":"comment","title":null,"body_preview":"\"no evidence of foul play\"\nUnleash the conspiracy theories!\nAs we all know there is no such thing as an accidental drowning","author":"@MichelleyB-zk3eh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"ba66be04-046d-4e0c-a850-271221e66530","source":"youtube","source_id":"UgwwS_7ISHvFzNFgWFx4AaABAg","content_type":"comment","title":null,"body_preview":"What utter BS they would ring there parents because he would not get on the boat just more excuses to blame someone else","author":"@ironch3fq498","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"67604a62-a6e9-4a5b-bb32-34b8791ae53f","source":"youtube","source_id":"Ugx4pBU0nr6SEQptNCN4AaABAg","content_type":"comment","title":null,"body_preview":"It may not be a race thing .. but they are covering something up.. #justiceforNolan 🙏🏽 to his family","author":"@GRod0929","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"cc4be81f-da6e-4a66-bc73-bfb0c3ab01eb","source":"youtube","source_id":"Ugye0SsbJD0MzT72WeN4AaABAg","content_type":"comment","title":null,"body_preview":"It is possible that Nolan drowned unnoticed with all of those people around. I believe the tide was going out.\n People tend to seek a point of blame. \nThere is money to be made if the race card is pla","author":"@MrRick32466","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","speculative_reasoning"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"94b5c241-8517-4eac-8cc0-bf8275e313b7","source":"youtube","source_id":"UgyjCQkMIey_L9tpc194AaABAg","content_type":"comment","title":null,"body_preview":"It's not cool that you exposed those boys. So they can be attacked by anti white people. To start chaos and violence. \n\nIt's  wrong, and let's not make this a racist thing.  AGAIN\n\nI PRAY FOR THE FAMI","author":"@evapeterson2289","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"a1d1f970-d83e-4507-a8a5-f45c56688289","source":"youtube","source_id":"UgwtVVuYI7CuWzQZZuZ4AaABAg","content_type":"comment","title":null,"body_preview":"Can his friend go to the precinct and give a statement toward this investigation..","author":"@latoyasmith8022","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.6886904761904762,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"eab41865-c2bc-464d-aa40-a753a6235b6e","source":"youtube","source_id":"UgyGg7WzB0a30ia08_t4AaABAg","content_type":"comment","title":null,"body_preview":"I have a lot to say however Javon knows that these people were not right for him.","author":"@latoyasmith8022","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.6886904761904762,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"71531cb8-2a2b-4af6-87a9-eee64b268a81","source":"youtube","source_id":"UgyFxjpeN_cWGL0FZZt4AaABAg","content_type":"comment","title":null,"body_preview":"I would like the state to release their autopsy first. Then the independent autopsy, let's see how things truly line up.","author":"@atashafelix1909","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"1aa349a3-accb-4e6a-9439-12a9f03bf895","source":"youtube","source_id":"UgwkkW3mcGRHPty0YiN4AaABAg","content_type":"comment","title":null,"body_preview":"I think they took his phone and pushed him off the boat… The deleted info should be in the cloud!","author":"@lynnjohnson2109","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"a2dfeec9-c935-43e5-bc8e-a7fff47418fa","source":"youtube","source_id":"UgzyzBakKcDLc48V7ld4AaABAg","content_type":"comment","title":null,"body_preview":"May all Snapchats, texts, messages, pics, videos, hidden conversations, dark/demonic hidden secrets and evil behaviors be fully exposed regarding the case of Nolan Wells and the ones reported be held ","author":"@theosaka69","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"5d430a0b-3076-443c-8224-a64a5d64c158","source":"youtube","source_id":"UgzUw4gAWvPc1JJOQ-Z4AaABAg","content_type":"comment","title":null,"body_preview":"It's ok to say, many of us already know how he died.","author":"@YmmoTeeLsivaD","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"ec9ba035-b642-49a9-8cbf-1d9068a336e5","source":"youtube","source_id":"UgxBTIYdO222LSz_ExR4AaABAg","content_type":"comment","title":null,"body_preview":"This is foul play and the parents are covering up for a kid who killed him. He was killed. Praying for the family and justice. Can't believe that the police officers are not making arrest","author":"@carmelajohnson5596","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"f9c45ded-60d9-4e3b-a7e4-0f5db2c8e3d8","source":"youtube","source_id":"UgxvH_M3h7h8zl0uY-94AaABAg","content_type":"comment","title":null,"body_preview":"Crump and Sharpton are race hustlers. Everything is not always about race.","author":"@Frodogoats-d1y","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"73b4126a-2c5f-4e64-a284-45c9e7b9aff2","source":"youtube","source_id":"UgwAIzSUiVWLxxBgvxx4AaABAg","content_type":"comment","title":null,"body_preview":"Why do yall automatically make this a race thing and once yall bring in al sharpton and all those fkn leaches they always make this a white and black issue. Do yall not realize by now that these peopl","author":"@jobeallemand3633","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"2773c610-73a8-43a0-806c-140ad8bf88f0","source":"youtube","source_id":"Ugz-qR5MPEq2-z0Bvqd4AaABAg","content_type":"comment","title":null,"body_preview":"This is awful! I really wish young people understand who they are and whose they are! Envy and Jealousy are real emotions that can turn deadly in a moment! Clearly something happens and I believe Nola","author":"@princesskane66","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"f7165d93-4dd2-42f6-b7fe-9211e4c9e4be","source":"youtube","source_id":"UgxSVsnNU93m_zYryqV4AaABAg","content_type":"comment","title":null,"body_preview":"I think its a shame that the narrative being spun is that of racism.  100% not surprised though because thats what the internet does.  The internet has paused the progress of unity and I really blame ","author":"@markmonge7947","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"a718ec52-d804-45ab-b153-6b82e8ed4d36","source":"youtube","source_id":"UgzcmlZK3iLBE6lzlZp4AaABAg","content_type":"comment","title":null,"body_preview":"Given the circumstances, I can't believe he would stay behind. It's about sailing while Black.","author":"@lala1milable","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"15965fe3-92fc-4062-a9cd-6bd36994928d","source":"youtube","source_id":"UgxtIOpNFXY5sYbJnxZ4AaABAg","content_type":"comment","title":null,"body_preview":"They are all involved that’s sick how all these’s white peoples think they can get away with murder","author":"@Larry-d4r5w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"c0b20f56-5326-458b-8cca-5f3360f69b0d","source":"youtube","source_id":"UgzZuO-VAv9K5u4w7Jx4AaABAg","content_type":"comment","title":null,"body_preview":"You have no evidence race had anything to do with anything","author":"@D.o.Bmusic","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"aec77eb1-9144-4c69-a5f0-f0dc953f83c9","source":"youtube","source_id":"UgxCXvFV7Wr8qHN9UhZ4AaABAg","content_type":"comment","title":null,"body_preview":"How is this an update? We've known adults hangout there... lmao is this even serious smh","author":"@josephhyattiii5641","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"86c6c743-457a-4af6-ace6-3c370f5767d8","source":"youtube","source_id":"PwQIQySXkPw","content_type":"post","title":"Nolan Wells UPDATE: Parent Was on the Boat With Teens? Best Friend Shares New Details","body_preview":"#NolanWells #TrueCrime #ChronicleSpeaks\n\nThe Nolan Wells case continues to raise difficult questions.\nIn this update, we examine several major developments, including new information that an adult par","author":"Chronicle Speaks","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PwQIQySXkPw"},{"id":"64c7ada9-683b-43ed-af91-27a77294c980","source":"youtube","source_id":"UgzSCk6OQhRfkKxggaV4AaABAg","content_type":"comment","title":null,"body_preview":"I think Candace and Tucker murdered him because she thought she and Tucker could take over TPUSA","author":"@glenda6040","classification":"human_created","confidence":0.75,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"98f28599-2ae2-4fe8-b50e-6411bebffbd2","source":"youtube","source_id":"Ugyu2RDFBtZ9d9WJyG54AaABAg","content_type":"comment","title":null,"body_preview":"It is evil looking back at what Candace did during the past year on her “best” friend’s death. Chilling evil of human nature","author":"@krh7150","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"0b4428a3-826a-4797-8ce1-b45f06097c5b","source":"youtube","source_id":"UgyujSc7op1EfoABs9N4AaABAg","content_type":"comment","title":null,"body_preview":"I think You are a Joseph Stalin look and think alike!","author":"@Llll12343-t","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"ffc7f77b-e1c9-4f60-89e7-413510e0763a","source":"youtube","source_id":"UgzVRZRjCDbWQBLLDlx4AaABAg","content_type":"comment","title":null,"body_preview":"As a crimsonologist, I can say that the maroon through-line is probably the most compelling evidence thus far. Now we know… we know-know… that Candace is guilty, and that she should be wearing orange;","author":"@The1SSGrant","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"be3b1ade-4d01-4bec-a483-63229a53d150","source":"youtube","source_id":"UgzL0Dvka0AVVEKtjRZ4AaABAg","content_type":"comment","title":null,"body_preview":"LOVE that you quote Andrea Burkhart - she is a wonderful analyst of court proceedings.  Even though her specialty has been defense, her true passion is for due process and transparency in the courts.","author":"@SandraBuck57","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"dbd6d949-9f91-4092-a30b-26f74289f377","source":"youtube","source_id":"Ugww2K4KUT-ih87M6jV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you, Ben! Thanks for unapologetically standing up for the widow! May God bless you!","author":"@kellimann6096","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"e7034c3c-067b-4079-934e-bd80f0a13066","source":"youtube","source_id":"Ugxu75qwTd3M-WUwfUN4AaABAg","content_type":"comment","title":null,"body_preview":"I have long suspected Candace has a secret love towards Charlie. That is why she is so cruel to Ericka. Just instinction from a women","author":"@krh7150","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"7548676a-9835-4434-bfa7-6c8810d439af","source":"youtube","source_id":"UgxWtAJOEKA-leiKOBZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hmm yes Shapiro is right I  always thought Owen’s was in Love with Kirk.","author":"@Nadin-s5k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"01ffa408-338e-42a1-97b2-2ef4a2a2c9da","source":"youtube","source_id":"UgzkZA74qPGtzL4oUj14AaABAg","content_type":"comment","title":null,"body_preview":"People PLEASE STOP WATCHING THIS ISREAL FIRST FOOL","author":"@skwillie7163","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"159ef607-e67b-4165-99fe-c5ae155a5e73","source":"youtube","source_id":"Ugw0yOV8h-HdGcFdEml4AaABAg","content_type":"comment","title":null,"body_preview":"In keeping with Shapiro's presentation: Everyone knows Candace is a Mossad agent. All her \"contacts\" with all that inside \"information\", where could it have come from other than the most powerful Inte","author":"@amanda-o6t","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"bc2bf259-45d9-469d-9de5-6f4a3a57220c","source":"youtube","source_id":"UgwL_HpinD-2ay9QXw14AaABAg","content_type":"comment","title":null,"body_preview":"Lol 😂 this is either the dumbest or funniest video i have watch lately","author":"@JamHosp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"d3d84fae-187d-4269-b456-d93c8b836ffc","source":"youtube","source_id":"Ugx3A_a8_SP_xi2mtJV4AaABAg","content_type":"comment","title":null,"body_preview":"This is pretty funny. I like the trolling, and the connecting of facts to create some crazy troll conspiracy. I do have one question though my very jewy, jewish friend. What was the deal with the jewi","author":"@hopehodges2874","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","offensive_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"c15f8d48-e81d-4cdc-a141-245268ce8aea","source":"youtube","source_id":"UgzMO1PTkuTVdEJQ5A14AaABAg","content_type":"comment","title":null,"body_preview":"I have a tip for Candace: I think Tyler Robinson’s girlfriend is a man…","author":"@Fab-v3m3x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"2e588288-384b-4fce-bcb6-ea100ad776a8","source":"youtube","source_id":"Ugw-I8Sd6xRoy9zCrFJ4AaABAg","content_type":"comment","title":null,"body_preview":"Give it up Ben..\nTell the truth!\nYou've been in love with Candace since she worked for you at the Daily Wire. What happened did she reject you? Is that why you had her sacked? 🤔","author":"@naughty-nites","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"a2cd66b2-7005-43bc-beff-ee3415d87871","source":"youtube","source_id":"UgzjdIvNLJL0S8NDh6V4AaABAg","content_type":"comment","title":null,"body_preview":"Ben you are amazing!! You do a great impersonation of C Owens and her crazy talk!  She never has facts, sources, data, etc..\nClaims are based on her BS, she's not fooling us who are thinking people!!!","author":"@debbiel8102","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"ac30ed6c-beab-44e4-85b7-c846c924951a","source":"youtube","source_id":"MGFghvulfkU","content_type":"post","title":"EXPLOSIVE: What Did CANDACE OWENS Know?!","body_preview":"Today, we reveal our SHOCKING investigation into the person behind Charlie Kirk’s murder… what does Candace Owens have to hide?!\n\n-- -- --\n\nToday's Sponsors:\n\nPureTalk - Go to https://PureTalk.com/SHA","author":"Ben Shapiro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","self_reference","social_media_links","marketing_content","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MGFghvulfkU"},{"id":"952d2cd8-716f-4b6d-9357-bf354c849c86","source":"youtube","source_id":"UgxbaKNm3dPfdNRMwJx4AaABAg","content_type":"comment","title":null,"body_preview":"FF sake just wipe them out once and for all. If we want world peace isjam has to be a criminal offence against humanity.","author":"@Alji3dom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"deaf72d4-a68e-427a-822d-b2ca0539d3fd","source":"youtube","source_id":"UgzrN12ReRaWzKXmpX94AaABAg","content_type":"comment","title":null,"body_preview":"These Islamists have evil intent. Religious fanatics.","author":"@georgefours","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"f461c830-2b67-42e0-bc57-0b1677e55030","source":"youtube","source_id":"Ugxqe7IRFZ8GYc_NYmN4AaABAg","content_type":"comment","title":null,"body_preview":"So now Mr Trump have you got the bottle to send in your troops along with Isreal  to destroy those tyrants the IRGC","author":"@harveyhill6102","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"484033d5-cd92-435d-b97a-bb06e56cfcdc","source":"youtube","source_id":"Ugw--nXMTi1B5cx8PXF4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s get real. The Persians had their chance to rise up. They didn’t want it bad enough. Freedom is paid for in blood.","author":"@Wargasm54","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"5056d2c3-e4f4-4807-a303-75b7d7775a77","source":"youtube","source_id":"Ugz1WUiaOeVJCdvXACh4AaABAg","content_type":"comment","title":null,"body_preview":"THIS ESCALATION WOULD NOT HAPPEN IF TRUMP HAD LUSTENED TO NETANYAHU....BUT IT IS NOT LATE.","author":"@wealthyking4778","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"62324d07-d8ab-4a6d-9fac-91bcf07d70f1","source":"youtube","source_id":"UgxorGDp3yJizqYbhUJ4AaABAg","content_type":"comment","title":null,"body_preview":"Yesss about time  president trump. They don't deserve your patience anymore 😡🤨","author":"@catherinecanada1489","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"76ced4db-1a0f-4875-a183-a899fd7a65fc","source":"youtube","source_id":"UgzLfXsd2OZqRmyo4NZ4AaABAg","content_type":"comment","title":null,"body_preview":"Just get on with leveling to place. We are so tired of their threats and flat out lies. They are clowns-","author":"@rjmar7553","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"18fb4f4d-b102-4c6a-a125-953ae736fe0a","source":"youtube","source_id":"Ugx56xysQqm59UwWbMJ4AaABAg","content_type":"comment","title":null,"body_preview":"Senator Graham died of an aorta tear stemming from hardening of the arteries according to a preliminary medical report. The Medical examiner said the senator died of aortic dissection due to arteriosc","author":"@renmuffett","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"554f41db-034c-4a41-8fa1-8630fcaf10db","source":"youtube","source_id":"UgwmLkG0SOF1ijBLPWx4AaABAg","content_type":"comment","title":null,"body_preview":"President Trump gave too many time and chances. You dont do that with Muslims.","author":"@minamina2758","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"f0b9cb17-34d4-4f33-bfba-4d1e5b7156ee","source":"youtube","source_id":"Ugyq8sWlbz33lxTlhpB4AaABAg","content_type":"comment","title":null,"body_preview":"You cant argue or make peace with fanatical idiots 😡🥵🤮🤧😒","author":"@Simonosmund","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"3983f0b8-24b2-4600-af68-e777f7d0278f","source":"youtube","source_id":"Ugx9rT-emO6v_kEHBl94AaABAg","content_type":"comment","title":null,"body_preview":"It's normal to the Europeans because they are terrified of the Islamists they have let in","author":"@edkocialski5522","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"305af94d-e5f9-419e-8e51-a2c6d39bceb6","source":"youtube","source_id":"UgwK44Wj52W-wxl-52p4AaABAg","content_type":"comment","title":null,"body_preview":"That wasn't LEGO. Have you ever tried to  burn plastic? It tends to create a lot of smoke and produces toxic fumes. Not to mention, if that rigure were made from LEGO pieces, then most of it would hav","author":"@d.bebfjcgfdfijhj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"1b223aa2-0ecc-45bc-a682-b6faba32d5d9","source":"youtube","source_id":"UgwzRSZmXQ3-j7begNd4AaABAg","content_type":"comment","title":null,"body_preview":"The irgc are completely bonkers. And Australia is letting the bastards in wholesale.","author":"@martystill5107","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"9c055487-1cd8-46fd-8cbd-bd1331953b38","source":"youtube","source_id":"Ugy1feJ_8PGqHqyQ7Cd4AaABAg","content_type":"comment","title":null,"body_preview":"2:39! When did the Klingon Warbird send down it creepiest general??😮😮🤔🤔🤔","author":"@DaviMorgana-u6j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"0c98474c-b853-4820-b0ec-6e3e4a4ff66d","source":"youtube","source_id":"Ugx1eMxBTVeDHp3ziqV4AaABAg","content_type":"comment","title":null,"body_preview":"A dead military with a few fire works left threatening to close a huge traffic ocean route making enemies with Israel which is big military a and USA which is the world's largest military and deadlies","author":"@SeanMccrory-sb6qx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"8ec93310-c096-4202-bf60-55ef06e47873","source":"youtube","source_id":"UgxsRD4Ia1-hl3vAg2x4AaABAg","content_type":"comment","title":null,"body_preview":"Such a lame 32 episodes of filler build up for the season finale.\nThe hero USA screaming, \"I'm going to finish this fight!\",\nAnd the pathetic villain IRGC screaming, \"This isn't even my final form!\"\n ","author":"@AlexanderosD","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"60c5a53c-d3c1-41e8-a890-42080b5da3c9","source":"youtube","source_id":"UgwkNsEzP3A-3oo5sj94AaABAg","content_type":"comment","title":null,"body_preview":"Rumor has it that Iran has drones in Cuba. That puts the them under one hundred miles from mainland America.","author":"@JamesNelson-d9q","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"580a1314-f78e-4877-997d-82bd6f5908f5","source":"youtube","source_id":"Ugxg0XHebhCOCSuTE_94AaABAg","content_type":"comment","title":null,"body_preview":"\"Loses patience\"? Nah - simply reached the Dead Line. 🙂‍↕️","author":"@lazertroll702","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"43f9f860-2469-463c-ae4f-e65d5f6e9431","source":"youtube","source_id":"Ugx3rDvGyGYXiyJny0F4AaABAg","content_type":"comment","title":null,"body_preview":"There should not be another ceasefire, and the blockade must not be lifted and america must destroy ALL POWER plants across iran, every bridge, every port, every airport, every water purification plan","author":"@UtofStromer-j9w","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"1a5f9545-f442-4637-a8ff-c6262c1ddbb3","source":"youtube","source_id":"UgyD7WrVp8_F7GuLSzB4AaABAg","content_type":"comment","title":null,"body_preview":"US Military wont wipe out the IRGC or make claims to have wiped out all of the IRGC.  Because they'll be back tomorrow","author":"@trevtaylor5558","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"2a82f846-dec1-4d7d-9e81-b95a5b09adcd","source":"youtube","source_id":"UgwUmY5e76W8bRtWZnx4AaABAg","content_type":"comment","title":null,"body_preview":"I don,t seem to be getting notifications. Could you possibly put date on the screen so that i,m not loomung at ild news. Thanks.","author":"@sandrasarma3986","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"dc737c60-8217-43dc-b198-04706fa381e7","source":"youtube","source_id":"UgxE0_lP66ZBjqb5Kop4AaABAg","content_type":"comment","title":null,"body_preview":"You know America military is only at 25 percent of power we should go 100","author":"@dameon2170","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"d894c12d-7e88-4bd1-9f70-ed8e80c8bc78","source":"youtube","source_id":"Ugw8n1yn1mc-1jXiMip4AaABAg","content_type":"comment","title":null,"body_preview":"🔴 Use promo code USA50 to get 50% OFF Tousi TV+ Annual Memberships at https://offers.tousi.tv","author":"@TousiTV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","marketing_spam_or_seo_text"],"bot_score":0.43749999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"cecaeacc-351e-47c7-bff0-c30ac8b96366","source":"youtube","source_id":"tVrl5rgGphg","content_type":"post","title":"BREAKING: U.S. Wipes Out IRGC Bases In Iran - Trump Loses Patience And Orders Destruction","body_preview":"🔴 Use promo code USA50 to get 50% OFF Tousi TV+ Annual Memberships at https://offers.tousi.tv\n\n🛒 Get your Iran merch from our Tousi Store: https://www.tousistore.tv\n\n📲 Download Tousi TV app — availabl","author":"Tousi TV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","list_heavy_advice"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tVrl5rgGphg"},{"id":"f8ce5b42-b6d6-4128-a059-e856da5ba1a2","source":"youtube","source_id":"Ugz84cYItJi2yXE0NGt4AaABAg","content_type":"comment","title":null,"body_preview":"Why are these white men, without facts, without sources, given any PLATFORM whatsoever?","author":"@melindam4841","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"891fb0bc-def4-4675-a755-9ee582314696","source":"youtube","source_id":"UgzqkXtRnOT2kctQi4V4AaABAg","content_type":"comment","title":null,"body_preview":"And you guys are so triggered by what color they are.","author":"@Doug-r7v8v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"42cef203-f601-4cd2-8735-5b12cec4fab1","source":"youtube","source_id":"UgxDfqK7fhl1juf-l9p4AaABAg","content_type":"comment","title":null,"body_preview":"He doesn't care about black people. He need to stop tap tap dancing.","author":"@islandmonbookie5817","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"713cb5f8-e82d-4986-b259-c190ec4e6c0f","source":"youtube","source_id":"UgylyK-dTcWsb9O3_tN4AaABAg","content_type":"comment","title":null,"body_preview":"In my job I speak to many people wen they were a lot of South African people I asked them why. Most wave my question away with the country changed, my situation changed. But same were clear. There is ","author":"@Bart77777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","personal_experience_anecdote","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"6bc3d72a-71ff-4879-91ab-a020109e4452","source":"youtube","source_id":"Ugyoar29IpwAgJs-Tx14AaABAg","content_type":"comment","title":null,"body_preview":"Cartoonish facial expressions belong to cartoons. This guys is like Farquad.","author":"@wildguardian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"0a932dd5-5cad-4059-922f-0d1f5666f869","source":"youtube","source_id":"UgySaYidggIxLElDJbR4AaABAg","content_type":"comment","title":null,"body_preview":"So apparently, info coming from South Africa is totally reliable except when it goes against your point 🙄","author":"@jerrywil7012","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"f9a01daa-2cde-49a0-9ffa-22e2d9e059dc","source":"youtube","source_id":"Ugwg7O7HWvn1N1SsKa14AaABAg","content_type":"comment","title":null,"body_preview":"\"You think the south african government is a credible source?\"\n\nWho else??? Who am i gonna trust to find out how much crime is happening in a country if not their government? Tell me, please","author":"@k_Why","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"92ce8841-754a-4647-9609-d773a8263a8b","source":"youtube","source_id":"Ugy1F8xA0kiS7lNScuV4AaABAg","content_type":"comment","title":null,"body_preview":"He's educated illiterate defending what he does not understand.😅😅😅😅","author":"@whywe337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"942ba627-6b55-49f4-bf91-2df0e5d219d3","source":"youtube","source_id":"UgwkvcXOLLX9iIp9mtB4AaABAg","content_type":"comment","title":null,"body_preview":"He's a racist who won't believe the SA government but believes a known liar in Trump. This guy should be banished from tv. he's a disgrace.","author":"@mreel3488","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"794149c1-a171-4010-9971-b2cb5667634d","source":"youtube","source_id":"Ugy7UjLwxXqqg1Ovv9x4AaABAg","content_type":"comment","title":null,"body_preview":"completely roasted, burned, and destroyed Him  with your words","author":"@mustafadiriye8736","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"9c89b471-60dd-4930-85b2-2e3c6e0459be","source":"youtube","source_id":"UgwhEA61kMuNzU3_6ld4AaABAg","content_type":"comment","title":null,"body_preview":"He is only concerned about white people because he is a bigoted racist just like many in this administration","author":"@kathrynyates4942","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"97623939-bbcb-411a-a1b9-21b65fe738ed","source":"youtube","source_id":"UgwdEM9v-NQ5hx4a6ZF4AaABAg","content_type":"comment","title":null,"body_preview":"Jennings only political tool is to simply “dump shit in the game.”","author":"@richardthomas3415","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"6906dabc-5452-49fa-9022-733a84a90373","source":"youtube","source_id":"UgymmzQ-YlzkKXomtfF4AaABAg","content_type":"comment","title":null,"body_preview":"There is more than 30,000 people (a lot of them under age) death by guns in USA, every single year and the American government can stop that in short period of time, but they won't, because they lose ","author":"@kareemalbosoof8407","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"e5de45d7-0f17-4e81-bb9e-4fd5ec146db7","source":"youtube","source_id":"UgxwEeQTXwMfWgnxsdx4AaABAg","content_type":"comment","title":null,"body_preview":"Why do they bother , bring in the liar to the show","author":"@wagnerdaghbas404","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"98b2711b-88d8-4010-a892-2d82b54ecedb","source":"youtube","source_id":"Ugx1jlS0-a1VoN0suDd4AaABAg","content_type":"comment","title":null,"body_preview":"I know why CNN has this jerk on but that’s great if true journalism hold him accountable for his false and fascist statements. Betcha if they did an Emily Maitlis on him, he’d squirm so much he’d leav","author":"@gwendolinebrooker408","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references","imperfect_expression","emoji_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"db45c48b-6e78-43fc-b4c4-14430c7fea18","source":"youtube","source_id":"Ugxxqhxs46FWNH53wQ54AaABAg","content_type":"comment","title":null,"body_preview":"60% of white america agree... don't be confused, black america has few friends especially among white americans","author":"@NaumWolfson","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"c427b2ce-f15e-4dea-8115-bd34d56fb5a2","source":"youtube","source_id":"Ugyb3uj3vMn64rAEM0B4AaABAg","content_type":"comment","title":null,"body_preview":"Its not farmers hes concerned about, its the WHITE farmers","author":"@mattcanty7313","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"1d205b29-32c8-44a0-9371-6796929812fb","source":"youtube","source_id":"UgyH3jd63qKyQ4YLZ2p4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine going on the news and telling millions of people you only care about white people. Then gaslight everyone when they all shout rascist","author":"@mattcanty7313","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"ca6ba60a-575d-45e0-afca-f2b93351bb46","source":"youtube","source_id":"UgwtEbUUBy53tiW9b5N4AaABAg","content_type":"comment","title":null,"body_preview":"Who cares it's africa focus on American problems only what they do in their country is their busines","author":"@Ant_the_ant","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"c7e76f2f-732c-4bfb-a621-d08102d801b5","source":"youtube","source_id":"Ugwubjkcx3boH7R-Y5x4AaABAg","content_type":"comment","title":null,"body_preview":"2027 - the year white men get their microphones taken away","author":"@kaylaharrop7639","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"03afd1f6-9e4c-4cc4-bb6f-0e3a4983b158","source":"youtube","source_id":"UgxxQ4540QCzRV8k9w14AaABAg","content_type":"comment","title":null,"body_preview":"Scott is an arse.  Why do you let him on your channel?","author":"@HTTG-m8w","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"1cd22157-5abd-4748-96fa-f8352f9207c7","source":"youtube","source_id":"UgxYZq0oyq8qgZulDAV4AaABAg","content_type":"comment","title":null,"body_preview":"Original Creator: @yusufvaw (Instagram)\nSource Footage: CNN\nA heated CNN debate is going viral after a journalist challenged claims about violence in South Africa, leading to a tense exchange over rac","author":"@LamontTyson","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","suspiciously_balanced"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"ea7617bc-d6e0-4b84-a493-8e6afca3773e","source":"youtube","source_id":"b070gsugdjs","content_type":"post","title":"CNN Debate Takes SHARP Turn Over South Africa Claims 👀 #Politics #CNN #Shorts","body_preview":"Original Creator: @yusufvaw (Instagram)\nSource Footage: CNN\nA heated CNN debate is going viral after a journalist challenged claims about violence in South Africa, leading to a tense exchange over rac","author":"Lamont Tyson","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","synthetic_empathy"],"bot_score":0.4653679653679655,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b070gsugdjs"},{"id":"6ea1b6fd-57cd-4ce2-a463-6057d2831ceb","source":"youtube","source_id":"UgzLaWcLy_0PEmt7Wq54AaABAg","content_type":"comment","title":null,"body_preview":"I guess that's what all the journalist do during the countdown 😂","author":"@DownTown-l3v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"614105de-b9ab-4325-9534-936ee21b3829","source":"youtube","source_id":"UgwmJ3WWNiMI_TWKB1Z4AaABAg","content_type":"comment","title":null,"body_preview":"How did she manage to not laugh after camera started…if it was me all it would take is a smirk and I would lose it","author":"@melzaloha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"de4e2525-a04b-402b-88b2-dd92d8d67002","source":"youtube","source_id":"Ugzl6ifHxo77AqwBKZp4AaABAg","content_type":"comment","title":null,"body_preview":"everyone around the world showing middle finger to BBC  for not showing the real situation of UK..","author":"@wannacu3388","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"c7bd033f-f0dc-4080-9b39-89f0c693da64","source":"youtube","source_id":"UgxV0c65HcpYL702tkN4AaABAg","content_type":"comment","title":null,"body_preview":"Why no reaction there ... i would have jumped from a cliff if i did that ....","author":"@DharmendraSingh-w7f7p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"cf73d321-28f1-40f6-8ec9-7a6d939b9bb2","source":"youtube","source_id":"Ugwb0LeWolLdy5z3-fp4AaABAg","content_type":"comment","title":null,"body_preview":"That's awesome please everyone do this before news","author":"@LeeWalker-p3z5d","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"ec923639-8fa1-47e8-a958-14668ad2c219","source":"youtube","source_id":"UgwsJufD48a9yM4UEqp4AaABAg","content_type":"comment","title":null,"body_preview":"It seems the russian people have had enough of the psycho putin, the citizens of Russia are now calling for the psycho putin to be executed...","author":"@Muttlydog45","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"71dfa36f-7406-41a8-aba9-7ecdf870ffed","source":"youtube","source_id":"Ugx64dLPChFsvzdR9X94AaABAg","content_type":"comment","title":null,"body_preview":"EVERYONE THAT HAS A FEDERAL PHONE.. RUSSIA CAN TRACK.. LINDSAY DIDN'T  GO TO SUPPORT ZELENSKY.. HIS PHONE TRACKED HIM TO THAT SECRET FACTORY ENABLING PUTIN TO TRACK HIM.. SOMEONE NEEDS TO TELL ZELENSK","author":"@jeanettemckinzie5671","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"15c107c1-49f1-4a95-9665-f591e6e19bc8","source":"youtube","source_id":"Ugx3K_KMqVhLDV8k20l4AaABAg","content_type":"comment","title":null,"body_preview":"EVERYONE THAT HAS A FEDERAL PHONE.. RUSSIA CAN TRACK.. LINDSAY DIDN'T  GO TO SUPPORT ZELENSKY.. HIS PHONE TRACKED HIM TO THAT SECRET FACTORY ENABLING PUTIN TO TRACK HIM.. SOMEONE NEEDS TO TELL ZELENSK","author":"@jeanettemckinzie5671","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"4fddbdea-6c9e-486d-8e09-3e38e03e9170","source":"youtube","source_id":"Ugxssn827T9nfvBGOhF4AaABAg","content_type":"comment","title":null,"body_preview":"Unbelievable odds against Ukraine from another sycophant, dicktraitors, Etc. 🤬\nGreat Job\nGlory to Ukraine!!! 😇🙏💪⚖️","author":"@jameymarshall5365","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"750b9915-78bd-43f5-bb4c-11ac600be328","source":"youtube","source_id":"Ugxxf74TUus85VoDTnF4AaABAg","content_type":"comment","title":null,"body_preview":"What are the russian people thinking that allows putin to run their country into the gutter. What happened to taken Ukraine in 3 days. Zelensky seems to be holding a lot of cards, oh well, I guess put","author":"@Mike-bg9zb","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","political_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"8c33315a-77b4-413a-be50-4b147b441c0a","source":"youtube","source_id":"UgzlfUK5vz0TyqiRkEh4AaABAg","content_type":"comment","title":null,"body_preview":"Thee stooges guaranteed to end up in hell trumpet puty beni😂😂😂","author":"@LyndonBrowning","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"2de427fa-d3b4-4c7a-a4b7-47d381cb3fe0","source":"youtube","source_id":"UgzZjv-JgdXztwrRrvx4AaABAg","content_type":"comment","title":null,"body_preview":"Why not in real news and why lie just ticket promotion..😮","author":"@TeresaMcgill-v6v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"b3afb992-bc9b-4270-803d-7cfedacdbfbc","source":"youtube","source_id":"Ugz2QwoNL1rduuhu6tl4AaABAg","content_type":"comment","title":null,"body_preview":"Why you peoples lie and  say this things. What is wrong with you and lie and saying trump lie.\nLook at yourself and nothing  on news ...😮","author":"@TeresaMcgill-v6v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"914578d4-e657-4294-a6c9-8a06489f63df","source":"youtube","source_id":"UgxYPxRTeclimTurqOt4AaABAg","content_type":"comment","title":null,"body_preview":"Sic Semper Tyrannis. Here... that's the Ruzzian Pedonation!","author":"@CharlyDeamen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"dc58b16e-7cc8-4b02-b528-1fda263eb737","source":"youtube","source_id":"UgxOnPzS-XZGc0EMESl4AaABAg","content_type":"comment","title":null,"body_preview":"This Russian official Peskov, seen him before.  Full of ßh!t.  He's saying that if Russia's existence is threatened, they'll start using nukes.  My take:\n1) More nuclear saber-rattling\n2) They are fee","author":"@portfolio91","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","historical_commentary_with_perspective"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"96203ac0-68ad-4e98-973b-6206683b50b5","source":"youtube","source_id":"Ugzk90xIJWMCSqidrYl4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe Zelensky can help trump learn how to win a war?","author":"@Instealthmode70440","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"4cf4393b-4e1a-4631-a14c-3de21166dbcf","source":"youtube","source_id":"UgzUMzx4dXqdQZ1k_qx4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a waste petafile and Jeffery estane and the Republicans  are   aiding    and.   a  beding  trump","author":"@rickeycoleman64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.44626756559174713,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"eb87953e-f4bd-44d1-8589-2bc56b380bce","source":"youtube","source_id":"Ugx4atFDgrZvvX3OHF54AaABAg","content_type":"comment","title":null,"body_preview":"Enough of bringing putin to the table he had his chanse just distroy his main gains bring him to his knees let him beg you to stop","author":"@anthonyevelyn1344","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"7200effd-48d3-436a-adc0-fc55afb17fd5","source":"youtube","source_id":"Ugw64iYsss4yFiV6nvx4AaABAg","content_type":"comment","title":null,"body_preview":"PLEASE STOP IT!\nPLEASE  STOP saying \"THE Ukraine\"  It is the same thing as saying \"'THE America\"' - you would not want someone saying that BECAUSE IT WOULD BE EMBARRASSING and TELLING!  \nOK... YOU STO","author":"@marcleblanc9870","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5692307692307691,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"0b6ae4dc-622a-4d25-b6c5-b53634d7e994","source":"youtube","source_id":"Ugy9rF3M6r_oYQodQ9x4AaABAg","content_type":"comment","title":null,"body_preview":"Is not Zelenski straiking the russian shiprs , is someone els executing this dirty \"job\"!!!","author":"@dimitarturunjov9618","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"55c82e14-d179-469c-9e9e-fac947145b2b","source":"youtube","source_id":"UgwJcbQVTIf77-bsjuZ4AaABAg","content_type":"comment","title":null,"body_preview":"You’re absolutely right he is preparing to not leave. He is in closing the entire area so no one could get to him.","author":"@MariaGarza-ip1vc","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"1c46e42c-4f96-4847-bada-f2dfeeccd7c2","source":"youtube","source_id":"Ugx1maa3C5uBPRM3xZ94AaABAg","content_type":"comment","title":null,"body_preview":"Well done Ukraine. Putin has to be finished off to protect against his killing of the Ukrainian innocent civilians.  God save Ukraine 🙏🙏🙏❤️❤️❤️","author":"@kimiohuynh8102","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"ee94e3f3-0c73-4ab9-8752-10c907e0e32e","source":"youtube","source_id":"UgyddHtoJ6hieF3jzuF4AaABAg","content_type":"comment","title":null,"body_preview":"All hell-ships break loose! Are they drifting our way? Can we destroy them before they get here? Must we admit hell-ships in our midst. All 28, with Souls on board? I say scatter and they do, no need ","author":"@RobinSprout","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","lack_of_ai_template_phrases","unusual_phrasing"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"e5e70fa1-d497-4834-90b3-6d8b295d329a","source":"youtube","source_id":"UgzNZqyFLelno9mg2vd4AaABAg","content_type":"comment","title":null,"body_preview":"The Russians have to stop embarrassing themselves with those stupid endless nuclear threats.","author":"@macharper8214","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"2a5d684b-4ac9-4873-a644-8714d0280e90","source":"youtube","source_id":"UgwZM3FBqBBTuCxcoOh4AaABAg","content_type":"comment","title":null,"body_preview":"Russia is run by psychopaths.  Even worse than the US.","author":"@MarcusAurelius-j9m","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"4572283e-d3fa-453b-9d82-8f9d8d765654","source":"youtube","source_id":"UgxjnOVbjzfOamNJAed4AaABAg","content_type":"comment","title":null,"body_preview":"Head to https://zbiotics.com/MEIDAS to get 15% off your first order when you use MEIDAS at checkout.","author":"@MeidasTouch","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0.2741019096320777,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"554d3ae7-3f30-45ea-8d54-302f7bf4c913","source":"youtube","source_id":"dafFDkpPNBs","content_type":"post","title":"All HELL BREAKS LOOSE as Zelenskyy  STRIKES HARD in RUSSIA!!!","body_preview":"MeidasTouch host Ben Meiselas reports on all hell breaking loose as Ukraine President Zelenskyy strikes hard in Russia and destroys 28 ships in one day.\n\nHead to https://zbiotics.com/MEIDAS to get 15%","author":"MeidasTouch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","marketing_spam_or_seo_text"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dafFDkpPNBs"},{"id":"4c8d0dce-abfa-4085-ac7a-8234f526f013","source":"youtube","source_id":"UgxRy3tvW5YZ49fBxVh4AaABAg","content_type":"comment","title":null,"body_preview":". . . by you and me (object of a preposition) . . .","author":"@glgartman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"ea23a884-f36a-400a-8874-c9d729c59e13","source":"youtube","source_id":"UgyLcopPl-YCT8yPn9p4AaABAg","content_type":"comment","title":null,"body_preview":"This person is dishonest, hypocritical and is way out of his league.","author":"@Dane-d6j9l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"89207911-d0ce-4a4e-a433-f8afac3564f5","source":"youtube","source_id":"UgwTaFaZBF3X23VVn2p4AaABAg","content_type":"comment","title":null,"body_preview":"ICE\n\n$70 billion for BBB for immigration + $45 billion detention facilities  + $170 billion for border security = $285 billion\n\nThis is the cost American taxpayers paying to undo Teleprompter Joe Bide","author":"@MikeZell-n1s","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"a326adc4-3573-4676-84ba-6ede3253c1cd","source":"youtube","source_id":"UgxQ1icgPlasWWO7OPB4AaABAg","content_type":"comment","title":null,"body_preview":"ICE\n\n$70 billion for BBB for immigration + $45 billion detention facilities  + $170 billion for border security = $285 billion\n\nThis is the cost American taxpayers paying to undo Teleprompter Joe Bide","author":"@MikeZell-n1s","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"ffe1d6d4-c0b6-4199-a64a-ea9480426974","source":"youtube","source_id":"UgzSsLwqYVNNv6abQUZ4AaABAg","content_type":"comment","title":null,"body_preview":"Democratic Socialists of America.\n\nBefore voting, you have to Google DSA. The Democratic Socialist of America. If you read it, you WILL CHANGE PARTIES!\n\n  Have Congress run the government. Abolish the","author":"@MikeZell-n1s","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"41a7b4bd-dceb-4092-ae7e-312909da8f1e","source":"youtube","source_id":"UgwPvsuF4GEh_qfBbPh4AaABAg","content_type":"comment","title":null,"body_preview":"Democratic Socialists of America.\n\nBefore voting, you have to Google DSA. The Democratic Socialist of America. If you read it, you WILL CHANGE PARTIES!\n\n  Have Congress run the government. Abolish the","author":"@MikeZell-n1s","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"6d1c7239-2c55-4272-b763-116f78fe22d6","source":"youtube","source_id":"Ugx98yBo2n6NXuAverV4AaABAg","content_type":"comment","title":null,"body_preview":"This is  what happens when you have a podcaster run the FBI rather than a seasoned official","author":"@Eclipse1369","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"f07b67a3-2330-43f6-a8c8-b7d84e50cf85","source":"youtube","source_id":"UgxZbg20eXMppYlm_vZ4AaABAg","content_type":"comment","title":null,"body_preview":"You guys were wrong, he was called to investigate the NY Times reporter.","author":"@hubcitygirl1757","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"62f45b17-2f0f-4d45-af19-4481ac737d5d","source":"youtube","source_id":"Ugxm9DqQS3YJqfkyPjd4AaABAg","content_type":"comment","title":null,"body_preview":"Of course Trump’s lavish travel TO HIS OWN CLUBS on our dime doesn’t bother Trump. Maybe Patel should stay in a Trump-owned business and then trump wouldn’t mind since he’s been stealing tax dollars t","author":"@jameytechsan7622","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"f4796442-53c3-4b0e-b263-1f3d1eb33f7a","source":"youtube","source_id":"UgxwejgmAphS_HP4o354AaABAg","content_type":"comment","title":null,"body_preview":"If you hand pick minions based on their loyalty to the ring only, you end up with total incompetence.","author":"@keesvanlenning8028","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","concise_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"a5ad3449-b162-4e49-ae9b-0d178d7923c5","source":"youtube","source_id":"UgyZHyE4RcwfgSfQehF4AaABAg","content_type":"comment","title":null,"body_preview":"Neither is Americans happy with Raccoon Eyes 👀 Patel 🤨","author":"@BlondellSnowden","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"f7bb71f8-f315-491b-9377-7c455a164152","source":"youtube","source_id":"Ugz9oTCPi3MJYkQnW0V4AaABAg","content_type":"comment","title":null,"body_preview":"He thinks he's like trump and he would be tolerated. No. Trump doesn't like competition when it's comes to being a narcissist","author":"@maririttner198","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"fea74606-0989-4494-ac87-41e9473baf1f","source":"youtube","source_id":"UgzHeiP2rT0ef5yCYkh4AaABAg","content_type":"comment","title":null,"body_preview":"Another one bites the dust!? Maybe it'll take the focus off the files for a few more days.","author":"@marionabbott7173","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"dd370295-0bf9-4be0-8f0f-1e9c78b124e5","source":"youtube","source_id":"UgwYMPhlSq1Ed6knGGt4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately federal government officials can pay very very cheap prices to use all of the jets they own!  This has been the case no matter what side is in charge!  Look it up !! Crazy they can use a","author":"@Great-white-tiger-hunter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"8eb7afb6-dbae-4885-b8ac-06fb44d40bd0","source":"youtube","source_id":"UgyeI8czWNVQqLk5bUZ4AaABAg","content_type":"comment","title":null,"body_preview":"STILL say Patel has the look of GUILT, like he's done something he doesn't want known.","author":"@joehillary5848","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"61918a23-2ddc-4bbf-8001-2efa4f1ded8b","source":"youtube","source_id":"UgxTEkz7lixtgO6bW414AaABAg","content_type":"comment","title":null,"body_preview":"Send this Patel back to the Trump Hotel where he belongs 😮😮😮","author":"@Usconstitutionlover","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"94f4b3bd-4a7a-4362-ab03-c12633eb6ad3","source":"youtube","source_id":"Ugw8Sd62q0FrgZ4Wqfp4AaABAg","content_type":"comment","title":null,"body_preview":"Why tf would you make a Indian guy named Patel the head of the FBI😂😂😂","author":"@scottfree2823","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"2b4ba3fb-f9a7-4344-b7c7-64a09cee5758","source":"youtube","source_id":"UgxP_1v92GqaG1PzE814AaABAg","content_type":"comment","title":null,"body_preview":"The war's been called off and back on so many times he didn't know he was supposed to be acting serious this time.","author":"@Leviathan42069","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal 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behavior","body_preview":"MS NOW exclusively reports Kash Patel’s planned weekend trip to see his girlfriend was canceled after top Trump deputies frustrated with the FBI director summoned him to the White House, according to ","author":"MS NOW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.30423280423280424,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XieXVL2P0ew"},{"id":"cbd9cfe4-af3b-443c-93ef-3a430ffddff9","source":"youtube","source_id":"Ugwh6vHUsoVn9FHGwYp4AaABAg","content_type":"comment","title":null,"body_preview":"@3:57 they have Mario having beaten michel pereira","author":"@casagrandemetal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"1c72fa07-357d-4f2f-8861-06fd081bbab9","source":"youtube","source_id":"UgyS7vyN6pthJhSGdUd4AaABAg","content_type":"comment","title":null,"body_preview":"Mcgregor's eyes before his entrance in the cage  told everything... but you know... money is money... let him fight intoxicated...","author":"@PasCoolRaoul","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"f5759a77-6433-47f8-9b27-c7ece28f1d27","source":"youtube","source_id":"UgwxJ_X7v5J_uOkFDtB4AaABAg","content_type":"comment","title":null,"body_preview":"Benoit just makes bad decisions at times in the cage. One little mistake at the top will cost u every time. He did it with Dustin & now with Paddy.","author":"@Fitkid29","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"75bfea40-021b-40a6-addb-8eac8b0be75b","source":"youtube","source_id":"UgzNAiQMlKpsTB2Ypn94AaABAg","content_type":"comment","title":null,"body_preview":"I knew The Mac was cooked, but to go and Kick the Air, fall, get up to kick the Air again and blow his ACL is absolutely wild. The MaC is a bowl of noodles.","author":"@ericroper9477","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"ec925da5-7a2f-4d6c-b8a3-c7d05ada8b8a","source":"youtube","source_id":"UgzYx5FjUWT9p6Mone14AaABAg","content_type":"comment","title":null,"body_preview":"Knew the Connor fight would suck, just like when Nick Diaz came back lol","author":"@Geralds123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"a45bd5e1-aaac-4949-a81c-c93c214edcdb","source":"youtube","source_id":"Ugwj7qvkkoxoBmw5w694AaABAg","content_type":"comment","title":null,"body_preview":"Just here to agree with the walkouts being sick. Very good","author":"@patthebat22","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"48699a5d-1044-4bc0-84d1-bd0c2dc848b9","source":"youtube","source_id":"UgwigZuvx542wre1WH54AaABAg","content_type":"comment","title":null,"body_preview":"Imagine not liking paddy pimblett 😂😂 man is a fucking legend!! And such a good heart!","author":"@craiglacey3047","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"d4291448-a391-4984-a02e-85351ce55b25","source":"youtube","source_id":"Ugz7PPQI70oX6IY5DnB4AaABAg","content_type":"comment","title":null,"body_preview":"Fucking hate paddy. Hate ground game. Can't wait to see him humbled and destroyed","author":"@donttalkwet1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"ff6601aa-1813-480c-8ab6-9b8c03775aed","source":"youtube","source_id":"UgwQos3xH5dm9Q5D2yh4AaABAg","content_type":"comment","title":null,"body_preview":"I see why Dana was mad 😂 they messed up again by putting pereiras face as Cory sandhagen during Mario’s interview 😂☠️","author":"@CulturedOutfits","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"ba522bea-21bc-4335-886e-ca9b0b2f5373","source":"youtube","source_id":"UgyX05MS-wcg6AkZLOV4AaABAg","content_type":"comment","title":null,"body_preview":"Max was the only opponent Conor didnt finish during his fw run. I was looking forward to this one.","author":"@coldcoffeebear7459","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"813ab18e-ce52-4c60-8004-f3f3f1fbd827","source":"youtube","source_id":"Ugw5panH0DWy3D6UXPp4AaABAg","content_type":"comment","title":null,"body_preview":"i wish we could get some of these journalists to step in the octagon after some of the ignorant ass questions they ask","author":"@RagnaIroncock","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"8701e956-fb00-42b4-8b12-d53d7702d67b","source":"youtube","source_id":"Ugxf3NRg7yuFLVQOuCN4AaABAg","content_type":"comment","title":null,"body_preview":"All you new mma fans are super annoying and should be muted permanently","author":"@Mike-hn4uu","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"40e934db-2153-4ffc-93fd-31ef0f7ac3f2","source":"youtube","source_id":"UgyFODCLxvMMVi4Jwup4AaABAg","content_type":"comment","title":null,"body_preview":"Guys you would never guess who’s the mew social media partner of the UFC…","author":"@jimmypetri12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"670954e0-a0e9-4c69-9142-9c01fb19ecd1","source":"youtube","source_id":"UgzKM1wZozl-HPDPS4x4AaABAg","content_type":"comment","title":null,"body_preview":"37:10 Dana was about to have a serious emotional breakdown 😅😅😅","author":"@Sam-lm7sn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"a4bb1aa2-fe11-4110-8038-91b072443fae","source":"youtube","source_id":"UgxC6-l9laAUuH1n9hB4AaABAg","content_type":"comment","title":null,"body_preview":"These fucking media members are such clowns. Every foreign media person is just an activist for their countries fighters. The French guy can take a fight if he wants a title shot holy fuck","author":"@Kaaaap","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"00100393-05e2-4751-988b-901774867ac6","source":"youtube","source_id":"Ugz3ChbV4WEiDrZLnN94AaABAg","content_type":"comment","title":null,"body_preview":"dude asking about conor's knee and not seeing it on the jump kick clearly cant see shit lol you could see it pop...","author":"@iSh0wtim3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"9b17c131-3940-41be-b123-e24e71da6f41","source":"youtube","source_id":"UgzTSV2XrZd25wbOyS94AaABAg","content_type":"comment","title":null,"body_preview":"I think I can take on Khabib. My name is Elijah. I’m a really good wrestler boxer and kickboxing. I would easily win. I’m only 14 but I’m gonna be turning 15 this summer. Khabib is my one fan. I want ","author":"@Gojo276KingMeyer-z6e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"bb00c293-d802-4c65-beac-1657860b8d3b","source":"youtube","source_id":"UgyTVaXo_XVxDxFQ-Mp4AaABAg","content_type":"comment","title":null,"body_preview":"Everyone is saying alcohol and drugs but no one understands he has lost touch with his soul","author":"@AliAhmad-dv5vu","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal 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????!!!","author":"@jaylewinton7939","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"bf736a70-6890-4c97-9e97-9fe8d0de5709","source":"youtube","source_id":"UgzP18V3Q8XLBaUtrw14AaABAg","content_type":"comment","title":null,"body_preview":"dude max is just fighting legends at this point these past two years, 2024 it was justin, 2025 it was dustin's last fight he retired dustin, 2026 it's first charles and now he beat conor, former feath","author":"@Adam-fm8xd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"6ad6a93f-6e3f-4898-a676-2293e5825f0d","source":"youtube","source_id":"UgzNYaA3uMDHq7RWzah4AaABAg","content_type":"comment","title":null,"body_preview":"Never forget Bautista was apart of the Krause fight fixing team\n\n250 Freedom was so much better not even close lol","author":"@kibakun9148","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"7a8383ea-7492-461c-a3ec-e8c6e47ba1e0","source":"youtube","source_id":"GNWbZ15APww","content_type":"post","title":"🔴 UFC 329: Post-Fight Press Conference","body_preview":"Following UFC 329, tune in to the Post-Fight Press Conference to hear the athletes take questions from the media. ​ \n\nWatch UFC on Paramount Plus ➡️ https://ufc.ac/4rZnRQc\n\nSubscribe to get all the la","author":"UFC","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GNWbZ15APww"},{"id":"5b5ea6db-82d9-4866-9983-66f080f16230","source":"youtube","source_id":"UgwOspSK9FLDtN8mWjh4AaABAg","content_type":"comment","title":null,"body_preview":"That’s why I never go for a run and I weigh about 5 times the body weight of a lion ..😮","author":"@lynnhughes6350","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"f105fdd3-99eb-4cb4-8d4d-3487c53697de","source":"youtube","source_id":"UgwN2Pxyvg2r_23-Rst4AaABAg","content_type":"comment","title":null,"body_preview":"Who the hell tries to shoot a mountain lion with a shotgun at 25 meters","author":"@duckingtonedits2369","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"54c3bd92-08cd-4646-ae7e-4dd9c18c44d0","source":"youtube","source_id":"Ugw7jIqUYpqbXiSaJj94AaABAg","content_type":"comment","title":null,"body_preview":"I cant help feeling sorry for the mountain lions as well , they're only doing what they instinctively know to do , its not like there's some evil mastermind plan . Sad all around","author":"@hannahriley8085","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"1ac33876-adf2-4065-ba6c-ba11fe69dfe5","source":"youtube","source_id":"UgxEEkunpqKNuulSTfF4AaABAg","content_type":"comment","title":null,"body_preview":"11:08 no definitive explanation for the attack? Are you serious? It was a mountain lion doing mountain lion things that pretty much sums it up. Super tragic but that's the risk we take entering the wi","author":"@willo.2324","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"af702830-417c-471c-a2bc-4abff6d11c52","source":"youtube","source_id":"UgwBPDCPpYLLNCmbKyR4AaABAg","content_type":"comment","title":null,"body_preview":"shooting at it with the shotgun instead of the rifle was smoothbrain af","author":"@bluekestral8316","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"da4da697-03e8-414d-848c-69d06b89b0c1","source":"youtube","source_id":"UgxpJsb7Fkut4CyWMLV4AaABAg","content_type":"comment","title":null,"body_preview":"Always carry whenever you go into the woods period","author":"@luciankristov6436","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"b6473341-2416-444c-ba84-5e3968cb6876","source":"youtube","source_id":"UgyK6JPX5BQJGLEvFth4AaABAg","content_type":"comment","title":null,"body_preview":"Killing a big cat for doing what it was made to seems stupid. If you go into the wilderness you are liable to meet wildlife. Hunting is literally their job.","author":"@Praderanoire","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"6e878300-885c-4b7d-abfd-7a015ac61b96","source":"youtube","source_id":"UgyT0PeYxboQpMA4sW14AaABAg","content_type":"comment","title":null,"body_preview":"I also carry at least a sidearm when I go into the forest or  mountains to hike ,fish ,camp , hunt ect. Not just for the four legged predators but for the two legged ones also. Also a little situation","author":"@mexicanwhitedevil386","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"2860f8f0-1ece-41c4-8b7d-433dd8f49290","source":"youtube","source_id":"Ugykvi4D8DDU9L2XSaJ4AaABAg","content_type":"comment","title":null,"body_preview":"Unless the animal is attacking, shotgun is not the right tool. A high powered rifle is the right weapon and it has to be more than just a .223 / 5.56x45mm NATO caliber weapon.  It has to be a fast mov","author":"@pichetkullavanijaya6908","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"0a356bc1-2e63-42b7-8334-d376b38cbd51","source":"youtube","source_id":"UgwqkejgqG9TZNCvDUV4AaABAg","content_type":"comment","title":null,"body_preview":"I started hunting from the truck in the dark. My buddy was going to leave the truck at daylight. Follow my tracks for a bit then veer off. There was about 1 feet of snow. About 30 min from when i left","author":"@Cleanerguy12","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"a9344b29-0025-450b-96a5-c99275e7fee2","source":"youtube","source_id":"UgyUbHdZYrCL2vTZshF4AaABAg","content_type":"comment","title":null,"body_preview":"They need to just keep it in a cage   we're taking there habitat.   Not its fault","author":"@RonnieEarnsTv.YaHeard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"32d1ddc3-342f-447b-8260-835bb87dc155","source":"youtube","source_id":"UgxYSUmg8S_oD2B3kJh4AaABAg","content_type":"comment","title":null,"body_preview":"Can someone tell me if they kill the cat? I don’t want to watch if they do","author":"@benkeast405","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"7e94c7bc-a1b0-42c3-8e63-e60b7cdde862","source":"youtube","source_id":"UgxWmjCYLBud0dmaZVB4AaABAg","content_type":"comment","title":null,"body_preview":"mountain lions are no joke... Basically a killing machine,  i always keep my vision up checking in trees before walking through \n\nwhy is he shooting a shotgun slug vs rifle no wonder he missed","author":"@BoEkingster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"15a8d431-5e3d-4f0a-ac98-9c59b029c9e8","source":"youtube","source_id":"Ugw1iB2XwltLupLU4il4AaABAg","content_type":"comment","title":null,"body_preview":"How is it legal to show the reaction of the parents to the news that their kid died? F*ck off with that privacy invading bullsh*t, you dont have to upload those parts.","author":"@The-Germinator-Part-2","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"55625640-1fcc-4217-9c46-dbb430b2358f","source":"youtube","source_id":"UgzicOIDF-Hd4HyGAlB4AaABAg","content_type":"comment","title":null,"body_preview":"Dude we are so cool and we are totally being hunted right now! We are like superheroes of our own stories!!!  I love being a cop !","author":"@ronaldlongfellow87","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"11fdd65b-8b08-46d2-9a1e-193cb4a28bd4","source":"youtube","source_id":"Ugwsamk0augiwBBbz_Z4AaABAg","content_type":"comment","title":null,"body_preview":"Omg why are we killing all animals in the area.   That's like a cops saying you fit the discription","author":"@RonnieEarnsTv.YaHeard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"64c718b7-cdad-442c-96fc-106af70da55c","source":"youtube","source_id":"UgxoSwQBotSWeMBwR3l4AaABAg","content_type":"comment","title":null,"body_preview":"Why predator control hunting is necessary. Condolences to the victim and family.\nAlso, the fact Wildlife officers shot 2 of 3 known lions in the area shows they were aware of a potential threat...","author":"@05cruznik","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"fa9e5447-87fd-4a93-8a4b-f39364187749","source":"youtube","source_id":"UgzzF6KUOnZzYm-g6bV4AaABAg","content_type":"comment","title":null,"body_preview":"You go hiking in their house, but you give them the death penalty, it's not fair, stay at home, don't go to the wild","author":"@againplease1","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"4155b5ab-040a-46d2-9f6e-e72cbca00298","source":"youtube","source_id":"Ugz-OVb9c_Q-RQyI5pJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is why I carry a 44 magnum with me when I go out in the boonies with Buffalo bore rounds in it","author":"@Carbon-I-am","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"f53adb49-b8b3-4c5d-a436-0278d438a23f","source":"youtube","source_id":"UgwKYWGRzUmU1iQlm0x4AaABAg","content_type":"comment","title":null,"body_preview":"It is a very sad situation.  Humans enter the territory of other creatures.  Humans are so confident and respectful of the creatures that live in these areas.  Yet, we fail to acknowledge that these c","author":"@forrest8976","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","safety_disclaimers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"6f936ea4-6670-4a2b-a7a3-9b15b08c864f","source":"youtube","source_id":"Ugxho6sU8BDWD1RpSad4AaABAg","content_type":"comment","title":null,"body_preview":"How devastating and sad this child is dead,  beyond heartbreaking, I feel so saddened for the family. But I wish these reporters and sensationalized news stories like this- would stop acting like wild","author":"@Justiceforall1-1","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"cd3e245a-b0ad-4512-aedf-d5a5876fecfa","source":"youtube","source_id":"UgzxfWKmEKyWUIEnqf14AaABAg","content_type":"comment","title":null,"body_preview":"Shouldve been death due to stupidity and trespassing. Take pepper spray next time you go invading on majestic ancient creatures territory, or dont go at all putting them in danger because of pure stup","author":"@design4graphics","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"86bb0391-f556-4d61-95dc-aea4b709ec30","source":"youtube","source_id":"54zY2HSxTfY","content_type":"post","title":"Cops Realize Killer Mountain Lion Is Hunting Them Too","body_preview":"In today's body camera video, we're covering the case of Kristen Kovatch.\n\nWe are a news agency dedicated to delivering factual reporting on investigations, public safety, and law enforcement procedur","author":"EWU Bodycam","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.5825817007303769,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=54zY2HSxTfY"},{"id":"1bd92e8f-a56d-4c20-b0af-df2ab415eb68","source":"youtube","source_id":"Ugxrz8eTBa1SEV21Fi94AaABAg","content_type":"comment","title":null,"body_preview":"Hey are you Independence remember that when it comes to November elections","author":"@markvolk4759","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"5821cb4e-47f0-4504-8975-7df2cbb6272a","source":"youtube","source_id":"Ugxe_eO2R1RITJSGSs94AaABAg","content_type":"comment","title":null,"body_preview":"China and soros will fund the communist against the establishment democrats. THANK GOD FOR THE GOP, or the democratic party would collapse. The GOP will continue to help the democrats.","author":"@jaadee596","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"c968e828-d3c3-4e63-ade1-071f853a9b14","source":"youtube","source_id":"UgwpS25sq4ksiU1rMyF4AaABAg","content_type":"comment","title":null,"body_preview":"Exactly the way the Labour Party has gone, here in the UK. \n\nThey detest the White Working Class.","author":"@seandrew7837","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"9b02c600-52a3-471a-8d14-53efdfdb97c6","source":"youtube","source_id":"Ugy6-raZ1oALq2y94GV4AaABAg","content_type":"comment","title":null,"body_preview":"Hey honey you just lost Miss Lyndsey & Mitch McAwful is on life support … let’s get that PARTY STARTED!!!!🎉🎉🎉","author":"@maryMcCauley-wouldudoit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"843b65ad-f833-432d-971d-00831ba77a40","source":"youtube","source_id":"UgzHazMn7dpcwu84iDV4AaABAg","content_type":"comment","title":null,"body_preview":"So good to hear now if only other unions would wake up to the lies the Dems are trying to force feed their members. This leader is correct.","author":"@JoanStrader","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"33a8ce11-c23c-4c6c-b328-ce96f923f603","source":"youtube","source_id":"Ugwz32p6OzUwTMpVOwR4AaABAg","content_type":"comment","title":null,"body_preview":"Whenever anyone calls them the \"Democrat\" party I know it's coming from a biased group-think source and can safely ignore them.","author":"@cvda901","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"3c559b51-1303-4e20-81f3-d14d783da29e","source":"youtube","source_id":"Ugz6GYSYwFS-GGDoY8d4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks \nTrish,  It's discouraging to never get to see Union people's points of view.  So thanks for getting the news out.  I wanted to know.","author":"@bradjunes1610","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"aa0692b0-47b7-47df-a377-42c03cf66e0a","source":"youtube","source_id":"UgzKgsR9-Dyvi3eqY-Z4AaABAg","content_type":"comment","title":null,"body_preview":"The Republican party has its share of issues as well. Big problems all around.","author":"@DannyMoore-j4j","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"132e67cd-771d-4623-8e0a-11daab315f13","source":"youtube","source_id":"UgyLVV0hWzeGTN_oHQV4AaABAg","content_type":"comment","title":null,"body_preview":"They were never the working man's anything.\n\nExcept for union Labor, that takes half their checks for democratic taxes, and union dues.","author":"@dooginladel6275","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"525cbd22-50ec-4a94-aca7-5d7104d5ebc1","source":"youtube","source_id":"UgyXgptRB1N3sHQ-y-54AaABAg","content_type":"comment","title":null,"body_preview":"Demoncrats do that for one reason only, socialism.  They know that when more Americans find out the truth they will definitely vote red. So they do  ( good things) to make people think they care. Tota","author":"@ManuelLopez-hw6ih","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"4b323d24-ebeb-4121-b2e8-3f647dc386f2","source":"youtube","source_id":"UgzX7WdRzKJPpcvBDfB4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, those dumocrats are just barely to the left of Facism","author":"@andyp6351","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"f465e2ab-e0f3-427d-8e3f-050b2f2ed004","source":"youtube","source_id":"UgyWfj0IaDQs9szLqdN4AaABAg","content_type":"comment","title":null,"body_preview":"Where were you when you could have done something?","author":"@jaledalton4194","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"785ef50e-cf65-49c1-b53b-92ce429fb7ec","source":"youtube","source_id":"UgxJfcYau_Ikbzb7ufd4AaABAg","content_type":"comment","title":null,"body_preview":"He probably wasn't even a member when they stopped being \"the working peoples' party.\" It took turboleft to open his eyes... (I can't see how but alas-I can't ask 'whatja gonna do' because there's Not","author":"@SusanLieberum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"1f8a5f57-c7af-4cfc-84c1-aee87179d14a","source":"youtube","source_id":"UgyczAGFHg6WwLqkfqZ4AaABAg","content_type":"comment","title":null,"body_preview":"Well said. They are the freebies for freeloaders party. You all need a Democrat leader to evict the commies from your party. Make it crystal clear from the DNC that they are NOT Democrats..","author":"@Gaga85894","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"33983c28-08a6-4526-b8d1-57dc8e867e48","source":"youtube","source_id":"UgyPHan_uC3HkG8HmCR4AaABAg","content_type":"comment","title":null,"body_preview":"I pray the union working men and women in our united states feel the same way as this man..","author":"@nickhvasta1793","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"8f550df1-af15-4f21-becd-5a93ce994b50","source":"youtube","source_id":"UgxKNPS-tngoMjYXSTp4AaABAg","content_type":"comment","title":null,"body_preview":"About time they figure this out. They are kinda slow tho might want to see if they have the tism or something","author":"@deejayburnside297","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"c8329b09-94e0-492d-a422-e6034f9faab3","source":"youtube","source_id":"UgyXj00jUNMiQCnTCDt4AaABAg","content_type":"comment","title":null,"body_preview":"It's about time. But why now 🤔 Hmmm but I love it. 🇺🇸🇺🇸","author":"@chica1313","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"737d3e5d-ada6-4629-92d7-30bdac3e5020","source":"youtube","source_id":"UgyscZuNq4EkjWybgGt4AaABAg","content_type":"comment","title":null,"body_preview":"You give someone enough rope and they will hang themselves and that is what Biden was the rope and now they are done... God bless you and yours much love stay in faith and in prayer keep up the good w","author":"@Morris365","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"cd0f4447-fa8e-44c6-b6ce-e5ebe04c3354","source":"youtube","source_id":"vlce2TXMvDM","content_type":"post","title":"Unions DITCHING Dems Over Socialism! 😳","body_preview":"🔔 Subscribe: https://www.youtube.com/channel/UCBlMo25WDUKJNQ7G8sAk4Zw?sub_confirmation=1\n\nThe Trish Regan Show — one of YouTube's Top 100 Podcasts.\n\nHelp Support INDEPENDENT Journalism. Become a TRISH","author":"Trish Regan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","template_phrases","disclaimer"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlce2TXMvDM"},{"id":"ea0da640-0ead-404d-abe2-afd675be12d3","source":"youtube","source_id":"Ugy-gaM3r6tUpkN5JSx4AaABAg","content_type":"comment","title":null,"body_preview":"The US starts a new Vietnam / Afghanistan without a plan, strategy and coalition of willing.\nThe US can’t win this war, even after 47 years of santions. \nIt will take a few years and  billions and bil","author":"@TheMajorIncident","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"ea5505bb-be03-4c3f-9c93-17a6bed906c7","source":"youtube","source_id":"UgwCJJEFTlsN2ba2iQp4AaABAg","content_type":"comment","title":null,"body_preview":"If you want to get an earthly view of what hell looks like, launch a few into the USA and see what Cuba and Iran look like after a month of US retaliation!!","author":"@borncanadian1688","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"1ada2f78-184f-41e5-b2bb-3197c295b25e","source":"youtube","source_id":"UgyCCQf_cMMx6qoipW54AaABAg","content_type":"comment","title":null,"body_preview":"Hey trump , make moves like a magician and get doubles and tripples and move mirrors","author":"@Getitdone0176","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"2708dc94-4471-4b4f-a305-9cd032761c80","source":"youtube","source_id":"UgzVzXUcMAEwozF2UfN4AaABAg","content_type":"comment","title":null,"body_preview":"Yup, saw videos about this news to be created to justify attacking Cuba. Too much money to be made by business waiting and planning this for years.","author":"@hsetin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"5219db75-7bf8-4a8d-99e0-e4b5140a3adf","source":"youtube","source_id":"UgzwRdEwzWRGYSzJRMt4AaABAg","content_type":"comment","title":null,"body_preview":"Who is dumb enough to believe Iran has drones in Cuba Is that another war this government wants to start -sure it would not be a long war but we all know the government wants the leaders of that count","author":"@roysmith590","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.553113553113553,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"0c204e6b-3e31-41d8-941d-ba6f028a5761","source":"youtube","source_id":"UgzmUglipLTX6eigvmN4AaABAg","content_type":"comment","title":null,"body_preview":"I can and i cant see how Cuba would think thats a good thing, when they are a 1 bomb wipeout....","author":"@Eddie-m9e3u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"196ea1e7-bb60-4045-89a9-5d5200673c5e","source":"youtube","source_id":"UgxO_4wOO4GRaZhPKUF4AaABAg","content_type":"comment","title":null,"body_preview":"Nice fascist mugshot. He's looking worser every day. 😅","author":"@LeeOsburn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"db21f80b-a6dc-48c0-b99d-22c0b80877f2","source":"youtube","source_id":"UgwKX6ie_9zMmwXw_Hl4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like Bush is queuing up for another failed Presidential run!!!","author":"@dannyb2805","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"e04c506e-b31b-42e3-8081-1c23c77cec10","source":"youtube","source_id":"UgzzOLNH8B5QvBnuYoh4AaABAg","content_type":"comment","title":null,"body_preview":"no one need fire upon or try to bomb the u. s.; they may seriously upset \nsomeone crazy enough to feel a need to retaliate with nuclear weapons; \nthere are other and better ways to effect policy chang","author":"@theetrue4083","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"26460823-22da-4112-bf8e-6413227030b9","source":"youtube","source_id":"UgyZBDSTQrZ1yT34OT94AaABAg","content_type":"comment","title":null,"body_preview":"Let’s neutralize the drones and take over Cuba and help the poor people out like we did in Venezuela🇺🇸","author":"@Pilotc180","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"10fc843e-d93f-4f39-8bc1-ee93914fe155","source":"youtube","source_id":"Ugyd6UvR2dbZDOoKpsF4AaABAg","content_type":"comment","title":null,"body_preview":"Gram was a Peace of Sh---t--------A war monger that got rich washing money in government-And now they want to say he was a good guy-None of these people are good people!","author":"@roysmith590","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.553113553113553,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"b12f66ef-35e7-4cd7-be12-1d92fe2be351","source":"youtube","source_id":"UgyvT-rD9TYxFbcl3PZ4AaABAg","content_type":"comment","title":null,"body_preview":"I just dont understand why we dont put the mountain on all the entry ways to their missile and drone city...","author":"@rickyheck6780","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"36a8bcfe-47d2-40d7-994b-61b52143ead5","source":"youtube","source_id":"UgyDcqnl95sS-sUoZF54AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like good old-fashioned American propaganda to me","author":"@franksoteloiii1522","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"4cd8c055-e9bf-4f96-b959-322135c3717b","source":"youtube","source_id":"UgxeBGmglKvQ7JANLmV4AaABAg","content_type":"comment","title":null,"body_preview":"Thumbs down for not talking about drones right away","author":"@michaelwerner4539","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"c0c1571b-569f-4e78-bacf-fa044b045ec7","source":"youtube","source_id":"UgxFDSP79JZ6_nQ8GKF4AaABAg","content_type":"comment","title":null,"body_preview":"You have our permission to storm Iran and Cuba SIr","author":"@Getitdone0176","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.7499999999999999,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"333793c4-9c7b-4dbc-afe3-ccbdfffa8c62","source":"youtube","source_id":"Ugx-g20Vwc4vZBgVBbx4AaABAg","content_type":"comment","title":null,"body_preview":"Read more: https://www.foxnews.com/live-news/us-iran-war-irgc-centcom-strait-hormuz-july-12","author":"@FoxNews","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.46854635407652223,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"3ead05b7-cc54-42d9-ba54-5c1ab2dc084f","source":"youtube","source_id":"CD4yhbOBVjM","content_type":"post","title":"Iran has HUNDREDS of drones in Cuba able to reach US mainland: Report","body_preview":"U.S. Ambassador to the U.N. Michael Waltz discusses the unexpected passing of Sen. Lindsey Graham, R-S.C., and escalating American strikes on Iran on ‘Sunday Morning Futures.’  #fox #media #breakingne","author":"Fox News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_indicators"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CD4yhbOBVjM"},{"id":"75a7aafb-d075-4285-a18e-0c50c24cbe46","source":"youtube","source_id":"UgyNMgaYRR4TUz-mJ2x4AaABAg","content_type":"comment","title":null,"body_preview":"Why is it assumed racism every time something happens to a black person? Seems like a crutch to me to excuse poor behavior. Assuming racism all the time is in fact racism itself. To only care about so","author":"@th-cc6ei","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.5042034325835241,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"74dc129b-3d09-444a-bf12-2a4768964964","source":"youtube","source_id":"Ugy1ycCjk6zixljIA0x4AaABAg","content_type":"comment","title":null,"body_preview":"That young kid who followed the older woman is a hero. He had empathy. Great parents. Want to run for office in advance?","author":"@jeannet1052","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"5db790f8-2b8b-4b16-a9e6-4fbdf73f4c1f","source":"youtube","source_id":"UgxIH9_NJiMFjiYX7uJ4AaABAg","content_type":"comment","title":null,"body_preview":"Not a religious person but I prayed today, girl, you better get right with Jesus!","author":"@growingweedisfordummies4190","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"58975316-d2ff-4581-b97a-ca865d4df87c","source":"youtube","source_id":"UgyIW_DjM089_yYhXcl4AaABAg","content_type":"comment","title":null,"body_preview":"Would'nt it be nice if more young people would be that caring at all times?","author":"@sharonloomis5264","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"1dd79a2a-e7d0-48d7-b575-9e429633263d","source":"youtube","source_id":"Ugyjar6EhLWxnFfW8gR4AaABAg","content_type":"comment","title":null,"body_preview":"Trump will martyr himself for the small hat group. He would love nothing more than to die a hero and legend.\nBeware of the false flag event that WILL happen.\nYou already know the playback, you know th","author":"@growingweedisfordummies4190","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_polish"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"efcbd8a5-2146-4a1a-8df5-fac5c625c119","source":"youtube","source_id":"UgxEXtPh6rWwIzfMS4N4AaABAg","content_type":"comment","title":null,"body_preview":"ICE agents murdered that poor man! Praying for his family and loved ones! OUTRAGEOUS!","author":"@corrineterry6676","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"d0754142-ba63-4e5b-8c2c-4ee492fbde13","source":"youtube","source_id":"UgxQtmwVri3z5PdYMuV4AaABAg","content_type":"comment","title":null,"body_preview":"We dont need more houses built, we need more people fixing up the ghost towns and cities all over usa. From  ciaro illinois too arizona to erie pa. Ghost towns everywhere with plenty of vacant homes a","author":"@growingweedisfordummies4190","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"88d1e1f3-b5fe-4593-b04a-9447b9e7e556","source":"youtube","source_id":"UgzJ5yDg7ieD35PM_ft4AaABAg","content_type":"comment","title":null,"body_preview":"What a weird year for Montana. I mean one snow storm and the next record breaking highs in the hundreds?","author":"@jackiemcgowan9899","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"34715e83-fa6d-4e9c-b0f4-beeb2b94dbbc","source":"youtube","source_id":"UgxB0rSIx_HZXq0zLSJ4AaABAg","content_type":"comment","title":null,"body_preview":"Israel should not be our ally. Jews were given Israel, they did not create it. 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New York City gets what they voted for😂😂😂😂","author":"@FarrahWonderwoman-nt3gi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"10dd653d-7fc4-44cc-a956-2492ad8e4d9c","source":"youtube","source_id":"UgxyJy2yO59QxltDVbd4AaABAg","content_type":"comment","title":null,"body_preview":"Wells... Looks like a gay photo.   Could sexuality been involved?   Just look at the other male with his hand on Wells knee 😮","author":"@FarrahWonderwoman-nt3gi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fPN-69a5QrA"},{"id":"e497b114-8319-422f-ae39-129867a638ad","source":"youtube","source_id":"UgwiFl7RFlxd-COvHlt4AaABAg","content_type":"comment","title":null,"body_preview":"FUK NOLAN WELL.... AND CARMELOOO RETARD...WHAT ABOUT OUR PEOPLE GETTING KILLED.... 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recently","author":"@dampergoldenrod4156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.6696428571428571,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"01a4b841-07e7-4471-82d7-2ebf074fba56","source":"youtube","source_id":"UgxbSPpltpIgDYt5Cjh4AaABAg","content_type":"comment","title":null,"body_preview":"The Russians almost killed Graham in Kiev ..maybe the chemicals from the bombs affected his heart and Graham and his creepy staff all ran out of Ukraine as quickly as possible","author":"@dampergoldenrod4156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6696428571428571,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal 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Fox, Rudy G, or maybe Clarence Thomas are next in line! 🤞","author":"@MartinClark-v5b","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"21019666-92f9-4af4-89a9-2493e7a69eb2","source":"youtube","source_id":"UgwioCCL3_92YLOfWI54AaABAg","content_type":"comment","title":null,"body_preview":"Will someone kindly tell me the facts about his remaining term and or appointment or if its open for November now?","author":"@JRNX2580","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal 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In fact he died from alcohol poisoning. Lindsey Graham was known to be an alcoholic. His influential of th","author":"@980ssbbearcat2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_synthetic_empathy","absence_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"1d2412a8-33c3-42cd-8889-3e9ad50590ef","source":"youtube","source_id":"UgwLQXdeZ_zto1qA-JZ4AaABAg","content_type":"comment","title":null,"body_preview":"Israel 🇮🇱 just died not just Lindsey Graham maybe they should and how he died maybe they take him out too much problem","author":"@MasickaBlack","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.9223443223443222,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"e1b9bc7d-c838-4ff3-9f6f-40cbe9673267","source":"youtube","source_id":"Ugz-7X2mvhW3CuEiHzt4AaABAg","content_type":"comment","title":null,"body_preview":"Why should Graham's family and staff be allowed to live wealthy opulent lives in  the United States when they committed crimes against humanity all over the globe?","author":"@dampergoldenrod4156","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_hallmarks","platform_fluency"],"bot_score":0.6696428571428571,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"e19272b0-9c33-4f43-9ace-5f1c58dbf79f","source":"youtube","source_id":"UgyncaZbkLP5CEGa-0Z4AaABAg","content_type":"comment","title":null,"body_preview":"No amount of money is enough to bribe the Guardians of the gates of Hellfire. Welcome to your permanant home Lindsey 👹","author":"@ISMAILdude93","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"8c5d9962-9ad0-4e89-9db8-982fb04f113b","source":"youtube","source_id":"UgzbfBPLaqtSrvhj3MF4AaABAg","content_type":"comment","title":null,"body_preview":"By dying, he did a public service for the first time in his existence","author":"@MitchellThompson-c8d","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"f446ba23-9742-4618-8e5d-91f3fa8cd70e","source":"youtube","source_id":"UgzSkaOFVz4oSvDWZK94AaABAg","content_type":"comment","title":null,"body_preview":"No one knows the identities of Lindsey Graham's family or his staff it's all kept secret ..what are they hiding from the American people?","author":"@dampergoldenrod4156","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.6696428571428571,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"a2836c9b-2d49-4bcb-bd51-1d6a40cd5b61","source":"youtube","source_id":"UgwiaEVXIu1tK3KCS7t4AaABAg","content_type":"comment","title":null,"body_preview":"The famous cauldron of fe.ce..s and p.is is reserved for him","author":"@organicgardener1112","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"5f848ec7-a228-4072-9d79-0ed715800de8","source":"youtube","source_id":"Ugw0DpZeNPsmKNyOeTZ4AaABAg","content_type":"comment","title":null,"body_preview":"Sen. Lindsey Graham dies at 71 after sudden illness: https://cnn.it/4vlWdyR","author":"@CNN","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.32638888888888884,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"d5a90f0a-17b7-476f-94eb-780062318a7d","source":"youtube","source_id":"m6YI10hqVFI","content_type":"post","title":"Sen. Lindsey Graham dies at 71","body_preview":"US Sen. Lindsey Graham, the longtime Republican from South Carolina, has died “from a brief and sudden illness,” a spokesperson for his office told CNN.\n\nThe spokesperson did not disclose further deta","author":"CNN","classification":"human_created","confidence":0.85,"indicators":["reporting_of_news","inclusion_of_timestamps","use_of_hashtags","link_to_external_content"],"bot_score":0.22486772486772486,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m6YI10hqVFI"},{"id":"9da6f6f0-1477-4674-a9ef-893de4612a9c","source":"youtube","source_id":"UgyadK5LlFpkD2My_O94AaABAg","content_type":"comment","title":null,"body_preview":"One of the audience members can't even bother laughing and just keeps going ahh","author":"@REREMO","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"a594b9a8-2ad7-46e3-ac40-cb3954c15659","source":"youtube","source_id":"UgzpNJC-diOyRRsOk8h4AaABAg","content_type":"comment","title":null,"body_preview":"Mitch is either dead or brain dead. He almost was brain dead anyway. Bring out your dead.","author":"@billsanders2884","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"337dee75-44cc-49d5-844e-cdd6472a7b5d","source":"youtube","source_id":"Ugw1BJYkQWM6Ljg3BFl4AaABAg","content_type":"comment","title":null,"body_preview":"I would say thoughts and prayers but my prayers were answered so all I have are thoughts now.","author":"@OneMeanReaper","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"3690d979-3034-4e49-b10d-b3ed8a5b3ce2","source":"youtube","source_id":"Ugw6VOY7vT8SEYSX2lB4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly for his sake, I hope he is with the Father, he looks like he was been in a great deal of pain.","author":"@thandilechinyavanhu6001","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"d3d097ce-c4f7-48da-8ea8-d2a4a54da520","source":"youtube","source_id":"UgyhxJiiiIrieeO0WCZ4AaABAg","content_type":"comment","title":null,"body_preview":"Mitch is in the hospital for a full-body transplant. They removed his head and put it on a 20-year-old donor body. This time, they are leaving the shell off.","author":"@ur22much2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"95452e1f-9a0d-4e12-9b81-0dcda903209c","source":"youtube","source_id":"UgwcQ405_GSlAUyo63J4AaABAg","content_type":"comment","title":null,"body_preview":"I have been wondering if he is actually alive for decades already","author":"@andreataylor7135","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"4f6c372d-a1db-43f0-9d3f-db316bb6e8f0","source":"youtube","source_id":"UgxMG6uC7kflahwEEzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Many of us have done it, right? Family member is in ICU bed, life support removed, and we hold up a phone to their ear so our family who can't be in the room can \"talk\" to them. Then family member pas","author":"@stevenmackay8053","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"5f23138a-72e4-4829-98f5-0e95cb26176d","source":"youtube","source_id":"UgyxkDoXvtYMkHqb8nl4AaABAg","content_type":"comment","title":null,"body_preview":"Bashear needs to call a special election and say that if McConnell objects, he can hold a press conference to say so.","author":"@nothingruler14All","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"97071187-15db-4a80-be99-556e61654526","source":"youtube","source_id":"UgyB7dtXwYOgSqhZqbZ4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans: McConnell is still alive\nInternet: Doubt","author":"@shusukepanda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"52a83938-e464-439e-b3d1-2808d0d6d6d7","source":"youtube","source_id":"UgwoMkwW31QOlULBapx4AaABAg","content_type":"comment","title":null,"body_preview":"He’s been dead for years, his body finally caught up!😂","author":"@NoUseForaName81-l5d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"3043434d-5d7b-4992-9ece-c010b5f60c37","source":"youtube","source_id":"UgzAh23VmMnm8cErtph4AaABAg","content_type":"comment","title":null,"body_preview":"That person in the audience going \"ahhhh\" instead of laughing is so annoying.","author":"@TheBrandimiles","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"eceb08a4-e6d2-4371-8eaa-8424d9f65797","source":"youtube","source_id":"Ugy7ZOJus1H79LoTnfJ4AaABAg","content_type":"comment","title":null,"body_preview":"Who else is here after the news of Lindsey Graham? Eerie stuff.","author":"@williamreid1060","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"78998017-8a5a-4642-b72d-985c71542b9a","source":"youtube","source_id":"UgyKD4BVOQaLxmU4BPJ4AaABAg","content_type":"comment","title":null,"body_preview":"I really appreciate the respectful correspondents on the Daily Show😂😂😂.","author":"@ManiacMeats","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"d5613a66-de80-4fd2-a734-09e0d959a3fc","source":"youtube","source_id":"UgyGSRh0ngSzE1D0oX94AaABAg","content_type":"comment","title":null,"body_preview":"Michael Kosta out here looking like an ol'timey gangster with his double breasted suit & pocket square","author":"@margolious","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"e965dce3-7220-45bf-bb30-043e3bc49a3d","source":"youtube","source_id":"Ugy3ezXl7r833KCUSNJ4AaABAg","content_type":"comment","title":null,"body_preview":"Schrodinger's senator: both dead and alive until publicly witnessed","author":"@Shannonzor27","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"75ba999b-c661-4e15-bdc1-b6ad698775af","source":"youtube","source_id":"UgzBOvhq2kg9ZqhLxTR4AaABAg","content_type":"comment","title":null,"body_preview":"Governor Beshear  is doing a well being check. Has anyone responded to him yet?","author":"@Bittersweet120","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"33f4f83f-6c2b-49a9-87dd-a518d7c47bb5","source":"youtube","source_id":"UgzlZwEQbxupBZ72jzp4AaABAg","content_type":"comment","title":null,"body_preview":"We live in a timely where almost every phone has a app that allows mediocre to be taken.\nPeople are allowed to visit patients. \nMedia can record video of people almost anywhere. \nAnd we can't figure o","author":"@Hjfvvdst","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"248a5a40-8199-49b8-aaf1-64c56b30ed81","source":"youtube","source_id":"RQNrPxiSJoE","content_type":"post","title":"GOP Scrambles to Assure Everyone That Mitch McConnell Is Alive | The Daily Show","body_preview":"Sen. Mitch McConnell's three-week absence has led many to wonder if he's even alive, but CNN's Scott Jennings put that question to rest with a totally believable claim that he chatted with the senator","author":"The Daily Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","template_phrases","absence_of_personality"],"bot_score":0.38262757737309333,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RQNrPxiSJoE"},{"id":"c71c291f-6a23-4f51-bd64-9f4213b07f61","source":"youtube","source_id":"Ugz-4DTTiwaDXqv7MDh4AaABAg","content_type":"comment","title":null,"body_preview":"He did say it started in Michigan.... understandable of course..","author":"@moosemanprophet5942","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"a583b4c8-f4b1-4f08-9f7b-3ca28ce2e6f7","source":"youtube","source_id":"UgzhyrxNHezBhZCBS194AaABAg","content_type":"comment","title":null,"body_preview":"Oh noooo better start rushing to get a \"vaccine\"!!\n😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂\n😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂\n😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂","author":"@rcdune7132","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"a6430cdd-8c39-4e3a-9204-fcdffe6ed05c","source":"youtube","source_id":"UgyS1ub_go-ul6XRnBd4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve had diarrhea for the past 5 to 6 weeks and I live in michigan","author":"@Dumplys","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"9956ff60-2f3a-455d-a50b-3755e212d11d","source":"youtube","source_id":"Ugwe8YEm47j9GoKrS3d4AaABAg","content_type":"comment","title":null,"body_preview":"Malicious actors? Animals? People not washing their hands?  Michigan, there was a tornado recently, any correlation environmentally? Airborne and landed on stuff? Just spitballing","author":"@SaintSarcasm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"0703387f-0f13-448d-9cb2-f28fa4438394","source":"youtube","source_id":"UgyAP6ZJa2mf0i24aHl4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah and there isn’t an influx of people who are ignorant to health and safety standards overtaking the state or anything. They aren’t taking over industries and cutting corners at the public’s expens","author":"@jauntycommander1065","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"ca0e4e04-a7f3-44c9-8752-349f77284afd","source":"youtube","source_id":"UgzqwpwQ5xDCIHBMwJ54AaABAg","content_type":"comment","title":null,"body_preview":"It’s bad enough here in TN the fast food place (a very well known, popular one) my best friend works at cant sell any sort of fruit to customers because it’s supposedly all contaminated with parasites","author":"@squitosis7536","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"7db3ede5-42cd-46d8-aef8-14a85038fe88","source":"youtube","source_id":"Ugw_kf0fXuee1XXmORt4AaABAg","content_type":"comment","title":null,"body_preview":"a teaspoon of kerosene from the US army survival manual.","author":"@burnside8729","classification":"ai_generated","confidence":0.55,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.5238095238095237,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"259184d8-861b-4956-8c5c-f4c7d55c4c6a","source":"youtube","source_id":"UgxDdks5uuGlCSNvHf54AaABAg","content_type":"comment","title":null,"body_preview":"plus if it was actually happening there would be a live bulletin","author":"@burnside8729","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0.5238095238095237,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"25bbb92f-310a-44a4-ab27-7a39e03a94dd","source":"youtube","source_id":"UgwKJ-8mJlZc_2x0lcl4AaABAg","content_type":"comment","title":null,"body_preview":"Well I officially don't want my prepackaged Cesar Salad i bought a a or so ago now, especially because I'm in Michigan. \n\nWell there goes dinner tonight 🙃","author":"@zuglymonster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"57870944-eaf8-409c-ae87-adb6cf2f9d78","source":"youtube","source_id":"Ugw7TUm1AstflZanbgh4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly, I'm avoiding anything that can't be cooked.","author":"@Hi_Im_Akward","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"6d5104c7-6fa8-47b5-924e-779c69d82daa","source":"youtube","source_id":"UgyKDouxLtPJ3B8ve9F4AaABAg","content_type":"comment","title":null,"body_preview":"Gee I wonder if stopping monitoring of these parasites has something to do with it","author":"@DanielLopez-up6os","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"1ed98c21-75bb-4912-b32c-f5363d2b83db","source":"youtube","source_id":"UgzkAkBpRE3JnT6VClF4AaABAg","content_type":"comment","title":null,"body_preview":"I spent a weekend in Grand Rapids recently and I came home and caught the worse case of diarrhea of my life it took me out of commission for 3 days but I’m doing much better now","author":"@Jalong03","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"183fc1f3-d8e2-4b36-a312-68e58a64fc3d","source":"youtube","source_id":"Ugy59lJ524HeF8dOzah4AaABAg","content_type":"comment","title":null,"body_preview":"I played a bacteria in plague Inc once and this was litterally my strategy I used to wipe out earth","author":"@dabreadbox825","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"b7216e53-fc3b-477c-8946-e6657f65f2df","source":"youtube","source_id":"89o-9Zic1Go","content_type":"post","title":"Michigan’s Explosive Diarrhea Outbreak Has Thousands Sick and Experts Stumped","body_preview":"Watch the full Daily DeFranco Show: https://www.youtube.com/@PhilipDeFranco?sub_confirmation=1\nGet More News Clips: https://www.youtube.com/channel/UCpLB7kBu9O5dbBKhaIOmqcQ?sub_confirmation=1\n\n———————","author":"DeFranco News Clips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.1671967514012664,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=89o-9Zic1Go"},{"id":"c0d7e7a7-289f-446c-a4b4-543c2dde7a43","source":"youtube","source_id":"Ugx89cgHLHjtpDYFT3V4AaABAg","content_type":"comment","title":null,"body_preview":"Tbh, totally valid message by the trainer that probably has heard enough of Kanye's bullshit.\n\nHe literally said that he wants to have a conversation without any useless crashouts and imbecile behavio","author":"@0bihoernchen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"31cc59cb-4b62-4905-996d-e6a0511a232c","source":"youtube","source_id":"UgyXbGvxvmot8GJj7K54AaABAg","content_type":"comment","title":null,"body_preview":"Don't get it twisted she's pointing out facts but she is also down with them look at who her husband is","author":"@martmont7872","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"c8c26a49-c4cf-400e-b76a-c60366d7b80d","source":"youtube","source_id":"Ugw_bhrsUspBgigxeJF4AaABAg","content_type":"comment","title":null,"body_preview":"Why Haven't The Police Caught To the Trainer's Agenda With Celebrities? \nWhy Was He Allowed Make Threats Like That and Get Away With It ?","author":"@ChaplainClare","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"3ac26926-77a3-448b-929a-06ea4bf85e5d","source":"youtube","source_id":"UgwtGbl_SlqPbU_7cHV4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂 anyone who believe this chick is just as crazy as her.","author":"@sageschnitzer2922","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"5e8990c9-eea5-4223-8353-359cb9bd4a14","source":"youtube","source_id":"UgxN7iqUU8ukxQQbI494AaABAg","content_type":"comment","title":null,"body_preview":"Exactly what happened after his Ukraine visit. 🤔 71 years old was this murder?","author":"@johnadams4176","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"d23a0a64-f2c5-495e-82c5-79541dbae457","source":"youtube","source_id":"Ugwq0reuEgZ0DYC4Y0J4AaABAg","content_type":"comment","title":null,"body_preview":"Candice must sit up all night and think up conspiracy theories and how to implicate the Jew. What did they ever do to her ? Guess she needs to hate somebody.","author":"@L.D.smith3639","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"6d9ab5d7-76c5-4c29-865f-d19465540733","source":"youtube","source_id":"UgxRfK8cG_XDUSXjljp4AaABAg","content_type":"comment","title":null,"body_preview":"Hollywood is evil.  Yes we known that for awhile.  Which is why you should never worship a idol.   Bible commandments are not just rules. They are to protect you!","author":"@eric.1948","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","religious_framing","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"1e971104-c990-4b42-b25d-7406fa0fe6bd","source":"youtube","source_id":"UgzjxhlIMh04-HmWDJF4AaABAg","content_type":"comment","title":null,"body_preview":"Every person has a chance ta make the choices between good and evil no matter what religion, at judgement all your sins will be revieled","author":"@Levi-d2n7d","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"c05c0914-b5f4-4539-8a30-7cca7fd1f6ee","source":"youtube","source_id":"UgxKb4uR_F3FIl8xf5B4AaABAg","content_type":"comment","title":null,"body_preview":"One in every 100 people is a psychopath... and always chase power positions ...guess who runs the government","author":"@davidfranklin2584","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"1f0a32b4-38b0-4062-a778-0b0339a07b28","source":"youtube","source_id":"UgxTJDqSPy3pW4kkX8l4AaABAg","content_type":"comment","title":null,"body_preview":"Damn Shawn, shitting on your own credibility indulging this whack job!","author":"@vfincalif","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"7a6b57fd-9801-44ed-bcc1-44b473176490","source":"youtube","source_id":"Ugxeo1N_A2JO2M_16LJ4AaABAg","content_type":"comment","title":null,"body_preview":"Whatever, Kanye is nuts, and Candace's narrative is to feed the 🔥!!! Hollywierd is a crazy place. Being from Socal in the shadow of LA, I've seen that place destroy many peoples innocence.","author":"@aubreyferiante9909","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"34bd9bdd-6748-4071-ac8c-fa6173465fe6","source":"youtube","source_id":"UgxPCQQKib2U-CjfjaN4AaABAg","content_type":"comment","title":null,"body_preview":"Remember kids the Jews from Europe weren’t the original tribe, ever wonder why all these  modern Israeli Jews have dirty blond hair and blue/green eyes? Because the real Jews are Middle Eastern Arabs ","author":"@MedkitPush","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"c10176e7-c226-4fc5-a580-867e9dd15d96","source":"youtube","source_id":"Ugydbh5FGDkLRtjimtp4AaABAg","content_type":"comment","title":null,"body_preview":"canadian cia..?? you mean CSIS... because we have no CIA...","author":"@kittenhasclaws3006","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"72b16190-13e3-445a-a811-6b1adbc7019b","source":"youtube","source_id":"UgxV6dluO2GGiP4EFRZ4AaABAg","content_type":"comment","title":null,"body_preview":"I still find it hilarious that Jared Kushner tries to convince people he’s related to the ancient Israelites!!! 😂 sorry but this guy is totally from European ancestors who converted to that vile cult","author":"@melleetheka","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"8a6eebd7-d7e6-470d-8983-585bdc27b793","source":"youtube","source_id":"UgzSENSegdOuC4w96sV4AaABAg","content_type":"comment","title":null,"body_preview":"text me and threaten me that play dates with my kids will never be the same again and the second i see it im actively looking for you at all times till i find you at that point its jail or death 1 of ","author":"@kingfink4319","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"86b8c391-8d86-419f-b7b3-d3d10d3da245","source":"youtube","source_id":"Ugz8pob_6hXUM7OGtdl4AaABAg","content_type":"comment","title":null,"body_preview":"Canadian CIA. What a joke.. Actually Canada... What a joke.","author":"@codyhoops1019","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"426e4398-af24-40f5-9ba7-8aa102786657","source":"youtube","source_id":"UgyRONlSh-Or4PAZtNh4AaABAg","content_type":"comment","title":null,"body_preview":"Mann this pissed me off cause people can’t think for themselves. Dude came out with a list of Jews in the entertainment industry and circled them and showed you on national tv and everybody called him","author":"@jemelwilliamson1014","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"3735fe77-b019-4aee-9fa8-382fc8ba8d30","source":"youtube","source_id":"UgxeJv_YNcWxIb3REaR4AaABAg","content_type":"comment","title":null,"body_preview":"Good for you, sister.  Please watch your back... our enemies are ruthless dirtbags.","author":"@Anthonyzlathesirer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"16b73380-9bd3-4374-9328-c924fa8b578e","source":"youtube","source_id":"UgwO0x4Fg5JRPrRjS-t4AaABAg","content_type":"comment","title":null,"body_preview":"the great unravelling,\nwill they unplug us in time","author":"@mikepleydell6471","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"f4c1c198-9fcf-41d3-9fef-3b58421665f4","source":"youtube","source_id":"Ugwx9XCudc1kzur8RHV4AaABAg","content_type":"comment","title":null,"body_preview":"Candace should be ashamed to be on social media now. The Tyler Robinson trial has proven her to be a nutjob.","author":"@Ky-by8xe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"eeb92259-8998-456e-9510-e93a0f2e8931","source":"youtube","source_id":"o-_-zfpXrmk","content_type":"post","title":"They Tried Destroying Kanye West 🤯","body_preview":"Join this channel to get access to perks:\nhttps://www.youtube.com/channel/UCkoujZQZatbqy4KGcgjpVxQ/join\n\nSupport the Shawn Ryan Show for $5 and get the chance to watch the shows AD FREE, with the exce","author":"Shawn Ryan Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","platform_fluency"],"bot_score":0.26318952394290035,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=o-_-zfpXrmk"},{"id":"48d866bf-2ff2-44eb-a438-1e9e7f94ac5f","source":"youtube","source_id":"Ugzkmzh8jwP3V0_JMSd4AaABAg","content_type":"comment","title":null,"body_preview":"This is super cool! Yet at the same time, I don't understand the point.\n\nYou need a ton of know-how. Lots of special tools. And why? To play old games? What does this get me that I cannot do on the PC","author":"@heavyarms55","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"387d92cb-bb52-4aad-aa86-103303358bea","source":"youtube","source_id":"UgysnY--i828bGLsG_V4AaABAg","content_type":"comment","title":null,"body_preview":"Do you sell custom modded Xbox consoles like that? If so I wouldn't mind purchasing one from you","author":"@DarkAkatsukiPain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"50d1ebf6-7d5f-420f-b90d-e1483525699c","source":"youtube","source_id":"UgwdAGHKWeUYFFb7hVh4AaABAg","content_type":"comment","title":null,"body_preview":"CPU upgrade & USB-C PSU would’ve been a chefs kiss.","author":"@PlayingUnfairly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"7459d976-8bb3-47b8-a665-865260f0d392","source":"youtube","source_id":"UgyDyiixfNHpBAzTCiZ4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder what one of these would sell for, with all of the upgrades and custom shell and everything. $500? Probably more, right?","author":"@ShadowmonkStudios","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"9a2988ea-8900-46bc-ad86-23bd5585a52f","source":"youtube","source_id":"Ugxo3Rlw_OyZtoc6Ec54AaABAg","content_type":"comment","title":null,"body_preview":"Fun fact: Kodi, the media center application, is a direct descendent of XBMC, the home screen application here.","author":"@da3dsoul","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"aa2351f0-4be5-4a24-8f99-3635668ca08b","source":"youtube","source_id":"Ugzn87fym2_ItgAvTQR4AaABAg","content_type":"comment","title":null,"body_preview":"I tried to enter the contest but it gave some kind of an error. I hope my entry was received. I really want to speedrun my favorite game Double Steal on a non broken xbox.","author":"@sauzeefy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"3ad4ffdf-d024-4a09-97d9-dc82f18bd7ab","source":"youtube","source_id":"UgzSHzM7SD8O7gF42wJ4AaABAg","content_type":"comment","title":null,"body_preview":"Nice job \nGot me interested in the OG Xbox I was too young to ever have one","author":"@arya_amg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"01961727-0054-47c7-83d0-d2004b27424c","source":"youtube","source_id":"UgzexUVXpyrfWbGdet54AaABAg","content_type":"comment","title":null,"body_preview":"Zac I have an old PlayStation 3 FAT I have already disassembled it but I would really like someone help me with upgrading it to turn almost like a modern console but in the hybrid consoles sense","author":"@Silvally_Animation","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"a4e422f5-a37d-43b6-8a77-94d9e5abbb3c","source":"youtube","source_id":"UgzshQ5sang_kTnXZ-B4AaABAg","content_type":"comment","title":null,"body_preview":"You should invest in a CCA preheater and a microscope. We use them at my work for micro components. Preheating is super important for ceramic CCA’s. You can use the NA 01-1A-23 to double check your wo","author":"@jacobwallace6035","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"afc4d119-fcf4-4bc4-9623-7f5ffb7dbd76","source":"youtube","source_id":"UgwX-f7gm6ZNpGVsV614AaABAg","content_type":"comment","title":null,"body_preview":"The QR code link doesn't allow me to register.\n\n It must be a scam...","author":"@jasm0ahn547","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"aa18f106-0a3a-4c36-8328-4ff4bf07e6d9","source":"youtube","source_id":"UgwysVUWc3Bt14cJkhR4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Zac, first of all amazing build, one of my fave consoles of my childhood. Wish i still had mine! Secondly, unfortunately I keep getting this error \"There was an error when sending a confirmation e","author":"@perkulant4629","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"506b1d5b-dd22-4375-a06a-25831e1d211f","source":"youtube","source_id":"UgyszkfUjj1bn2I5dlR4AaABAg","content_type":"comment","title":null,"body_preview":"Почему бы при рекапе конденсаторов не поставить полимерные ?","author":"@alexeyvavilov7973","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"429a6a15-3c0a-4780-981f-6220d7948336","source":"youtube","source_id":"Ugy81S1E6GPrROfQ2TF4AaABAg","content_type":"comment","title":null,"body_preview":"Why does bro look like he's about to ask me when I will wear wigs?","author":"@Stemkoz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"2a6fcc3c-d15a-4137-abdd-5c960dfbdd1c","source":"youtube","source_id":"Ugwd-Zaw8Oha2YUEwQx4AaABAg","content_type":"comment","title":null,"body_preview":"Why do all that work, including a shell redesign, if you're not going to replace the power supply? You could have saved way more space.","author":"@McLovinMods","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"4e16fd78-292f-4805-ab52-ba8ec497fb42","source":"youtube","source_id":"UgwEmHykj_CfEj8gbLl4AaABAg","content_type":"comment","title":null,"body_preview":"Your mods are always twisting the knife to physical gaming","author":"@GameHeroEats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"6a385284-83ee-4bcf-9ea7-f512b0597211","source":"youtube","source_id":"UgwBc7rmEJhjj5ajJIl4AaABAg","content_type":"comment","title":null,"body_preview":"anyone else getting an error on the website when entering the giveaway?","author":"@Rzed13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"684da6a1-46a0-4404-8cd5-5fa015976536","source":"youtube","source_id":"UgxmAgEXLo5KrbtjsLp4AaABAg","content_type":"comment","title":null,"body_preview":"Please Zac, I'm begging you... Do this for the Phat Xbox 360. That needs to be redesigned to fix so many of it's problems. I've been hunting for a custom 360 case for years and years and I've had no l","author":"@Zobbster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"99091b70-feb4-40a9-b75e-1017509488a2","source":"youtube","source_id":"Ugw-DaHTJhIrMfAI-cp4AaABAg","content_type":"comment","title":null,"body_preview":"📖Learn to mod your own game consoles at home with The Modders Master Class: https://zacbuilds.com/course/\nand use the code EARLYBIRD40 to save 40% off the cost of admission! 💸\n\n🌟Win the Xbox from this","author":"@ZacBuilds","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"951bc040-9a23-4e5d-b9a9-1150e0b2f133","source":"youtube","source_id":"KwyH7tsytbA","content_type":"post","title":"I built a MODERN Xbox...","body_preview":"Modernizing the Original XBOX... \n\nEnter to win this xbox: https://zacbuilds.com/winxbox/\n\nEnroll in The Modders Masterclass: https://zacbuilds.com/course/\nUse Code EARLYBIRD40 to save 40%\n\nMake your ","author":"Zac Builds","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KwyH7tsytbA"},{"id":"a7b1b23b-4d3c-49f8-ae00-ba34bb1e4512","source":"youtube","source_id":"Ugz4489DZK0FoJMrkC94AaABAg","content_type":"comment","title":null,"body_preview":"The whole reason people doomscroll is because of the funny videos 😭","author":"@Bluemonke54321","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"85403df6-85a4-4a6a-8861-b16f85cdfcb0","source":"youtube","source_id":"Ugw9KKttW7TcmsGI0nd4AaABAg","content_type":"comment","title":null,"body_preview":"Bro's saying like \"you eat food because you don't eat food because you eat food\"","author":"@Liechtensteinofficial-m3y","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"51dcb3e2-c453-45f5-86fa-5e5b836212b7","source":"youtube","source_id":"UgxEdnHI5cVRlePlk2t4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, what the heck? It’s just a piece of glass not just a new phone but just a piece of glass do you want to break it? Go ahead😂","author":"@Alshammrai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"f5feff88-d336-4383-8243-c690727dee6b","source":"youtube","source_id":"UgzfHi3QKNRawM8fsBt4AaABAg","content_type":"comment","title":null,"body_preview":"why did that \"Beeeep\" sound like the beginning of Binomi","author":"@KeychainLiker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"79bf4a60-fc93-4a78-9d82-0728b4205a83","source":"youtube","source_id":"Ugxo_Wa7JYOAKQk0tj94AaABAg","content_type":"comment","title":null,"body_preview":"Thanks of show my really dream car known as called toyota sprint trueno apex twin cam 16 AE86.","author":"@ZIYADAniq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"e2831f98-6167-44c2-8774-965cd37d6f84","source":"youtube","source_id":"UgzlGOlMPIFQZBTFOTF4AaABAg","content_type":"comment","title":null,"body_preview":"It's all sheets and giggles until you lose that thing 💀","author":"@Astrodamoon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"cd9f11b2-d43f-45ac-a98a-15cc060a4ad9","source":"youtube","source_id":"UgyNBSqJEyhVKcQwwyd4AaABAg","content_type":"comment","title":null,"body_preview":"so leave the message at the tone.. BEeBeBeBeBeBBeP- when disobeynormal just wnna be funny.","author":"@Jessica-t3n7b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"194e31aa-e915-452c-8182-68e8a979a2a5","source":"youtube","source_id":"Ugxxf1eyoAJBYVJg9Up4AaABAg","content_type":"comment","title":null,"body_preview":"Its literally useless and it doesn't even look the same at all","author":"@tiffanybreeden6659","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"cc8c96af-890a-4ea5-a0bf-0ef73b0cd7ca","source":"youtube","source_id":"UgxC2YEAiFJu077bsHp4AaABAg","content_type":"comment","title":null,"body_preview":"When I get this I think this is a phone case and I don’t fit so I give to sister😭✌️","author":"@EmmaGrondhuis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"e5c41184-7501-4f1b-859d-0fc282ed745c","source":"youtube","source_id":"UgwbvOK_qvTLr3IuEPF4AaABAg","content_type":"comment","title":null,"body_preview":"I actually have an Internet in my head so that that would actually have a signal, I’ve seen people doing a weird Asian culture thing of leaving a bunch of flowers around and dried up man carcass, skin","author":"@joshuagamedesigner5849","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"03cc7dcb-70e0-4763-87e6-d74b464d2e2b","source":"youtube","source_id":"UgzykWhZdOYWJZFK0_R4AaABAg","content_type":"comment","title":null,"body_preview":"Leave a message at the be po \"beeeeeeeeeep\". Hahahaha","author":"@AnaliseJattan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"aa494cfa-ff58-4dd1-89e4-512676bee898","source":"youtube","source_id":"Ugwc48nhU8MSxOa-iOV4AaABAg","content_type":"comment","title":null,"body_preview":"Don’t do this, hold you iPhone port down, and tap the phone on the top, afterwards grab a fan, and face it towards the port, then wait","author":"@iEatTransphobs","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","list_heavy_advice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"63ad1129-4d67-46e5-861a-c91d3539f3c5","source":"youtube","source_id":"UgzD1BSA04ixx-ZQp0x4AaABAg","content_type":"comment","title":null,"body_preview":"It also works if you open a metal song on full volume. Once we did played a metal song and it worked","author":"@malatyakayisiiste","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"8c2600d0-7d9d-466f-99da-9ee2b52fa392","source":"youtube","source_id":"UgxdziaXuhBDKnwUuUV4AaABAg","content_type":"comment","title":null,"body_preview":"that audio literally scared the fly next to me😭😭 im not kidding when it played a literal FLY flew smwhere else 😭","author":"@misoo.souppx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"c7a52364-b24e-4bcd-ba63-b9c88caf5db0","source":"youtube","source_id":"UgywTiXF5e0nsJddW-N4AaABAg","content_type":"comment","title":null,"body_preview":"Bro if it falls into water it wouldn't on so how tf am i suppose to turn the volume up 😭😭😭","author":"@TasmiyyahMayet1345","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"78b6ac29-644a-46de-94b1-4af335f21601","source":"youtube","source_id":"UgwRSJYfRE8a_X90lzR4AaABAg","content_type":"comment","title":null,"body_preview":"I got chocolate in my head phones and the audio fixed works like a charm","author":"@RoseValentine365","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"a8a01353-1fc0-4dba-a7bc-4d2f61d1d6aa","source":"youtube","source_id":"UgzCWZruTqX5S6KMZ4F4AaABAg","content_type":"comment","title":null,"body_preview":"It is 0:54 , i don't think that my sisters gonna kill me ,right?","author":"@EszterTóth-g9h","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"ea409875-d3e1-4f51-aabb-602cebdd3859","source":"youtube","source_id":"UgzIPMkIhxpshRAOs7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Nahhh in the fucking night  I Was waching this shit","author":"@rosacastellon3987","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"e5ddcfd0-6f9d-44ec-8250-816f1f846088","source":"youtube","source_id":"UgxhST3-rdTMCx3CkeN4AaABAg","content_type":"comment","title":null,"body_preview":"Nah i trust those indian uncle already had a video of solving this 7 years ago  their the best bro","author":"@Ribcage_removerstwin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"651223d8-5ed4-4b6d-b8f4-1e464c029f47","source":"youtube","source_id":"UgyV5Gf-11DQslByTbl4AaABAg","content_type":"comment","title":null,"body_preview":"How to repair phone❌\nHow to make the whole earth deaf✅","author":"@pumpkin-cutie123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v-eMDrY-HII"},{"id":"03b6b489-1f0e-4002-8ac6-213391c96b03","source":"youtube","source_id":"UgwowFsL0ZP8WAjRsGN4AaABAg","content_type":"comment","title":null,"body_preview":"it's fake, the fake factories can make that pop up to the connection.","author":"@FelixBennion-i9c","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"759c43d1-4654-4e73-8aef-e5969137d71f","source":"youtube","source_id":"Ugy6u19xFnfxONYcEQJ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro this needs to be a full video.. we need more of who these sound with music playing and testing out the other “Apple” products 😂","author":"@Hernandez.L777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"ceca51c8-0e7f-444a-8de9-fd823835dd8d","source":"youtube","source_id":"Ugz63555NLzQv1ccnuF4AaABAg","content_type":"comment","title":null,"body_preview":"Only thing you had to point out was the sound quality, which is really why someone would spend so much on headphones. And you didn't...","author":"@signorgatto2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"b4f08f52-4ed3-4069-8d2f-bba9ce72f11f","source":"youtube","source_id":"UgyyZRdYV38nKkJ-AAF4AaABAg","content_type":"comment","title":null,"body_preview":"Apple doesn't wrap their products in plastic anymore","author":"@sofiajohansson8537","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"9c1103d7-2c04-4b2a-9424-7f62807f284f","source":"youtube","source_id":"Ugx54alL732-JUSABrl4AaABAg","content_type":"comment","title":null,"body_preview":"Mamdani's NYC Bazaar. Bringing the Middle East to Manhattan.","author":"@Geno2733","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"b5576c27-04be-4faf-9f30-23fd902032f9","source":"youtube","source_id":"UgwmeNUUMMxqNjgody94AaABAg","content_type":"comment","title":null,"body_preview":"Like they don't make them in the same factory and sell it without the brand name making it 10x more expensive","author":"@leventeszabo690","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"5bd1d0ea-0ca3-44c4-b592-c9908750af21","source":"youtube","source_id":"UgwiE66EX4To_4GRFTB4AaABAg","content_type":"comment","title":null,"body_preview":"They only start to close up shop when they see police because they're not aloud to sell stuff on the street like that in manhattan it's illegal. But I'm honestly not surprised he got a real pair from ","author":"@MrPerson-c9f","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"cd872130-504b-4507-8025-2f997b103bff","source":"youtube","source_id":"Ugy45gdaMnjKnUtlfrt4AaABAg","content_type":"comment","title":null,"body_preview":"The fact they connect to your iPhone like real ones would says everything. I bought a pair in a gas station parking lot and they’ve served me well for 3 years now.","author":"@juse4507","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"315090ea-3184-4277-9d57-9136db1358d0","source":"youtube","source_id":"UgzhIsGTZIgxvsc6e3p4AaABAg","content_type":"comment","title":null,"body_preview":"My brother-in-law used to bust these guys in manhattan . They’d have the sanitation trucks show up and everything would go in the hopper","author":"@Matp345","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"fceeaacf-1b41-4aa9-aeda-8e07dad81768","source":"youtube","source_id":"UgziiqW5ezeOsKGm4BB4AaABAg","content_type":"comment","title":null,"body_preview":"I have a buddy that buys designer wear directly from the manufacturer, it’s real Louis Vuitton or Gucci etc but it just doesn’t have the tag and he resales them\n\nI’m assuming the street people do the ","author":"@Talkaboutcheese1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"d72c4ed0-26ab-4cef-8a80-c7d36f599a17","source":"youtube","source_id":"Ugw0ufRYRVF9-Oo4pJ54AaABAg","content_type":"comment","title":null,"body_preview":"Damn, looks like you scammed them. 35 bucks for some apple headphones not bad at all.","author":"@PikeyAz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"4d0fbec3-74d5-44eb-b3c2-99668d4ea76e","source":"youtube","source_id":"UgzKhWTVkU4kVBpZrbF4AaABAg","content_type":"comment","title":null,"body_preview":"It’s my favorite thing about New York! Best place to buy wallets and purses as vacation gifts! $10 Chanel labeled purses!","author":"@kathrynaston6841","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"f27fe1ca-91b8-4b44-bef2-d67b911a2179","source":"youtube","source_id":"UgwOumHfMYlz32ypF-J4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I would have bought everything they had and just returned it to apple. Probably an easy couple grand.","author":"@AquaYT69","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"16452365-e6e3-4ed2-855f-d0dd51562f45","source":"youtube","source_id":"UgwEOCzCB5uUku1pPeF4AaABAg","content_type":"comment","title":null,"body_preview":"It's that the moment he realized just how much Apple was overcharging for their airpods","author":"@crimsonglory7823","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"6234941b-4e4e-45e8-b422-8c011abe6f51","source":"youtube","source_id":"Ugz0H2H90cJi7xEO27B4AaABAg","content_type":"comment","title":null,"body_preview":"They look decently real (the AirPods). However, if they are fake it is easy to implement the code in the AirPod firmware to “spoof” the ID of them so the iPhone THINKS they are real.","author":"@AltF4_Andre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"487a96b2-b7a0-4754-a3be-267202ab9f30","source":"youtube","source_id":"Ugy_Gss6zXQiAYCMAml4AaABAg","content_type":"comment","title":null,"body_preview":"That pop up is just a ble handshake, you can simulate it from an android app as well.","author":"@amitmishra121","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"8d4387f6-8814-4a41-9c7c-978011c3c312","source":"youtube","source_id":"Ugyv92OPNQiCnenbJLZ4AaABAg","content_type":"comment","title":null,"body_preview":"Locking Caps Lock keys are pretty cool, until you're repairing a (specifically KeyTronic) keyboard where it uses a tiny 0.5mm diameter pin and spring that is held underneath a bracket that is way WAY ","author":"@andramarquardt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"9124c90d-3f08-4713-b189-81e5c117ebc9","source":"youtube","source_id":"UgzwFm8sraNSS-igp5F4AaABAg","content_type":"comment","title":null,"body_preview":"TALKING IN ALL CAPS, BUT WITH PUNCTUATION. AND BEFORE YOU SAY 'JUST USE CAPS LOCK', THAT ISN'T AS AGGRESSIVE AS SHIFT + LETTERS.","author":"@SFSPerseverance69420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"67dcd663-8261-4f43-9ac7-801012019837","source":"youtube","source_id":"Ugxpv5a1SpBcxhFxX6l4AaABAg","content_type":"comment","title":null,"body_preview":"That was from an office workstation computer. Used almost exclusively for word processing.","author":"@Lil_Puppy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"06704b22-ed7b-4a65-b984-8c07ad0009ea","source":"youtube","source_id":"UgxHKBVZxzTEKAWXoeV4AaABAg","content_type":"comment","title":null,"body_preview":"\"Why too many key if few key do trick?\"\n--- Grug, probably","author":"@programateiro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"ead88b8d-e4b2-4374-8ea3-18fda0baef93","source":"youtube","source_id":"UgwZG3A6zCOSEjRG4OR4AaABAg","content_type":"comment","title":null,"body_preview":"Back in the day they didn’t use angle brackets nearly as much when writing, so using the comma period lock it meant you don’t have to be as accurate with your shift timing when hitting the end of a se","author":"@leebratina1089","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"3d7243e4-9885-4179-8820-b5eed29458fc","source":"youtube","source_id":"Ugz6iiJ2nKquZd-tUX54AaABAg","content_type":"comment","title":null,"body_preview":"If you were typing something that wasn't a computer language or math, when was the last time you needed the greater than less than keys? They aren't in normal English. So, I assume that it was extra u","author":"@Drrobverjones","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"fec083dc-cbd7-400f-84b8-b59fd6274808","source":"youtube","source_id":"Ugz6pIQJPqwLxDoqvDB4AaABAg","content_type":"comment","title":null,"body_preview":"Others have said similar things, but my guess is that it's a holdover from typewriters, where caps lock was really shift lock, and the type basket was literally LOCKED in the shift/capital position wh","author":"@BThings","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"76f7c558-1862-40f9-ac17-92372fbc53c1","source":"youtube","source_id":"UgwhZg7gzYqa9vNsemJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ehhh why did youtube change like button to a heart?😭","author":"@nithin5479","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"96406431-3fdb-4ec9-a8b7-f6bcab09a587","source":"youtube","source_id":"Ugx9CTC_92AjnDBSFrF4AaABAg","content_type":"comment","title":null,"body_preview":"That's the problem PEOPLE SHOULD HAVE CHOSES = Leave the buttons alone","author":"@dorisleyba5916","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"321a9b66-f7a7-401f-a108-10bb63403eb8","source":"youtube","source_id":"UgyX4Yyj-byWlfCZDkt4AaABAg","content_type":"comment","title":null,"body_preview":"I miss the clicky clicky caps locks. I remember being confused at their removal.","author":"@PhazonOmega","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"d00dc13d-bb0b-45ef-9190-f5c9a3a84674","source":"youtube","source_id":"UgzaZSAEJum0Xe2D6wN4AaABAg","content_type":"comment","title":null,"body_preview":"The only use case I can see is when doing a LOT of acronyms. Once upon a time, you HAD to put the periods into every acronym. It was required for APA.","author":"@SAMarcus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"309a87c9-433d-4468-8a89-46d7b35b6990","source":"youtube","source_id":"Ugy_r5v32e_sLYmVlVt4AaABAg","content_type":"comment","title":null,"body_preview":"the caps lock being a toggle switch is peak, same for numlock. wonder if I could get some cherry MX's that do just that","author":"@alixianrashano","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"d106d361-d548-467c-ba68-a1966bb54159","source":"youtube","source_id":"UgwFAN8u3Xfj1qIOmmh4AaABAg","content_type":"comment","title":null,"body_preview":"I was a young kid using these keyboards in the 90s. My use for the comma period lock was to make typing initialisms easier.","author":"@danielalexander8402","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"7faf5991-0027-49e2-8aa8-f2ab3c114050","source":"youtube","source_id":"UgwFJah1eXHYZHWLgBd4AaABAg","content_type":"comment","title":null,"body_preview":"Some keyboards didnt have brackets so for programming some symbols could be split into 2 ( { can become %< in C for example) period lock can allow the user use these more easily","author":"@negativepremium4100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"8bb00725-5903-4f04-801d-773d30f8ec68","source":"youtube","source_id":"Ugx48ze8oAgeDwafAXt4AaABAg","content_type":"comment","title":null,"body_preview":"Oh I thought that the Comma and Period button was going to do grammar for you.","author":"@WihannConradie-o8m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"9247dc33-4e04-449d-8e35-91a6b73ef4d5","source":"youtube","source_id":"UgzTCaqqnqYjzPDrGYx4AaABAg","content_type":"comment","title":null,"body_preview":"I thought it was gonna lock the period and comma keys in shift mode so the angle brackets would type without having to shift and I was like “OH yeah! For HTML of course!” And then it didn’t let you ty","author":"@DollyPopLollyPop","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"4f144bbe-bafa-47a1-826e-73008aae131a","source":"youtube","source_id":"UgwNEIUhkhN6im57lbl4AaABAg","content_type":"comment","title":null,"body_preview":"very useless for programming that uses <> often because you would still have to hold shift just to access those symbols that are more commonly used than commas and periods\n\nalso why is comma lower cas","author":"@kurero1431","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"f01ba29f-24b2-41ce-bc8f-5c2ee1b784ba","source":"youtube","source_id":"UgwKQ15CX10Mp9bAGSZ4AaABAg","content_type":"comment","title":null,"body_preview":"No. Remove caps locks entirely and replace it with control. Friends don’t let friends get emacs picky.\n\n\nWhile we’re at it, let’s shorten the space bar so alt and the windows key can be thumb keys.","author":"@coryschwartz1570","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"a756a3e2-8d6f-40c9-9079-de272db10a5f","source":"youtube","source_id":"tV1r5F8R_3A","content_type":"post","title":"old keyboards with AWESOME mechanisms","body_preview":"Old keyboards hiding some pretty neat mechanisms. Caps-lock with a physical indication? Sick. Comma Period Lock? That one I'm less familiar with. What was its intended use case? #pc #pctips #pcbuildin","author":"mryeester","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.3647690474816845,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tV1r5F8R_3A"},{"id":"383a119b-6051-4107-a191-0ee7ff258443","source":"youtube","source_id":"UgyNZgQuRu_sGT7JHSZ4AaABAg","content_type":"comment","title":null,"body_preview":"6:01 so hard to figure out even the captions don’t know ;-;","author":"@Timelesskeeper-m4i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"3ce14821-a777-4823-89f2-9ebef7f652be","source":"youtube","source_id":"UgxBTR7ygaSqYUJXAU14AaABAg","content_type":"comment","title":null,"body_preview":"The Smartshield thing kinda sounds like a low-pitched Kagamine Rin..","author":"@CloverTheArtistic","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"5b3405e4-9cbd-4559-98dc-9cd31d28caa2","source":"youtube","source_id":"UgyrJLq5_5V9sHiySgh4AaABAg","content_type":"comment","title":null,"body_preview":"HHS is short for a school that I go to , somebody in my school made the virus so all the teachers warned us about it every lesson","author":"@itslexsoyeah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"9cf098bc-2fb8-41cb-a9f1-2a8b5042d9d5","source":"youtube","source_id":"Ugws7AU9P4jsMsAgncF4AaABAg","content_type":"comment","title":null,"body_preview":"If you triple tap your phone with 3 fingers you can zoom out and remove the invert","author":"@Finley479","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"c9e8fa1a-534d-4dee-9b8b-28d47c7a4e62","source":"youtube","source_id":"UgzIH2uXSGdYNWJL5G94AaABAg","content_type":"comment","title":null,"body_preview":"Anyone curious use 3 fingers to un zoom the screen","author":"@dammbenderisgreat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"a7250135-f14b-4db9-a42f-743b91405b58","source":"youtube","source_id":"Ugx4SJQ4oSSD4JknY-F4AaABAg","content_type":"comment","title":null,"body_preview":"yo tranium when u get zoomed in you need to double tap with 3 fingers to get out","author":"@oh.merc1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"87118269-4cba-436c-97de-bf62b96a0781","source":"youtube","source_id":"Ugx3qnBZmXWKQ3C_85B4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I literally had the moo virus but I have like 10 other devices so I used my other iPad😅","author":"@teddybearplays-f42","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"1b4b9610-5156-458b-9aae-053739f64652","source":"youtube","source_id":"UgxwRQ5RzOh6OEkISO94AaABAg","content_type":"comment","title":null,"body_preview":"just for peoples info! you can tap your iphone screen twice with three fingers for the moo virus to zoom out! (i didnt watch the whole vid so idk if he said it already!)","author":"@ReallyRegularGuy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"a35e167a-6898-491d-b86f-878bc5181320","source":"youtube","source_id":"UgzMe_8qgauG1RKlFnx4AaABAg","content_type":"comment","title":null,"body_preview":"PLAY GUESS THE KITTY ON GOOGLE!!! please PLAY IT!!","author":"@Yoonchaefanherelpx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"60d3f4c0-2a2e-4e73-9c70-4d50396ca439","source":"youtube","source_id":"UgzJ0Ow8F4izs6s7ZxB4AaABAg","content_type":"comment","title":null,"body_preview":"If Verity is coming in 3 day’s then he better lock his door","author":"@Theriangirl-z5s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"929206ff-288e-43e0-a4cb-a3d5b5ccd49e","source":"youtube","source_id":"UgyHNIvM7GA8hzeKRaF4AaABAg","content_type":"comment","title":null,"body_preview":"My friend sent it to my school group chat, and everyone got it","author":"@Imgonnagoviral10","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"803bd002-8171-4df1-a54c-82fb1ff8b433","source":"youtube","source_id":"UgzueyO4UbUQoj39AxF4AaABAg","content_type":"comment","title":null,"body_preview":"I did that and bro it was full volume bru and it was. Sooo hard to get off🥀😭","author":"@Vic-ld8pu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"daa2b02b-adbd-4265-aa99-3338035ecd4d","source":"youtube","source_id":"yGAueFvZ8XQ","content_type":"post","title":"I Tested iPhone Shortcut \"Viruses\"","body_preview":"DISCLAIMER: DO NOT TRY THIS YOURSELF THIS VIDEO IS FOR EDUCATION AND ENTERTAINMENT PURPOSES ONLY.\n\nToday, I went on sketchy websites looking for third-party iphone shortcuts. iPhone shortcuts basicall","author":"Tranium","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","imperfect_expression","call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yGAueFvZ8XQ"},{"id":"974e2111-ae37-48e0-975f-1c7006e73da8","source":"youtube","source_id":"UgzTWBkUVB4-8sSNlZt4AaABAg","content_type":"comment","title":null,"body_preview":"evert .x improvement is always a breakthrough for a week or so until next hype train departs","author":"@karlisgertmanis","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"e541822e-6028-43ab-8b33-5a4da832a87c","source":"youtube","source_id":"Ugzu-0zWkuYefNThi8N4AaABAg","content_type":"comment","title":null,"body_preview":"As someone who has been swarming \"armies of subagents\" for a very long time, I'm going to need more than what is essentially \"the harness is better bro\" and \"the benchmarks are better bro\" to believe ","author":"@andrewdrone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"0cdbca6d-c733-44f9-84e3-c649809a424f","source":"youtube","source_id":"UgxIzdO4TH90l0ZaIl94AaABAg","content_type":"comment","title":null,"body_preview":"Like I kinda stop to care about the newest model. Even now I m ok with what I have and then models are far away from that fabled AGI. So chill 🙂","author":"@zivotshonzou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"e62a31c4-3ffc-453e-a33d-be79eee85ed4","source":"youtube","source_id":"UgxiuO-rrC1NdUJM7mB4AaABAg","content_type":"comment","title":null,"body_preview":"Granted permission?  Give me a break from the AI marketing slop.   They ran a basic intelligence(Stroop.  Shh, don't tell Donny he was only taking a basic Dementia test...) test on all of the AI model","author":"@EngineersRUs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"309b0972-318a-453f-a06e-c747f7e416f2","source":"youtube","source_id":"Ugxteub3VJ57b3Jgmg14AaABAg","content_type":"comment","title":null,"body_preview":"Luna, terra and sol (system) are references to Philip K Dick novels (of blade Runner fame)","author":"@suyashmisra7406","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"40fcbfe6-c2fc-4427-9820-4173e0bcf7d1","source":"youtube","source_id":"UgwhjVZiEvONAE_iO3t4AaABAg","content_type":"comment","title":null,"body_preview":"great more dumb LLMS 1 question it uses full month plan token while doiung garbage codes","author":"@tvlabtv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"0c89f931-8dc8-472e-8f01-afbc8d099958","source":"youtube","source_id":"Ugwwr4DtFYmb9jheEgZ4AaABAg","content_type":"comment","title":null,"body_preview":"Alright my bro liang wenfeng needs to pop out soon to get the oss train running","author":"@DeViL-g2q","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"f2449f20-e6a0-4fa7-bd34-5520c160aa1a","source":"youtube","source_id":"UgweOMPmhPxnJxoM5IJ4AaABAg","content_type":"comment","title":null,"body_preview":"That mr bean clip tapped into a neuron I forgot was there","author":"@choppaa4204","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"a1aca4f5-3b0c-43f6-ad6d-ccf24c48f73c","source":"youtube","source_id":"UgxXC_RRduvYbUeEihF4AaABAg","content_type":"comment","title":null,"body_preview":"I’m mad that is called Sol and not Sole like in Italian but I guess it is some ancient latin shit","author":"@megaminx96","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"8becd5b2-da39-42b8-afa3-d43ba2aea771","source":"youtube","source_id":"UgwqNCD43wEcxW8-G3R4AaABAg","content_type":"comment","title":null,"body_preview":"And yet they always seem like the same thing for some reason but with a bit more overhead.","author":"@DareRubist","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"f4dd9545-d81c-4aaa-a873-ff404f21a0be","source":"youtube","source_id":"URKml8lgw8Y","content_type":"post","title":"OpenAI is so back... GPT 5.6 Sol first look","body_preview":"Try Blacksmith for free to run your GitHub Actions 2x faster - https://www.blacksmith.sh/\n\nOpenAI just released GPT-5.6, which includes their new Sol model that appears to outsmart Claude Fable. But w","author":"Fireship","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","marketing_or_promotional_content","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=URKml8lgw8Y"},{"id":"b483b59e-223e-4c85-9806-d0755c6ce4d3","source":"youtube","source_id":"UgzfUSvfsKZELb1T3l94AaABAg","content_type":"comment","title":null,"body_preview":"“If you value your privacy” ahh advice from someone who just uploaded their face into an AI database.","author":"@wildestwolf13","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"4f5110de-50fe-4a09-a900-261c5a36e91b","source":"youtube","source_id":"Ugwk5Q4Ea8_uAL6GzVN4AaABAg","content_type":"comment","title":null,"body_preview":"You have the face of someone that would use AI to be honest... You have that \"look\"","author":"@poolper-y1x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"18abcaf9-8802-402e-af1c-4a2205e75190","source":"youtube","source_id":"UgwjiJPJ4Jt9D4PZQBh4AaABAg","content_type":"comment","title":null,"body_preview":"All who are saying that, its a good way and all to add your face into ai's database and all\nMan wth you think, its not having acceess to your face, even your eye moment can be captured if ai decides t","author":"@vishwatech1831","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"6f1bc10a-414c-4ae0-9502-0ad063d554a5","source":"youtube","source_id":"Ugz_CA0NQWKl7gSA0SR4AaABAg","content_type":"comment","title":null,"body_preview":"as an asian looking guy i did that and chatgpt is still loading for more picture 😭","author":"@Sable-re0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"20e52eec-bbb5-44d7-a6bb-8493e45f0cc5","source":"youtube","source_id":"Ugwdtsvw4lKpb38gN4Z4AaABAg","content_type":"comment","title":null,"body_preview":"Damnn, there are a lot of sarcasm in this comments 😂","author":"@Danielmusix-224","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"3b47f06c-ad86-495f-a29e-b30964e4d604","source":"youtube","source_id":"UgzdvQOX7-968DXkO9V4AaABAg","content_type":"comment","title":null,"body_preview":"Should do this for photos of me within glasses as well","author":"@Surly_Mermaid","classification":"ai_generated","confidence":0.55,"indicators":["missing_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"7b32fd96-f13e-4abf-b556-234716bab1db","source":"youtube","source_id":"UgyGq5Ef6it6F_KvWBB4AaABAg","content_type":"comment","title":null,"body_preview":"Narcissistic thing to ask ai, second maybe don’t waste water asking ai questions.","author":"@ZebraJetPack-dl5cs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"682791a0-8870-4d9a-bf8e-03bae0902e78","source":"youtube","source_id":"Ugzqc4-LwFy5w-QrUC94AaABAg","content_type":"comment","title":null,"body_preview":"So, instead of deleting your photo, you're just giving more to them. This isn't privacy. 🙄","author":"@Hp-Fan2010","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"64313197-513b-4352-bf85-19ada2f59da2","source":"youtube","source_id":"UgyU6UTjvPU1Iv2BSWZ4AaABAg","content_type":"comment","title":null,"body_preview":"So you're shocked that AI found your face in an AI generated imagine made by yourself? Sure.","author":"@ChiakiHatori","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"7b853cb7-459f-4d3e-ae76-26000ba1c877","source":"youtube","source_id":"UgzBwbj-2uI-k1RB8pd4AaABAg","content_type":"comment","title":null,"body_preview":"How dumb you gotta be ffs. You're feeding ChatGPT to be able to randomly put you into AI images. \n\nStupid shill.","author":"@be-qi3t","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"93dd6bc2-3718-44a2-a0db-70ac39cf5f12","source":"youtube","source_id":"z2Y7LcY-BjA","content_type":"post","title":"Comment \"Photo\" and I'll send you all the prompts 👇 What happens when you ask ChatGPT to find every","body_preview":"Comment \"Photo\" and I'll send you all the prompts 👇 What happens when you ask ChatGPT to find every photo of you on the internet? I tried this and it found me in photos I didn't even know existed. Pro","author":"Maverick Maltin | AI & ChatGPT","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","suspiciously_balanced","polised_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=z2Y7LcY-BjA"},{"id":"f0a5fe97-365a-4d9a-9e91-dc24977a405c","source":"youtube","source_id":"UgwY0HGNR34Fe6Y2icx4AaABAg","content_type":"comment","title":null,"body_preview":"I haven't bought anything from the PS store for a year and I sure as hell am not going to from now on.","author":"@silverdragon4842","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"567f9467-5dc2-49ef-b0fd-d62d50b3d366","source":"youtube","source_id":"UgzOmmkboSTXFhKZyFV4AaABAg","content_type":"comment","title":null,"body_preview":"Why’s everyone crying about the dlc it’s £8 for all of them 😂","author":"@BenlucaBettoni","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"35449aa8-302e-4a74-aa51-a077e9d6e7d9","source":"youtube","source_id":"UgxbZfpfxJjcUuRrcRd4AaABAg","content_type":"comment","title":null,"body_preview":"Absolutely will NOT be playing or giving 80$ to this corporation lmao.\nJust to take our money to finish their next title...\nTaking a page out of the Halo MCC playbook..","author":"@Benounced","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"4ebb3f5c-ff3a-4784-9c95-449ce34004c2","source":"youtube","source_id":"UgzLEJ9CZG46ll_Gmdp4AaABAg","content_type":"comment","title":null,"body_preview":"They’re cheaper for PS plus because PlayStation wants you to buy PS plus how they make the money but a lot of people didn’t see it because they’re ending physical discs","author":"@PlayStation_gaming-62x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"ded5e531-97e7-4eff-b176-c1d097af71b4","source":"youtube","source_id":"UgyfnZEqNmYagJxMYjd4AaABAg","content_type":"comment","title":null,"body_preview":"I own both games ready . This bs isn’t worth 40 bucks each","author":"@clayton1704","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"86bd85f2-c003-41a3-80e5-7fdfbefa5f95","source":"youtube","source_id":"UgyGSYg2R14tWCdvFAx4AaABAg","content_type":"comment","title":null,"body_preview":"I could legit buy a ps3 with both games for under 35 bro 🫩✌️","author":"@thelazyidiotsclub806","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"60b43e80-0c3b-411b-ae0c-4c2e067d8206","source":"youtube","source_id":"Ugy9J2B1FfLQk1qs_m54AaABAg","content_type":"comment","title":null,"body_preview":"I have both already in my PS3 that i modded WITH mod menus on both. All free.  People still play ps3 online you'd be surprised","author":"@MrBeasstSub","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"389fccfc-3790-4a9f-8758-1712ec7b1910","source":"youtube","source_id":"Ugxroe96IMpNiNZEt0d4AaABAg","content_type":"comment","title":null,"body_preview":"Finally, the habits back of Black Ops 1 and 2 on PS5","author":"@AsteroidH","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6600732600732598,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"88b3505d-08dd-4938-a92a-37538027b4d9","source":"youtube","source_id":"Ugywpg6n2JRtYLy0C254AaABAg","content_type":"comment","title":null,"body_preview":"This is cool cause I get to show my son what a good game really is.","author":"@briyanalvarez9946","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"296d6c4d-ceb4-4b0c-8e78-160acb585551","source":"youtube","source_id":"UgwJSGYEuY0go0OmgQB4AaABAg","content_type":"comment","title":null,"body_preview":"No thank I’ll pass if it  doesn’t come out physically  on disk then this is a strategy of PlayStation testing your money on what to sell digital knowing that people are desperate for gaming nice try P","author":"@keanumarrero7257","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"64e15149-70a1-40b2-89a8-8f6426c71845","source":"youtube","source_id":"Ugz259nyQAxxP2NJF2V4AaABAg","content_type":"comment","title":null,"body_preview":"you should make a short if a ps4 game can work on ps5","author":"@animezzvs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"0d3bd76a-e9c3-4f3a-b71b-a71f68abf241","source":"youtube","source_id":"UgwDcx_fMDE66TBlCmZ4AaABAg","content_type":"comment","title":null,"body_preview":"Buying it for Zombies only, i love town and Farm zombies map :)","author":"@testingmyhplaptop10","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"53364caf-7c91-4b3d-b7c7-c337d8f82dba","source":"youtube","source_id":"Ugygr7meMEq-49ueZKd4AaABAg","content_type":"comment","title":null,"body_preview":"I already bought this game like 10-15 yrs ago so nah im not buyin this shi again","author":"@Helllomybraza","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.36410256410256403,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"b298fcb7-7a2a-4f4a-a17d-ec204e09f85a","source":"youtube","source_id":"Ugx4zU6D1BxaP_t6ipl4AaABAg","content_type":"comment","title":null,"body_preview":"So happy to replay these master pieces but nothings better than the og but more people that didn’t get to enjoy it woll","author":"@PRXSLEEK","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"7ae4b172-6ae6-413b-88fa-730b758ade31","source":"youtube","source_id":"gvShA5Y_mTk","content_type":"post","title":"Black Ops 1 & 2 on PS5 TODAY","body_preview":"Call of duty black ops 1 and 2 are out TODAY on ps4 and ps5.","author":"SpawnPoiint","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gvShA5Y_mTk"},{"id":"5f7dc331-5f92-4a3a-9b08-e62b36f8c44a","source":"youtube","source_id":"UgxXHHRXpc5oaUcZ5XR4AaABAg","content_type":"comment","title":null,"body_preview":"Printers are very heavily controlled. There is a reason why that project is being held back.","author":"@YaroGoret","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"8c5f854d-48a5-43d5-80d7-5c3b0b7f8592","source":"youtube","source_id":"Ugyg64_2rOK3vadG26t4AaABAg","content_type":"comment","title":null,"body_preview":"just get a laser printer. they last for years, the toners don't dry up since they're powder and they last for hundreds or even thousands of prints. Not to mention, my HP M281FDW color laser printer is","author":"@Ballador","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_product_mention","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"f09bf5db-9852-419b-b7ec-8c6842a23c8f","source":"youtube","source_id":"UgyGDUWh5dRiJT_yJiR4AaABAg","content_type":"comment","title":null,"body_preview":"It's crazy that there where laser printers made in the late 90's that easily lasted 20 years with daily use and no maintenance done on them. I know because i was called to finally look at them and put","author":"@MrHeHim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"9d5a8b83-30c8-49f1-8ad8-20b3833df3b3","source":"youtube","source_id":"UgxHHMalraZC-WG6O5N4AaABAg","content_type":"comment","title":null,"body_preview":"I just use an old HP LaserJet printer that has no internet connection capability.","author":"@galaxywolf4895","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"fb3cb7e6-62b0-4b22-ac86-542eb16623d2","source":"youtube","source_id":"Ugwt8bkisVSDqMzcbjh4AaABAg","content_type":"comment","title":null,"body_preview":"Good. but we need a printer for regular A4 and A3 paper","author":"@Nubbe999","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"0155ca17-0b32-42d8-a45e-fa3a753ca999","source":"youtube","source_id":"UgyCnfXLsAATvvWr2Jt4AaABAg","content_type":"comment","title":null,"body_preview":"I discovered that any refill bottles should work when refilling cartridges. Makes sense why would the ink be different.","author":"@gameoverwehaveeverypixelco1258","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"977657af-380d-4458-9ff3-6121b1146ed7","source":"youtube","source_id":"Ugwayy6c3qdRXJ4Kq5x4AaABAg","content_type":"comment","title":null,"body_preview":"People STOP buying inkjet printers, buy a laser printer. You can even get a color laser printer. You can get laser printer that prints picture from your camera in high definition.","author":"@Guds777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"527e2e93-42ed-4e67-86a3-2749a86e87d0","source":"youtube","source_id":"Ugy6mBa4UG_IbxlSNcx4AaABAg","content_type":"comment","title":null,"body_preview":"the reason is the US won't let it be sold in the US. all printers in the US are regulated and require printer identification which is actually the bigger frustration when your freaking yellow is alway","author":"@oakdaletech","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"d6095469-f91c-45f6-aa32-80a2c4ffa338","source":"youtube","source_id":"UgwpG9sUYB2q2EA5eP94AaABAg","content_type":"comment","title":null,"body_preview":"Brother, HP, Canon, and Epson killed him for breaking their monopoly.","author":"@cletusburgerboy9143","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"de7cc8cb-d0bb-4f81-82ad-05faaede00fe","source":"youtube","source_id":"Ugyq84i1FXc68wuVhUB4AaABAg","content_type":"comment","title":null,"body_preview":"Linux made my HP printer behave. No bloatware and it just works.","author":"@jld1532","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"f02e2aa3-775f-4969-9dd8-e83dafc7fe7b","source":"youtube","source_id":"UgwX7PZR3-LMgmC1PN54AaABAg","content_type":"comment","title":null,"body_preview":"The government will ban it because it has no age verification and could be used to print a g*n.","author":"@coder0xff","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"07588891-418f-47d7-be49-718deea5c448","source":"youtube","source_id":"UgyRsLD99Cbc6yxESdB4AaABAg","content_type":"comment","title":null,"body_preview":"Something tells me the openprinter dev team is just a dude with a day job or two.","author":"@LunaConner-n2q","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"a70bb66e-c502-4340-8047-c0c00df1d12d","source":"youtube","source_id":"Ugzj7IlkB5358koNbwh4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t own a printer. I rarely need to print things, so I just use the local library’s printers.","author":"@happyburger23","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","terse_replies","semantic_blandness","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"80563027-fbc9-4b24-9c01-9dcafabdad22","source":"youtube","source_id":"UgyzW4Q8LT6gqscNwtl4AaABAg","content_type":"comment","title":null,"body_preview":"Just buy a cannon. For 40 bucks you do have to do a little bit of tweaking once. And that involves a drilling a small hole of the black. In three small holes in the color. In this way you might have t","author":"@BigbenBigben-iz5xr","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","uniform_paragraph_rhythm","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"9daa3d4c-6b94-4163-a963-b42c63c4d316","source":"youtube","source_id":"UgwiqYkjHisjT2zbKKh4AaABAg","content_type":"comment","title":null,"body_preview":"HP printers are evil because they were created by Howard Phillips (HP) Lovecraft. The secret behind their evil market force is that Mr Lovecraft clandestinely installed the soul of a shoggoth in each ","author":"@thecrazyswede2495","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"401dfbe2-8cdc-456f-9bf1-a746e4ac52c3","source":"youtube","source_id":"UgzatM2LQbzbxCDGEUB4AaABAg","content_type":"comment","title":null,"body_preview":"Recently at work, our internet connection was down. Our HP printers wouldn't work to make simple copies. Why would you need internet connection to make copies? The first printers just needed to be plu","author":"@AM-yi4qb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"6e73b65a-6f06-4e98-b083-c72eaab04a53","source":"youtube","source_id":"UgyrYu8wAe-gwYfYtr94AaABAg","content_type":"comment","title":null,"body_preview":"I have been losing my mind over this issue. \nHP needs to take a flying effing leap at a rolling donut. I will give these guys $$ to stick it to HP","author":"@plumtart","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"fca63cce-122c-4d40-acd0-979ee3f29982","source":"youtube","source_id":"UgyQzQauNoSAfcLhtzJ4AaABAg","content_type":"comment","title":null,"body_preview":"Epson printer with ecotank is way better than hp. I just buy offbrand ink and refill the whole printer for $15. The ink refill is equivalent to a few ink cartridges.","author":"@abraamsamor7418","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"53b827eb-0863-4432-a4da-2f5b988a7716","source":"youtube","source_id":"UgyfZCa7y9kaGjbBTcN4AaABAg","content_type":"comment","title":null,"body_preview":"So that's why they suddenly want printer control laws","author":"@Eklykti","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"4713c4d2-9a43-4686-ba81-1a91afacd00b","source":"youtube","source_id":"Ugwd5LJSbouSjSuoFQl4AaABAg","content_type":"comment","title":null,"body_preview":"Or someone just make a mod chip for these printers.","author":"@awdrifter3394","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"04d69f81-fa1c-42dd-bef7-d6b8efc967f9","source":"youtube","source_id":"Ugxbz32PdqSsm4FwnZ14AaABAg","content_type":"comment","title":null,"body_preview":"Printers are regulated by the government. That’s why it’s always the same few brands, because they’re the only ones allowed to sell them. You don’t see any off brand printers either","author":"@Premium-Content","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"5b5de7dc-fc2b-49dd-964f-02e6e7eb8d6a","source":"youtube","source_id":"UgxiV33RI1qfdKI77Kx4AaABAg","content_type":"comment","title":null,"body_preview":"My workplace would love a printer that’s cost efficient. I swtg we print the world’s largest criminal history checks.","author":"@shook3635","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"0febad49-30a4-4c30-9c22-40a985622a1e","source":"youtube","source_id":"UgymDRdrNjRveZ6xHqV4AaABAg","content_type":"comment","title":null,"body_preview":"Now we need Rossman and other right-to-repair and right to own advicates to support them as i am sure a few million lawyers will show up at the door of the person who made that opensource printer.","author":"@309electronic5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"c69764b6-19dd-4c8b-928c-e995c926d4ff","source":"youtube","source_id":"UgzhaZsnl05QXv_frbd4AaABAg","content_type":"comment","title":null,"body_preview":"A lot is happening with printers and I’m missing that 🤣 I ditched printers many year ago and I refilled just once 😅","author":"@Mr-x-683","classification":"human_created","confidence":0.7,"indicators":["emojis_used_naturally","imperfect_expression","personal_experience_shared","platform_fluency_youtube_comments"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"2c17b38c-1bdc-456c-9ea4-7b76d355aab4","source":"youtube","source_id":"UgzizZ9zyptNsu2V0aB4AaABAg","content_type":"comment","title":null,"body_preview":"I bet they're in a legal nightmare due to patents and the government wanting to force them to put the secret yellow dot trackers on them","author":"@fillman86","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"91e0372f-47c5-4a10-8ed0-a1d2e7eb9fe4","source":"youtube","source_id":"UgzaS_prAJ4oKiM8-UJ4AaABAg","content_type":"comment","title":null,"body_preview":"Well, I like the spirit, but if you're buying cartidges you're already getting completely scammed.","author":"@Heather-l4q2d","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"acdd7b35-a75e-402b-8fa8-9dc1f3e20e6c","source":"youtube","source_id":"FYIHGkJJqTI","content_type":"post","title":"Open Source Printer","body_preview":"Writer: \nEditor: Catlin Stevenson                             \n  Music by: @UFD-Music","author":"UFD Tech","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FYIHGkJJqTI"},{"id":"34c41cb3-4e7c-4dec-acbd-6d7107f1674b","source":"youtube","source_id":"UgwU9VUr8_WiLTpKlTJ4AaABAg","content_type":"comment","title":null,"body_preview":"me using my 1500€ PC just to play need for speed most wanted 2005 original zero mods and no fixes, only black screen and playing using memory (Yeah, the screen is full black when playing with no fixes","author":"@tytym_gamer","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"8c62391b-8eca-41a9-a4c7-2ee4ead2ebb3","source":"youtube","source_id":"UgxyYIwHLaWtq4UYHYZ4AaABAg","content_type":"comment","title":null,"body_preview":"3 seconds after turning on shaders: *jet engine noises*","author":"@IMMORTAL225","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"0c2d82fc-1bab-4051-a41e-68ab8f28f679","source":"youtube","source_id":"UgxEKWkU1sYp97uwjTh4AaABAg","content_type":"comment","title":null,"body_preview":"Because in 512 chunks with shader just look awesome than any game","author":"@goku-i3u9h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"32c79ee0-0c4b-4ee8-a233-4d8d97f7c9f0","source":"youtube","source_id":"Ugyr5Urrz1WBywisDxB4AaABAg","content_type":"comment","title":null,"body_preview":"Well I feel identified but i put like more than 8 mods at 4K\n(I got 71 fps💀💀)","author":"@Bla_blame0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"fe417a94-c90b-49c4-9516-dd3d53974cbc","source":"youtube","source_id":"UgyqWB4abb1LkOovSmZ4AaABAg","content_type":"comment","title":null,"body_preview":"Wtf holy i do that i play mc everyday with a 3060 ti fahhh","author":"@Vdvd-r6i","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"1ecca0ab-07b2-4e97-b6c6-a72944eb8f99","source":"youtube","source_id":"Ugya8SqLZOq-G4APJjp4AaABAg","content_type":"comment","title":null,"body_preview":"Me struggling to find a good game to play that isn’t my fav:","author":"@AqmarAlyassa-m3s","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"08ff0c92-98b3-4227-b52b-3a1feef314a2","source":"youtube","source_id":"UgxhRpFAy5LOHC9VHZ14AaABAg","content_type":"comment","title":null,"body_preview":"They prolly don’t wanna play those BECAUSE THEY SPENT FROM 1000-10,000 DOLLARS ON THE PC and so they can’t afford those","author":"@chaudharisunitamahesh9514","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"b02f5c5c-48b3-4dee-b3bf-a68e4dea0337","source":"youtube","source_id":"Ugy5GlbIAVCkF7FfGdh4AaABAg","content_type":"comment","title":null,"body_preview":"I mean what if he's playing Minecraft so he can enjoy those beautiful shaders","author":"@Breadcan08","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"34a7bc81-990b-4c23-9c1b-c844b9cd23c5","source":"youtube","source_id":"UgwSzc2BpfanUv66gMp4AaABAg","content_type":"comment","title":null,"body_preview":"\"Nah, I don't wanna play dad\" ✌️🥀\n\nEdit: I liked my own cause I know others wouldn't 😢","author":"@bytecrafttech_official","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"3676efb9-526e-4b85-b86a-27e7d637efec","source":"youtube","source_id":"UgzAMKSM2oiBrlGcoMV4AaABAg","content_type":"comment","title":null,"body_preview":"Tbh minecraft with shaders and modpacks can be really demmanding.","author":"@bernafas18129","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"31eb9589-b324-4cbc-80e1-c80c7c3ff3bd","source":"youtube","source_id":"Ugyj3Rs5Y_p0wA7dFpZ4AaABAg","content_type":"comment","title":null,"body_preview":"So basically Minecraft is \"A\" \"AA\" \"AAA\" \"AAAA\" game at the same time","author":"@Ezinex-7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal 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1","author":"@XxJakubYoXx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1AhpuuqzPM8"},{"id":"b25d7bbe-4a05-4a7d-95ac-1b699a1eb6ef","source":"youtube","source_id":"Ugx-8d-E5JsVjyv_XW54AaABAg","content_type":"comment","title":null,"body_preview":"Give me the PC then 😂\n\nIf you wanna hang w me and the community join the discord in my bio","author":"@Ramo_Akh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal 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All software companies know now that in the future, they wont be able to make huge profits just by selling software. AI makes new software. So they all need to shift their ","author":"@GeneralUserYoutube","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"fb332ea0-7ac7-4955-abe2-ec930ad73ed8","source":"youtube","source_id":"UgwP9hCzqhsLe_Eoel14AaABAg","content_type":"comment","title":null,"body_preview":"Linux is the choice that respects the user, it's also easy to break through user error. Worth it my computing/gaming/and editing has been a breeze since I switched and my computer runs better and with","author":"@MooseMan99","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"08369d77-c766-4b8d-b3c8-04e2ed8befb0","source":"youtube","source_id":"UgzodZ0hEsrlcI07PE94AaABAg","content_type":"comment","title":null,"body_preview":"Ai is nice to have when I want it, I don't want it forced into literally everything.","author":"@pxkdrake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"d4908aa2-80b4-4e20-8e35-32d471b3cd57","source":"youtube","source_id":"UgzeYZ14L5Ew8VAFeEx4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for installing it to my device, even if it is fully disabled in my language. Also thank you for preventing me uninstalling it, and forcing me to free up disk space.","author":"@apinakapinastorba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"a0fdfed5-a527-4af6-b7ee-331772d66e92","source":"youtube","source_id":"UgzPZEm1BlShDxl4WZB4AaABAg","content_type":"comment","title":null,"body_preview":"Why was THIS how I learned you can turn off Apple Intelligence? I turned that shit off IMMEDIATELY","author":"@jules666.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"8ab491c0-7dd2-459f-ab2a-47db39f592fc","source":"youtube","source_id":"UgzVjLBE3nDqiuIV3d94AaABAg","content_type":"comment","title":null,"body_preview":"Apple has successfully driven me away. I used to enjoy using their products. Now it feels like a coercive relationship","author":"@ididthereading9423","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"1ff42927-2d99-4add-87b5-3775f5fa7839","source":"youtube","source_id":"UgzliGQfm72G6UZhTDp4AaABAg","content_type":"comment","title":null,"body_preview":"\"Have the gas companies ever say thank you once?\" AI Vance is on fire 🔥","author":"@GuiseppePrieto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"fbe0aa11-4acf-4788-9646-640fc7abe344","source":"youtube","source_id":"UgznpvSyTyxPORrlU0t4AaABAg","content_type":"comment","title":null,"body_preview":"I have a feeling it'll be bundled, at a barely-premium tier, with some of the more expensive iCloud subs. At no extra cost, at least for the first year or so. Oh who am I kidding, this is Apple we're ","author":"@Xirtamoen","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"83a392a1-322f-4d0f-921b-467b585645af","source":"youtube","source_id":"UgxQ4aCLnITfINuTuY94AaABAg","content_type":"comment","title":null,"body_preview":"This feels incredibly deceptive. Even if Apple hadn’t done anything with AI, they would still have to be putting their prices up because of the Rampocalypse. They held off longer than anyone else beca","author":"@D8686M","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"82311aaa-ffe3-4cf8-8ef4-878f9a251c93","source":"youtube","source_id":"Ugwtr27nrWQyYHMtyqV4AaABAg","content_type":"comment","title":null,"body_preview":"The only idiots in this situation are the Apple customers for paying more for products that are inferior to other cheaper brands.","author":"@justinhand4518","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"109c6782-652f-4f60-8d7b-8f6c642cbe18","source":"youtube","source_id":"Ugza6I2pood6vYaouo54AaABAg","content_type":"comment","title":null,"body_preview":"I am glad I never use Apple anything.\nGot rid of microslop.\nDeleted all AI on my android (yay sideload apps).\n\nMy job wants me to use AI, so I use lots of tokens on the most mundane stuff, and then st","author":"@ClintUdy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"5deb4a84-30e0-4a20-944d-05fabb5970d3","source":"youtube","source_id":"UgyYXY67QfCYSYtHC9d4AaABAg","content_type":"comment","title":null,"body_preview":"For those outside the US, has any Chinese brand been this bad? Because that new Oppo is looking really nice rn.","author":"@PollyPunani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"368dbdb7-4827-4ecc-b4fd-55d8895f7962","source":"youtube","source_id":"Ugz8UVSVcPRUVJoim9l4AaABAg","content_type":"comment","title":null,"body_preview":"\"oh by the way the Garbage AI we're sinking TRILLIONS of dollars into, yea we're not throwing it away now even after being told its garbage from the beginning, and to fund our plummeting profit due to","author":"@Jack_Wolfe","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"a929c95c-114e-4faf-8e43-54ca501be21f","source":"youtube","source_id":"UgxsluESK5GKj6IGUfx4AaABAg","content_type":"comment","title":null,"body_preview":"America literally turned itself into night city from cyberpunk","author":"@ezramarmot3350","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","concise_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"676244da-9eea-43eb-a8be-7529ebc594e5","source":"youtube","source_id":"Ugy9LB9mgmM6eNVun6N4AaABAg","content_type":"comment","title":null,"body_preview":"If AI is such a water and energy suck, why not make it opt in so they aren't forcing it on people that don't even want it?","author":"@yonderhornet","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"9094b81f-87c3-4918-8ef7-7822323399b3","source":"youtube","source_id":"UgxS6VjktiKJsfaeKER4AaABAg","content_type":"comment","title":null,"body_preview":"Literally I even hate siri. There's no way to disable the stupid useless crap voice control for my earbuds. Apple sucks.","author":"@mickeymuckelrath4416","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"429b9a2a-edfd-484f-b4bc-9f119fa5bb6a","source":"youtube","source_id":"Ugyb2aYYXBrZsF__efl4AaABAg","content_type":"comment","title":null,"body_preview":"I miss when we just has ai assistants and spell check.","author":"@oliviawolcott8351","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"aab6c004-0250-410f-9aa0-01400fa6e99f","source":"youtube","source_id":"UgxIMwjlw1x1gjB4MXd4AaABAg","content_type":"comment","title":null,"body_preview":"and this is why i refuse to update my phone \nthat and because my mom's phone (which is older than mine) was fully updated and loaded. so fcuking slowly.","author":"@eclypsaqueen7013","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"f733bd41-a168-4a77-91c5-2d7353fd6750","source":"youtube","source_id":"Ugyhmsrpe00eUHxgR_x4AaABAg","content_type":"comment","title":null,"body_preview":"Ah yes, implement something 70+% don't want and don't use and then charge more for it. Mhm mhm. Makes perfect sense. Let's wait in lines to pay absurd amounts of money for the next innovation please","author":"@typosaurus6918","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"00f8e981-ff8b-4640-8e33-98fb69082947","source":"youtube","source_id":"UgxGW8gzqiJ2T2HHRIN4AaABAg","content_type":"comment","title":null,"body_preview":"Anybody know of a phone that isn’t one of the big 3 (Apple, google, Samsung) that’s flip phone esq in the sense that it’s barebones? I wanna be able to call, use maps, have Spotify and my audiobooks b","author":"@Strider67","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"6ccd882c-de44-4c49-b09a-9382a8c5ca0a","source":"youtube","source_id":"UgziJfvkeOQVpS_Ae2R4AaABAg","content_type":"comment","title":null,"body_preview":"I just got 4 brand new \"useful\" functions based on AI. I uninstalled all I could.","author":"@annihaglund","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"1d63c6f9-d312-442e-ad34-a58f3637ca90","source":"youtube","source_id":"UgyKA4iccjDuw9ogl294AaABAg","content_type":"comment","title":null,"body_preview":"Growing up i always was a giver, gave other kids my toys, now being 27 i still give to other while being close to broke. The only hurting thing about it is that no one ever did the same back. Not that","author":"@Rccarfanatic","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"b51dae8a-fa23-4b34-af3d-50d6a6e46355","source":"youtube","source_id":"UgzOTKS9zkr9REFWuJB4AaABAg","content_type":"comment","title":null,"body_preview":"Damn, I never realize how much I appreciate seeing two good people have an interaction like this. No stupid ego, no showboating, just genuine real.","author":"@karthisplays","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"370cc8a2-3126-4f79-b5a2-932865a1d483","source":"youtube","source_id":"UgysOjDgx2TjMGN3pCB4AaABAg","content_type":"comment","title":null,"body_preview":"Damnn he always gonna bring ANOTHER ONE thing with him","author":"@Heloom8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"e7de6240-3deb-4da5-bab7-7492709eeb3f","source":"youtube","source_id":"UgwUsUYVLo6o8s5eauV4AaABAg","content_type":"comment","title":null,"body_preview":"that’s a real ass dude i hope you personally got his info","author":"@treyteague1676","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"c7cd3994-9a8c-4a58-a937-6156d9279fa5","source":"youtube","source_id":"UgzbhPfG72bmDSK2XcJ4AaABAg","content_type":"comment","title":null,"body_preview":"I somehow feel like this brotha is moving with the trauma of a Gramstop visit 😅","author":"@smoovekidwill","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"ee210fa3-3fc2-428a-ba49-bcf5cbd9aaea","source":"youtube","source_id":"UgzZhi1S2GKs0BxOwI14AaABAg","content_type":"comment","title":null,"body_preview":"I was able to get the Samsung 49in G9 Oled for $600 used a year ago. Felt like a reasonable price. No bad or damaged pixels. Only thing missing was the vesa adapter. For gaming its beautiful as far as","author":"@stevedubzz","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"fa4fa29c-fb5b-4db3-84d8-8cf27d8c47ca","source":"youtube","source_id":"UgzVupEOLGORBCPqgZN4AaABAg","content_type":"comment","title":null,"body_preview":"Face reveal up against the monitor reflection???? Love the videos!","author":"@VapurzZz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"cc65b42c-fc28-415a-9f2a-5402566964b3","source":"youtube","source_id":"Ugx5LuoDykbNJmO3gyB4AaABAg","content_type":"comment","title":null,"body_preview":"What a wholesome interaction ...\nWish all tech repair shops like you were everywhere","author":"@DaRooMN","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"bc37d2a3-5a6e-446a-b9ef-1aae2340e147","source":"youtube","source_id":"UgyUbA2xJ7RHvAc6Vwx4AaABAg","content_type":"comment","title":null,"body_preview":"am i the only one who heard the minecraft door open","author":"@Mrbonestoyreview","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"ac086dda-6e0f-4c5f-b273-7d27e12d4646","source":"youtube","source_id":"UgzFuW-6Vr2Tpbbs8Ap4AaABAg","content_type":"comment","title":null,"body_preview":"that's not just an oled that was the grail of monitors a few years ago.","author":"@xSetkux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"0ebb9840-fd0a-4727-b99f-6d05a4fadc64","source":"youtube","source_id":"UgyHRA33_-H3W1QpmmF4AaABAg","content_type":"comment","title":null,"body_preview":"Plot twist: \nHe actually a spy and is now listening to all his interactions 😂","author":"@alxandr589","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"ef0448e3-d5c1-4610-bc62-a8910d2aef08","source":"youtube","source_id":"UgxaW85lO5CmJqEmbtd4AaABAg","content_type":"comment","title":null,"body_preview":"I have a warm monitor light bar with wireless sync to my computer once it turned on and because of the startup sound I woke up and  thought my table with my pc was on fire","author":"@2frKill","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"30ce87ae-789f-4d48-9608-1b57921c6073","source":"youtube","source_id":"Ugxv79woU5LZSEB5V254AaABAg","content_type":"comment","title":null,"body_preview":"thats when you you make sure it does not power by doing one thing. UNPLUG IT!!! if turns on after then burn it with holy fire.","author":"@vnatthan123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"c83a3f36-7d0e-44a3-859e-87b48342201a","source":"youtube","source_id":"UgzTjBporFHdMb-ifcF4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, my ex used to tell me that her house was haunted and her PC turned on by itself. I was agreeing with her and kept telling her she's right and she should do something 😂","author":"@marcelnitan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"1c8b843b-f622-445a-ab53-4648845897a3","source":"youtube","source_id":"Ugw7bcBRPGoqe7r82Bh4AaABAg","content_type":"comment","title":null,"body_preview":"My old pc turned on by itself 2times  in the 5+ year's of torture young me put it trough I mean I made it run Minecraft at max render distance it was 300€","author":"@agamegod3054","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"3b8d0df7-e2bb-464e-aeff-6a9ad7e13c3c","source":"youtube","source_id":"UgwT-MblWRxo9ous-tx4AaABAg","content_type":"comment","title":null,"body_preview":"Windows wanted us to never sleep. Windows loves to choose for us bruh","author":"@GopeshSenthil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"2b8acf4c-2d38-4b80-ac19-153fe7ad6a4f","source":"youtube","source_id":"UgyRlKp737wmRg13Sup4AaABAg","content_type":"comment","title":null,"body_preview":"I thinks mines haunted too cause sometimes when i start the pc random music is playing either from a game i played or realy just some random music (i had no tabs open nor apps ) but it does stop when ","author":"@Wolf1_2_0","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"994b5b51-6afc-4d93-a0ec-9f6181ab8237","source":"youtube","source_id":"UgyZIWZyXycgVMj5V6J4AaABAg","content_type":"comment","title":null,"body_preview":"That means the PC doesn't even shut down. It just enters hibernation or sleep mode.","author":"@LEV1ATAN","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"1a31a3ce-63ed-4127-8bbb-012424e783aa","source":"youtube","source_id":"Ugwg7YzIubHYjwj53uh4AaABAg","content_type":"comment","title":null,"body_preview":"i thought it was a windows update it was going to do because sometimes in sleep mode windows automatically wakes it up to install updates","author":"@familiarivera-u8y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"5da055c3-ccf0-4768-953f-aec31053c72b","source":"youtube","source_id":"Ugx5Xlbg3dLQIz9sci54AaABAg","content_type":"comment","title":null,"body_preview":"Literally the night after watching this, I was laying in bed past 2am and my laptop turned on and went to sleep 😂","author":"@CheeseMcDippin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"8ee3038f-162c-430b-bc49-c5a5cd6bb110","source":"youtube","source_id":"Ugy6mWUA5We-ZRjq6_B4AaABAg","content_type":"comment","title":null,"body_preview":"You know there only one Blue girl I know that can HIDE IN YOUR WIFI💀","author":"@NaKeto-c8q","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"d43569f2-1af4-42f3-9841-8c0c0caa229b","source":"youtube","source_id":"UgyY4_fPHDfTzo3Wn1N4AaABAg","content_type":"comment","title":null,"body_preview":"Day 2 of asking for a pc everyday until they send me one (im broke)","author":"@wendivaughn4877","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"696fffc2-363f-4214-a519-d86afb83485b","source":"youtube","source_id":"UgxR3LO2e7gFPFLXN9p4AaABAg","content_type":"comment","title":null,"body_preview":"Nah that’s a violation of trust f windows yall own your own PC","author":"@solsane5217","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"a4a4ceca-9a85-49dd-8ff6-8f22ac28cb61","source":"youtube","source_id":"UgxfhQHEx76tLkdpMa14AaABAg","content_type":"comment","title":null,"body_preview":"I have a pc that turns right back on if I turn it off through the start menu, but will stay off if I turn it off by holding the power button","author":"@CrateWizard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","technical_problem_description"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"c3d74889-9113-4c30-b666-4552c7be25d5","source":"youtube","source_id":"Ugzcy_oQLX12ZwHiA9Z4AaABAg","content_type":"comment","title":null,"body_preview":"So frelling pissed off.  I completely forgot this setting for years now.  At least I think so.\nThank you.","author":"@TrusteftTech","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"e86d5d96-e56b-4e92-a6cd-4b55afbab342","source":"youtube","source_id":"UgymaAkdFcPwVePEYCx4AaABAg","content_type":"comment","title":null,"body_preview":"it was activated on my pc too, but mine did not start itself at 2 am? Last Maintenance was 11:34 am but at that Time i was working on my PC? Does that mean that if the maintenance is done during the D","author":"@TnC4G","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"b0a32c11-9f4e-4a9c-8aea-2eb1e1ec3f08","source":"youtube","source_id":"UgweVmCuA7LlOkOUjnp4AaABAg","content_type":"comment","title":null,"body_preview":"What's the most haunted thing your PC has ever done?","author":"@METAPCs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IYggV1-2MEg"},{"id":"3eb53680-d962-4410-b6f5-0080b1c99cea","source":"youtube","source_id":"UgwSOIMlB1N89lPLjg14AaABAg","content_type":"comment","title":null,"body_preview":"Idiots be turning it on and pretend it’s virus lol","author":"@hokanleung4267","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"3af69573-1d56-4737-8531-63fee9ffe9af","source":"youtube","source_id":"UgxjLWFu9oNIg_l99Y94AaABAg","content_type":"comment","title":null,"body_preview":"I think the creator should stop encouraging others to do it too","author":"@hokanleung4267","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"e6f1b818-6921-43c3-a9c8-b7750df83373","source":"youtube","source_id":"UgxQlS8sOaA6ArljVf14AaABAg","content_type":"comment","title":null,"body_preview":"Question: If my phone is Android and my friend has an iPhone, how do I do this?","author":"@انسان_اسمه_يونس","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"80797837-68d6-44dd-b187-f8c6eb4d1932","source":"youtube","source_id":"UgxKmA1ylQu7-mUrGTx4AaABAg","content_type":"comment","title":null,"body_preview":"is this for android\nedit: I realise that sounds dumb, but I mean like, is it iPhone only?","author":"@Anth-d9c","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"642e0d6e-9d60-4184-baa1-361525366f7a","source":"youtube","source_id":"UgwCuy__KmPRc4SP8tN4AaABAg","content_type":"comment","title":null,"body_preview":"Apple has settings for shortcuts that disables deletion of large amounts of data and prevents other crazy stuff.","author":"@UnfussyLeaf2440","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"29634661-6c08-4210-9749-de02fddd1ba2","source":"youtube","source_id":"Ugx-yBW109l3l0HZSR54AaABAg","content_type":"comment","title":null,"body_preview":"Please give me one I phone 14 pro my dream phone 😢","author":"@ladysawg4546","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"07d4236e-32fb-47f6-b627-d8b91c22ddba","source":"youtube","source_id":"UgxFODen2obgebOrfr14AaABAg","content_type":"comment","title":null,"body_preview":"I fell for that shit one time I thought it was an actual school fight","author":"@Hunter-t8s-d2d","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"7b8bacdb-64fa-4547-a9e4-0511c382a32a","source":"youtube","source_id":"UgyEfSlYs4omXjSDK5J4AaABAg","content_type":"comment","title":null,"body_preview":"Muuuu No mentira solo te hice engañar Porque primero ese virus no existe para Android","author":"@CNB416","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"4ce4ca5f-c4cf-4547-a27f-e761137065b2","source":"youtube","source_id":"Ugzdj5j3FPJtKWSMo7h4AaABAg","content_type":"comment","title":null,"body_preview":"Kids are so fucking cooked if were doing this and calling it a virus. So over dramatic 😭😂","author":"@TheFaxMachine69","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"f38f5f3d-2d2f-4657-9920-03f2074e7aeb","source":"youtube","source_id":"Ugw2Zb9Qjl89Xyney6R4AaABAg","content_type":"comment","title":null,"body_preview":"My fake virus is the gnome virus, a virus that your phone will get gnomed and it will play a sound from nsmbds, making your volume too loud, changing your brightness automatically to dark, and inverts","author":"@Barrythecoolguy-f6w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"bb54da13-673a-4ec6-b51e-d4fdb3ad0a5d","source":"youtube","source_id":"kAVnaOLKCxc","content_type":"post","title":"This iPhone Virus Is Everywhere... #Shorts","body_preview":"🛠 Repair Tools I Use (Updated Regularly – Includes Soldering Gear):\n https://www.phonerepairguru.com/tools\n💬 Ask a Question / Join the Community:\n Reddit: https://www.reddit.com/r/PhoneRepairTalk/\n🎥 J","author":"Phone Repair Guru","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent","natural_digressions"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kAVnaOLKCxc"},{"id":"0e86a55b-e289-4854-831b-d26eb7b3cb46","source":"youtube","source_id":"Ugwy2pCIvgQinVgkhPl4AaABAg","content_type":"comment","title":null,"body_preview":"I havent struggled with this because I dont give my money to garbage companies like Netflix.","author":"@Anonymouthful","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"6bef4e56-74a3-4809-8a0c-1214b625dcae","source":"youtube","source_id":"Ugx0DO4TepH9iyUUhs14AaABAg","content_type":"comment","title":null,"body_preview":"Should have told my parents this when I grew up when they bought a surround sound system and had the tv on mute all the time and used nothing but the surround sound. It did fix the audio volume proble","author":"@nicholasgeorge4156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"640f9171-8bf1-499c-af9c-ef0c6b9b587d","source":"youtube","source_id":"UgzBd5AHRBCpc-bCZ7x4AaABAg","content_type":"comment","title":null,"body_preview":"It's still sounds like a really badly pirated film","author":"@dyslexiksteve2488","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"f9fa0e52-ab4c-4a82-89ff-3bab7904a202","source":"youtube","source_id":"UgyjcMz24piyw7AQ7hR4AaABAg","content_type":"comment","title":null,"body_preview":"I always thought it was the sound VERSION number and always that I needed the latest version!  Wow!!  Thanks for this!","author":"@petemac7969","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"b9dcdead-6d47-4b22-8926-78b4623cf612","source":"youtube","source_id":"UgxLrVl8voysn5DAX8R4AaABAg","content_type":"comment","title":null,"body_preview":"Wait what I always thought its update version of that language 🤣","author":"@RenéBlahout","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"d6454904-cdf0-45c5-99a8-e7b14bc89d16","source":"youtube","source_id":"UgzXkJcMke9CIjHTlwF4AaABAg","content_type":"comment","title":null,"body_preview":"It doesn’t help. Sound mixing these days are dog crap","author":"@TheHouseBugDJ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"111daa67-fc76-436d-8083-94f625f40a77","source":"youtube","source_id":"UgyECOeTp2Cp4_UC69l4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks, not everyone’s doing the surround sound so thank you","author":"@DestinyPuzzanghera","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"c2db5dd1-768d-41cc-959b-a4f42cd613f1","source":"youtube","source_id":"UgyEAvNC_5iKOOmpoPp4AaABAg","content_type":"comment","title":null,"body_preview":"Netflix in 2026 is a bold choice.\n\n\"Bold move Cotton, lets see how it plays out for him!\"","author":"@MANTISxB","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"738e8ed9-73bf-40a2-ae29-c9e84fb79a90","source":"youtube","source_id":"UgzhwuApOiEdqBUMNeZ4AaABAg","content_type":"comment","title":null,"body_preview":"My god… I could NOT figure this one out when it was happening to me.","author":"@stevedoesnt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"6353d577-13bd-4a7c-b0a7-6ee75d1714f6","source":"youtube","source_id":"UgwUtJflZRWlHcfPfVV4AaABAg","content_type":"comment","title":null,"body_preview":"As an Audiophile I didn't need Netflix to tell me this. And I still have to change the sound to surround because Netflix is a terrible app.","author":"@tektight","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"65f6fd5b-bcff-4788-81f7-ebf46f8c752f","source":"youtube","source_id":"QUt0YEaX_Ls","content_type":"post","title":"Why doesn’t Netflix tell us this?","body_preview":"If you have ever struggled to hear quiet voices on Netflix, try this audio trick to help you.\n\n#audio #netflix #technology","author":"Matty McTech","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.5841800548306173,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QUt0YEaX_Ls"},{"id":"19728250-a628-432a-a30a-50b9246ad0b7","source":"youtube","source_id":"Ugxdux3KNWHpCgIPYQd4AaABAg","content_type":"comment","title":null,"body_preview":"The police are clowns. A once respected profession is now a complete joke.","author":"@CRPerformance1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"f26b8a3f-1df3-43e5-9313-3dd7f66d84dc","source":"youtube","source_id":"Ugz1978tq_oHCTcrY8x4AaABAg","content_type":"comment","title":null,"body_preview":"I’m so tired of these YouTubers that just take 3+ year old videos and remake them and somehow get thousands of likes. This is recycled content with someone else’s face on it.","author":"@DevinRAR","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"eb314e25-5278-4e8b-8571-24f0545d30c7","source":"youtube","source_id":"UgxtaDaNSkM2HAkeQgp4AaABAg","content_type":"comment","title":null,"body_preview":"Remove it, wrapped in aluminum foil and throw it in the river or lake.","author":"@Kenny-io1es","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"f4c64a1a-d15f-4cae-9de9-53a4dfd31163","source":"youtube","source_id":"UgzmGAVPq-oSlLb2XaB4AaABAg","content_type":"comment","title":null,"body_preview":"How about a drill and bit with a depth collar? Drill into suction cups done. Just make sure your depth collar is set correctly or you’ll be needing a new windshield.","author":"@RVMD95","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"5e04ab5b-ea6d-45f7-9d90-6e7c7dfbc400","source":"youtube","source_id":"UgxymXUj_tyeMzZEiKp4AaABAg","content_type":"comment","title":null,"body_preview":"$200 gets my truck a new windshield, installed. I will take a fuckin claw hammer to some dumb shit.","author":"@zachfox5969","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"6c5b1f7f-a6ef-4834-981e-9e0a95cb7ea8","source":"youtube","source_id":"Ugw4eKOIzffJujOnonB4AaABAg","content_type":"comment","title":null,"body_preview":"Guitar string will also pull them off. \nalso - metal coat hanger.. get it red hot and you can melt the seal","author":"@JWG2014","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"d9ed1e89-dcc5-449b-8a56-d683499f5aff","source":"youtube","source_id":"UgyoqnWqtf-Vf_GgQeR4AaABAg","content_type":"comment","title":null,"body_preview":"I'm so tired of people blaming police when they should be blaming judges and politicians.. and tired of when people blame politicians and judges when they should blame police (Henry Nowak)","author":"@NPCSoftwareInc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"f7c4af0a-a1c3-4139-af5e-8dbc92f58b9c","source":"youtube","source_id":"UgwzcSOj2WQJ5MMoNf14AaABAg","content_type":"comment","title":null,"body_preview":"All you need is a 20v Dewalt grinder...just grind through the plastic and throw it in a dumpster...","author":"@ES-nx7hl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"10c20444-bfed-4075-93a7-4d911e8cbdb3","source":"youtube","source_id":"UgwNmYBrIfixCPJ7Ojt4AaABAg","content_type":"comment","title":null,"body_preview":"Unleash our eighth graders on the enemies of the USA.","author":"@tracycase4520","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"571083a2-d155-4a10-b9a8-32b7cba44d03","source":"youtube","source_id":"UgwONNQDioh3mjfUnb94AaABAg","content_type":"comment","title":null,"body_preview":"Revenue enforcement like this, deserves all the pain and suffering the public can direct towards them. Along with the engineers and companies that think it up and produce it. \n\nEff all your bloodlines","author":"@tra-viskaiser8737","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"ed6dc49a-5730-4f73-a832-5c690d8f6273","source":"youtube","source_id":"UgwuAfYrYsol9URSg0R4AaABAg","content_type":"comment","title":null,"body_preview":"Mark your drill bit for depth and go through the back into the rubber.","author":"@thomasm9384","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"e33f65c8-aa10-4126-b228-23291d181ef9","source":"youtube","source_id":"UgwR4yXC1omoh3whDX14AaABAg","content_type":"comment","title":null,"body_preview":"\"police device\"  no, its primarily for private entities.","author":"@travisfabel8040","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"3463459a-a3f0-4d1f-9c07-d2ac9870baf8","source":"youtube","source_id":"UgyDoqujtzCXsPKy5wB4AaABAg","content_type":"comment","title":null,"body_preview":"Some courts have ruled that boots are an illegal detainment","author":"@The_Guy_with_The_Knowledge","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"b29c1eb1-fcd3-467d-9b07-596e3afd04bd","source":"youtube","source_id":"UgwtGRDYMNVn4B6WFt54AaABAg","content_type":"comment","title":null,"body_preview":"PsyCOPaths are clowns, extremely dangerous clowns, but clowns regardless.","author":"@TheHistorybear","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"a699fc6d-309c-4310-8bec-189987e25a18","source":"youtube","source_id":"UgwueAaA3hiIl1SisCV4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly, do any of think this would stop us? Im not even a handy man and I would put money on me getting that thing off","author":"@Gunslingin_OD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"97c7e026-af1a-4126-aa0c-652e67e876df","source":"youtube","source_id":"UgxwLBm5XWvVXfk7MrB4AaABAg","content_type":"comment","title":null,"body_preview":"I dont think anyone ever claimed it was impossible","author":"@stephyshouse6906","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"4683d0ea-da18-451a-a620-662f3ae0feb2","source":"youtube","source_id":"Ugx9lbjml-GBtn70OYx4AaABAg","content_type":"comment","title":null,"body_preview":"More and more we see how the Defund the Police people were right.","author":"@adamc.sieracki4145","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"50eb8b62-1762-4e55-96e7-17b9f17f2303","source":"youtube","source_id":"UgwO38s02uLgOmTaoxl4AaABAg","content_type":"comment","title":null,"body_preview":"Immobilize property that needs to be moved from its location. Smart.","author":"@bronsontolliver9027","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"d74527a6-4ef2-45a9-b2dd-64d978fc931a","source":"youtube","source_id":"UgxOAifltEvIHaYBTl54AaABAg","content_type":"comment","title":null,"body_preview":"Good.  This device should be considered criminal. If someone had an emergency and had to get to the hospital for their mother or their child but couldn't because. . .Oh, I dunno. . . .a ticket hadn't ","author":"@Rebellgentleman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"3822fa1c-8ac9-42bb-811e-68a75fde1991","source":"youtube","source_id":"UgyzX_P1OhrL84Ka_tV4AaABAg","content_type":"comment","title":null,"body_preview":"i figured it out before the 1st one was sent out to wherever. all you had to do was make the suction cup lose suction and the \"alarm\" on it was so weak, you would never hear it in the cities where the","author":"@teacher555555","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"6ba82c34-897b-494a-b8ae-42a8c1a178c7","source":"youtube","source_id":"Ugz_93wBmSfngcG2Stt4AaABAg","content_type":"comment","title":null,"body_preview":"Do what we did, take a long sharp knife and slide it under until you reach the rubber boot,  push the end under the rubber boot and twist,  pops right up!  That's how we have been doing it and dude is","author":"@randysizemore2123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"dcefb674-748e-43d0-a1d1-d62c8cc44de5","source":"youtube","source_id":"Ugy5EfX7EWTHTKgeRcp4AaABAg","content_type":"comment","title":null,"body_preview":"Acting like I won’t stick my whole head out the window 😂😂😂😂. I’m a 90’s kid,we have dreamt of having a reason to do that since ace ventura","author":"@richiepurucker7603","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"ed46b6d8-88c1-41c6-b9c4-fe3324694f60","source":"youtube","source_id":"UgwS-PoprZQYYcWLnqh4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that they can do this to your car just for failure to pay for a parking ticket is criminal.","author":"@11Mike_Mechanizedinfantry","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"8842eb48-b865-4411-a7d4-edeeb746efc5","source":"youtube","source_id":"Ugy9uYUvyts8ljd2aR54AaABAg","content_type":"comment","title":null,"body_preview":"A sharpened slim Jim would cut right through the rubber suction cup","author":"@troyrager1352","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"be2c1589-81e6-4a36-b747-7dcde2b98193","source":"youtube","source_id":"UgyOIDOkdv1OG-Npfdx4AaABAg","content_type":"comment","title":null,"body_preview":"Apple: here's a diamond chip iPhone 18e for just $20000","author":"@Voyager-q9s","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"7458a457-8ad7-462f-8b5a-baef02c1e1a2","source":"youtube","source_id":"UgxjVZDoaUKujHyR_D14AaABAg","content_type":"comment","title":null,"body_preview":"This was such a cool visual breakdown! Never realized how much work my laptop is actually doing just to stay cool. Diamond technology? That sounds like a game-changer! 💎💻","author":"@Emma-r6","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"05335697-08aa-4031-90b1-28dba586f7c7","source":"youtube","source_id":"Ugx1hZ78d8roOnVjBSV4AaABAg","content_type":"comment","title":null,"body_preview":"So finally diamonds can be used for something USEFUL besides just a stupid ring.\nBesides of course the use of diamond cutters.","author":"@michaelshada262","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"8a40345d-4d0b-4a0a-90c4-a0e95a54689d","source":"youtube","source_id":"UgzC8hRF6o4DE7HDw0h4AaABAg","content_type":"comment","title":null,"body_preview":"If I jump into my computer , I probably have some serious health condition😭","author":"@RTJ_YT","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"bcb446fc-ea7f-47ba-afbc-40850a426b43","source":"youtube","source_id":"UgzOLHKwP02xXnKzqVF4AaABAg","content_type":"comment","title":null,"body_preview":"They are rebuilding chips already using leaf vein like design to create little liquid channels to disperse heat much more efficiently","author":"@BuildsWithDevin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"d649ca98-570b-4153-ae7f-1f86f9b521d7","source":"youtube","source_id":"Ugzj_sNjKbXB3IsLn694AaABAg","content_type":"comment","title":null,"body_preview":"Thats not how the heatsink contacts with the processor..","author":"@wfrsk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"4a53bf91-56f1-4d0a-9d7c-8d196da551cf","source":"youtube","source_id":"UgxW3Rqn-yODJPEBZCl4AaABAg","content_type":"comment","title":null,"body_preview":"Diamond, great, as if the bloody things aren't expensive enough.","author":"@LionheartNh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"c2dd1ac0-599c-4c9c-a67c-efd83518ad1e","source":"youtube","source_id":"UgypFAn-J2kAqpRrYDh4AaABAg","content_type":"comment","title":null,"body_preview":"Diamond infused laptops will never be affordable 😢😅","author":"@crackerjack4833","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"3f0b0c61-805e-49b6-9314-426b1aa3122f","source":"youtube","source_id":"UgyKnTGnUinc4yBxfXt4AaABAg","content_type":"comment","title":null,"body_preview":"Figure out using diamond Would work I figured that out, like five months ago. I was doing some research on CPUs on how to make them better There’s another material better than silicone. I think it Gal","author":"@Storm-edge-shorts","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"eeb085fd-fc5b-42cd-b748-ae553b2189ec","source":"youtube","source_id":"UgzY_l6gdQYNg1yFR9x4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine using the heat from the chip to power the chip","author":"@j.p.","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"12385d8d-d907-4064-8e3e-8542965fd2d6","source":"youtube","source_id":"UgyECZACn1mn6zIWojd4AaABAg","content_type":"comment","title":null,"body_preview":"Missed opportunity to talk about the copper pipes, which aren't just copper, but heat pipes that have a phase changing material inside, making them very fast conductors of heat and cold at distance.","author":"@leesinedosrs8918","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"e361759e-ac6a-4c94-bbaa-6f171c1227a8","source":"youtube","source_id":"UgzewAAD9cC8jiJ0g_54AaABAg","content_type":"comment","title":null,"body_preview":"The lack of RAM is doing that not a cooling problem that has been solved for years","author":"@wesss9353","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"1a63c37f-9163-41a5-b703-ee9ffa49be90","source":"youtube","source_id":"Ugy8Hv5YQP0gOUF2guZ4AaABAg","content_type":"comment","title":null,"body_preview":"if you hear the _VOOOOOOOOOOOGHHH_ u're done for 😔😔","author":"@DOCSYS_otp","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"2ebb33b9-272a-4986-bba8-3678bcc42c05","source":"youtube","source_id":"UgwOlGYjE3Oct5VGOvJ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s kinda annoying she doesn’t show her face after the first 2 seconds.","author":"@TDL122TDL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"11e68c9e-3f0d-4264-ba3b-f8f6ab0a7b09","source":"youtube","source_id":"Ugx1s_3MrQQFviE8jep4AaABAg","content_type":"comment","title":null,"body_preview":"Wow! You are extremely knowledgeable. I learn so much from you. Can you do a video on quantum computers? How long will it be for them to be available to purchase? Will they solve all our problems?\nI w","author":"@tonynunez6539","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"c6bef5ec-8160-4ccd-b0cc-6c40bbd27af6","source":"youtube","source_id":"UgxnAISshxLXl7lJJRh4AaABAg","content_type":"comment","title":null,"body_preview":"I thought fins are made of dolphins. The more you know...","author":"@mrsjatits","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"6acf1269-b140-423f-901a-ca3c4b787a00","source":"youtube","source_id":"UgzUFyI9OgSWTZfyi9h4AaABAg","content_type":"comment","title":null,"body_preview":"computers are boring now not even using one for a number of years now just do everything on my phone lol computers will become obsolete and be gone and we will stay with phones and maybe laptops","author":"@swavekm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"9421a68b-427c-4748-a545-8ba1fb013a1d","source":"youtube","source_id":"UgxdypfS3xDYoWFj5il4AaABAg","content_type":"comment","title":null,"body_preview":"I guess im nerd everything about this shorts i wanna make full research","author":"@Hzim007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"48d9382f-95f7-4c15-b48f-94956b227a79","source":"youtube","source_id":"UgzwJTrunZbMupzQio54AaABAg","content_type":"comment","title":null,"body_preview":"Those fins work best when coated with tobacco smoke residue.","author":"@pura517","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"8bfe5663-ee03-4d71-9edb-a45ed2438448","source":"youtube","source_id":"tULsIbKeXTU","content_type":"post","title":"What If I Shrink Into My Computer?","body_preview":"If I jump into my computer and I see it’s getting HOT – that whirring noise - what is happening? \n\nAll computers need to get the heat off the chip as quickly as possible and find somewhere to dump it\n","author":"Cleo Abram","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tULsIbKeXTU"},{"id":"947bb796-af16-469c-aef9-c25a428577e2","source":"youtube","source_id":"UgyiQ0Ig9A09-tthQgp4AaABAg","content_type":"comment","title":null,"body_preview":"I originally thought you where going to use a PlayStation controller port to usb adapter for the last part lol","author":"@JGR_JoeysGameReviews","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"90eb9dcf-421f-405a-bd29-45b87268cd8e","source":"youtube","source_id":"Ugw2avkWNaNo0cArFhZ4AaABAg","content_type":"comment","title":null,"body_preview":"Who would want to use the PS2 controller the ps5 controller is way more comfortable to hold I feel like the PS2 controller is not comfortable to hold at all. \nLike if you agree with me","author":"@Gamergirl_FN","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"194923be-e7fe-4aa8-a157-790aa626aa62","source":"youtube","source_id":"Ugz6mlHmnwoBBPlZmB54AaABAg","content_type":"comment","title":null,"body_preview":"They make an adapter that converts ps1 ps2 input connector into USB i have it for my ps3 you can actually use it to connect a guitar hero controller to it but it will only work on the ps2 versions of ","author":"@Str8balllin","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"b2e7d540-129e-47f1-a86d-6eda34796125","source":"youtube","source_id":"UgzQMpAFHin3fm5AUIh4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, anti consumer, sony, backwards compatibility, not a thing","author":"@ethanspaziani1070","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"0c23ded7-4375-4f67-935e-55283ed58209","source":"youtube","source_id":"UgzN3KR3K1tFr4shDdR4AaABAg","content_type":"comment","title":null,"body_preview":"At the start you said ps1 to 5 controllers work but then you say if it has no joysticks then it womt work,so the ps1 controller wont work","author":"@robiscooln1y","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","direct_contradiction_identification","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"c54ae6a0-fe07-4f59-8b1f-048f8fc6e1c2","source":"youtube","source_id":"UgweTDbXDFkK9LtuEK54AaABAg","content_type":"comment","title":null,"body_preview":"You can use adapters to hookup ps2 controllers directly","author":"@Kleric_24","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"25fade26-7109-4c65-b430-2fd8b3ecd42d","source":"youtube","source_id":"UgzKQMTUsHWWX13Cxdl4AaABAg","content_type":"comment","title":null,"body_preview":"There is probably an adapter to use the PS2 controller on the PS5 lol","author":"@ieobscuresongs27","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"f0e27d63-5723-4169-99fb-ad8aab748512","source":"youtube","source_id":"UgxzWcTYkkU56NA68E94AaABAg","content_type":"comment","title":null,"body_preview":"Hook two playstation, fives together playstation ten will be created","author":"@Deanna.devine135","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"2a004591-a546-4330-a48e-220b9be1d5fd","source":"youtube","source_id":"UgwdELjs1jQG2mbMecF4AaABAg","content_type":"comment","title":null,"body_preview":"You can however buy a ps2 to usb-A converters on before for about £4. I have no idea if it will work on well anything but at £4. It's not exactly an expensive experiment","author":"@blackstar5867","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"9e3a47c3-59da-4e15-b65d-bdfe71f7410d","source":"youtube","source_id":"UgycE9PWz2JZfR_nF9N4AaABAg","content_type":"comment","title":null,"body_preview":"Sony lied and you can use a PS4 controller on PS5??","author":"@SalivatingSteve","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jF6JosrdsWw"},{"id":"4ae705ed-c1da-45c3-b234-8f4ad08b89cf","source":"youtube","source_id":"UgxZKftWSj80LEvmD3Z4AaABAg","content_type":"comment","title":null,"body_preview":"Tarrazu is great coffee—I should know, I’m from Costa Rica. Besides coffee, I recently got a new CD player (sadly I can no longer get a Sony, Sanyo, or Aiwa), so I went with a Chinese brand, Fiio. I t","author":"@FrankBruce","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"561f642e-8def-408b-a6fa-10606be73e29","source":"youtube","source_id":"Ugy2A5-cbe7ILvKJ0YN4AaABAg","content_type":"comment","title":null,"body_preview":"Na this was done wrong you should have been blindfolded, put fake vinyl crack beneath under them and then listen and vote 10 different songs","author":"@RckDtar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"917a1cc8-eda2-4296-af8b-d5a849c34a94","source":"youtube","source_id":"UgxeSv0_UZzww-8sVdR4AaABAg","content_type":"comment","title":null,"body_preview":"I have a wiim amp ultra. Does all the boxes in one, just add speakers and sub. Warmth can be set with EQ. I play lots of music at work. Spotify playlists and algorithms work great for me to get a vari","author":"@kris2384...","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"018f85e9-7792-432f-b9e8-1d7fdd7f2c50","source":"youtube","source_id":"Ugwdb1wGU40ws8EtzjN4AaABAg","content_type":"comment","title":null,"body_preview":"The main thing, you own CDs and vinyl, you don't own Spotify music.","author":"@captainnerd6452","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"811cea03-6f38-4118-9d1f-af37d6b864d7","source":"youtube","source_id":"UgxFwN7NbUbCkJkv38p4AaABAg","content_type":"comment","title":null,"body_preview":"I've always preferred listening to albums in their entirety even on Spotify, as opposed to playlists. I think it gives you a better understanding of the band or the artist and what they were trying to","author":"@d00m-wop","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_preference_and_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"9f7ab771-214e-4d2d-9ee5-e8a0639706a6","source":"youtube","source_id":"UgzZ91LFp5jAppaFsnl4AaABAg","content_type":"comment","title":null,"body_preview":"I'm surprised you didn't mention buying collecting your music in FLAC. I get all my FLAC albums from Qobuz. A great source for music.","author":"@staglite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"8ab276b5-60d5-4649-8db9-47bf317fc4ed","source":"youtube","source_id":"UgxvfGtzn3y0MnQT5mB4AaABAg","content_type":"comment","title":null,"body_preview":"I could probably write a 3 page comment here, but I just want to say I like to see people getting into \"physical media\".  I have multiple listening areas in my home for vinyl/cd/tape, and I've played ","author":"@Fozzi21","classification":"human_created","confidence":0.78,"indicators":["personal_experience_specificity","natural_expression","balanced_perspective_natural"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"a2a5daf1-4135-472e-b4c9-f010e807d66f","source":"youtube","source_id":"UgwR2MDwkPWWBjAEnKN4AaABAg","content_type":"comment","title":null,"body_preview":"Most people who aren't interested or educated in the finer points of home audio won't own speakers resolving enough to notice significant differences.\n\n_The exception being the pops, clicks, and hisss","author":"@StringedHarmonies","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"05460f85-87a6-4d03-9dee-c6e30fd3a721","source":"youtube","source_id":"UgwCcAcPPY70a725Jch4AaABAg","content_type":"comment","title":null,"body_preview":"Not had to think about audio for a wile back in the day getting a good head unit and matching speakers to an amp for you type of music you listen too. Channels and RMS for your budget good fun. Buying","author":"@krupauk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"94981919-10e4-4fdb-bd10-3bf2cf367e80","source":"youtube","source_id":"UgzPFcPKzzLxc3RXt9p4AaABAg","content_type":"comment","title":null,"body_preview":"Just an idea but you could have included downloaded music. I also love to own my music, but I don't have the time or space for a CD/Vinyl collection. I use streaming most of the time, but also have mo","author":"@trapskilla","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","personal_experience_details","niche_expertise_perspective","platform_fluency_tech_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"b8bfeb75-60e8-462d-b140-1f80f86c94c6","source":"youtube","source_id":"Ugw8ALQZq7SIdNxm0et4AaABAg","content_type":"comment","title":null,"body_preview":"Best experience I've had is a CD player connected to my Marantz 2238 with Monitor Audio Silver 50 speakers and finishing it off with a Sony SEQ-V902 equalizer. The equalizer adds a nice color to the s","author":"@iShredStreets","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"42b6704b-fb62-4fa9-b21a-b3055845d205","source":"youtube","source_id":"UgzmbIGfLsLFpbJHC2F4AaABAg","content_type":"comment","title":null,"body_preview":"thats actually silly, WE can't tell the difference because WE are listening to it on YouTube","author":"@andregratton1755","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"d566c82d-5032-48c1-8b2d-ac39c48c6600","source":"youtube","source_id":"UgwQm_dX93VUz3acHsN4AaABAg","content_type":"comment","title":null,"body_preview":"Don't forget to use a higher voltage power supply for the power amp to get more volume.","author":"@JCatholic7","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"cc8881cb-aa70-4601-a607-c85682ffa9a6","source":"youtube","source_id":"Ugw-tJofuUjNbxYooU94AaABAg","content_type":"comment","title":null,"body_preview":"On the peak of the vinyl vs. cd discussion, there were quite a few double blind sudies made with audiophile people. All of them found that people could not tell the two apart by listening. Simple as t","author":"@christophstahl8169","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"141d7f06-a062-446d-ae45-73e52ec4e0bb","source":"youtube","source_id":"UgxURTcnJGUlFa1zKY14AaABAg","content_type":"comment","title":null,"body_preview":"Using Spotify lossless is the same quality as Apple Music, from 2017.  Spotify pays artists the least, has the worst quality, and uses AI to play music that sounds like artists to avoid paying real ar","author":"@DnglBrry3.14","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"a3505e2c-a46d-4577-9a0e-534b2e40ec7c","source":"youtube","source_id":"UgwmfmwaFQ5rE6Y4_Uh4AaABAg","content_type":"comment","title":null,"body_preview":"I think its also the fact that most people that are streaming wont bother to get a proper set up since its mostly music on the go so you'll find them using a blue tooth speaker or their headphones and","author":"@banji4to","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"4c1d72ba-c388-4915-8ca4-ca5d75276178","source":"youtube","source_id":"UgxrlI3EbvoYi5sLtSJ4AaABAg","content_type":"comment","title":null,"body_preview":"It's not that the CD missing something like the \"warmth\". CDs have a wider dynamic range than vinyl and often more faithful to the source. There is a reason why CDs pretty much completely replaced vin","author":"@walabooza642","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"cb22e909-ff08-4f50-86f8-28696c377836","source":"youtube","source_id":"UgxJwNLEHy72iqXH_Rt4AaABAg","content_type":"comment","title":null,"body_preview":"Love this. Great gear selection. Audio Science Review would be proud.","author":"@petergill8553","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"d8d8972c-0d66-4c32-9579-cee872517d01","source":"youtube","source_id":"Ugzy9ZmxIkNrklAuPlB4AaABAg","content_type":"comment","title":null,"body_preview":"The ad is best listened to at 2X speeed. Really gives you that…caffeinated energy","author":"@RiverNajera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"a0a4ad4e-3554-4873-a1c0-36a8389c8013","source":"youtube","source_id":"UgxoZ1evmmgqIgDCvOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Isn’t vinyl only mono? Isnt this a huge disadvantage?","author":"@rodrigo_e_luiza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"9334d38e-a1bd-4654-9011-ac5ed7ea5f3a","source":"youtube","source_id":"Ugz0-YwkimyfSHGS7mt4AaABAg","content_type":"comment","title":null,"body_preview":"The issue with streaming is that even if it is 24/192k how do we know its not just remastered? Ive been using hi res lossless with Apple Music (just USB in the car so obviously not at it's potential) ","author":"@entropy8000","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","personal_experience","theory_articulation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"de36dc0b-f8f1-495c-ad08-c19d3d19c52d","source":"youtube","source_id":"Ugz6-3dyGnJu6iE6Hjl4AaABAg","content_type":"comment","title":null,"body_preview":"If your record a lil clean before listening to them, even a new record, makes all the difference.\nCD’s & streaming are super convenient & if that’s what floats your boat, all the power to you, I use b","author":"@EoinStRandy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"3085b415-edf3-4b29-a396-b1c5ebc58951","source":"youtube","source_id":"UgxXYUgmse-koaix3Ap4AaABAg","content_type":"comment","title":null,"body_preview":"19:12 y'all, you can clean the records to minimize crackles and pops. I just cleaned my kiss platinum record the other day even though it didn't seem to need it, and I didn't hear the first crackle or","author":"@bobthebrick1988","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"db761850-de8f-4eb0-880d-687061a3c3a6","source":"youtube","source_id":"Ugwj7OLDRkhbZwfzQft4AaABAg","content_type":"comment","title":null,"body_preview":"Did you connect the speakers and subwoofer together? Is it difficult for to connect them together? And what would you need for that? Thank you!","author":"@mykhailoratsyn5604","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_questioning"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"e6e6c6f3-377d-4587-a4c6-6a16813eedfb","source":"youtube","source_id":"UgyyPKoYli3QbdoCo_14AaABAg","content_type":"comment","title":null,"body_preview":"Get the World Mug Experience before it's gone: https://cometeer.com/speeed20\nIt's a great way to try a bunch of flavor profiles and figure out what types of coffee you like best. (Turns out I like dar","author":"@SpeeedCo","classification":"human_created","confidence":0.7,"indicators":["human_indicator_self_reference","human_indicator_platform_fluency","ai_indicator_template_phrases"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"5e49f854-c9b2-419f-a59d-d9b26ff484bb","source":"youtube","source_id":"dcU2idUSRAA","content_type":"post","title":"Vinyl vs CD vs Spotify","body_preview":"Get your World Mug Experience before it's gone at https://cometeer.com/speeed20\nIf you like coffee, this really is a great way to sample a lot of different flavor profiles and figure out what you like","author":"Speeed","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","marketing_or_seo_text"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dcU2idUSRAA"},{"id":"8ecf1ab3-f5ec-43f3-a009-3be827efee1c","source":"youtube","source_id":"UgyWtzg0rBejxaRljIl4AaABAg","content_type":"comment","title":null,"body_preview":"I feel like number four could be a sort of failed successfully design","author":"@Jay-w2p8i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_or_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"ac524163-5ab2-4774-a1c2-2ca205860e0c","source":"youtube","source_id":"UgxO1iX1eJvaxcoLSRd4AaABAg","content_type":"comment","title":null,"body_preview":"In fact these are examples of bed design of products","author":"@MihaiB-s1o","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"758d8056-1338-4ac5-bb40-714e26796dfc","source":"youtube","source_id":"UgzUb15ruCvOGG8PNAZ4AaABAg","content_type":"comment","title":null,"body_preview":"Last one wasn’t that bad. Am4 was notorious for the cpu coming out.","author":"@BigRobTheTrucker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"7dc79865-a9a8-4d2d-8820-e734379459fd","source":"youtube","source_id":"UgwTM-1l3VZcoRTsPHV4AaABAg","content_type":"comment","title":null,"body_preview":"Some people should not be allowed near computers...","author":"@bosschonk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"18a97771-49f2-4385-9b6c-e60ac52edfa0","source":"youtube","source_id":"Ugx23IBkmFIALmYKmhF4AaABAg","content_type":"comment","title":null,"body_preview":"Why are you so lazy if you can't do it with both hands?","author":"@PedroLucasCastro-d6d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"49f9b103-4893-4db4-b844-3846de65318b","source":"youtube","source_id":"UgyhRV_tqLkWN3nIFEB4AaABAg","content_type":"comment","title":null,"body_preview":"Bro you have to be able to use and play with the mouse for it to count","author":"@MaxFrech-j5h5n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZvxdpE0zi4g"},{"id":"a77d388f-9c09-4dcb-b83a-308e128e0d85","source":"youtube","source_id":"Ugyu-KV9bvYhJZgvQFF4AaABAg","content_type":"comment","title":null,"body_preview":"Dash is my favourite YouTuber.\nI did not know that","author":"@tonyboy8967","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","synthetic_empathy","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZvxdpE0zi4g"},{"id":"8fc7f066-c84e-47ab-95a1-f2f11bd7f4e1","source":"youtube","source_id":"UgzKUF475VSKHNxAbNJ4AaABAg","content_type":"comment","title":null,"body_preview":"Oh mein Gott du machst so gute Videos so macht das so schön❤❤🫶😻😻😻😻😻👍👍👍👍👍👍👍👍👍💓💓😛","author":"@DianaLuiseEckart","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZvxdpE0zi4g"},{"id":"25cbabf8-f3ef-4319-8676-e59fcec7b77d","source":"youtube","source_id":"Ugyn68k3yV1hootHjoh4AaABAg","content_type":"comment","title":null,"body_preview":"Guys , when he was holding the mouse , bro was shaking","author":"@boodowsolutions","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZvxdpE0zi4g"},{"id":"9efa0209-1dfd-47de-9e92-b19232340921","source":"youtube","source_id":"UgxRMPwZKxggCHkkrcV4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re wondering…. 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But before I could get to work I noticed a comment from a YouTuber named dash-mc, who h","author":"cmcteq","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.2973863094207872,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZvxdpE0zi4g"},{"id":"960a0e29-b41c-4f4b-a4b9-ca418b336410","source":"youtube","source_id":"UgwLIlXCEtpOG_8FYUZ4AaABAg","content_type":"comment","title":null,"body_preview":"This will stop the amateur but not the person that's determined","author":"@lazyslistener","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"84b2abd3-e262-4cd0-9e8c-c0f6e3b0e866","source":"youtube","source_id":"Ugy-lxbyXg4lNgWCKC14AaABAg","content_type":"comment","title":null,"body_preview":"It would only land if your DJI drone is set to land; if it’s set to RTH, it would just backtrack. Even if gps is lost.","author":"@flyingtacos5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"df0b9c8d-1bd3-401e-b77d-0a13fc037796","source":"youtube","source_id":"Ugy-gK1CF3CZawRow3l4AaABAg","content_type":"comment","title":null,"body_preview":"You can absolutely take controll of the drone. The drone doesnt give a flying F about who is sending the controll inputs. If it looses connection to the controller, and another controller connects to ","author":"@rathlingthelittleone4329","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"0a75daf3-8ad4-4eae-ba18-619ee771cbbd","source":"youtube","source_id":"Ugzd27iDX2k2GqVBM5N4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine making it be held over your shoulder and have a scope on the side so it looks like you're shooting a bazooka at drones or something, that'd kick ASS","author":"@OTSOA22","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"8c332d92-77ac-4741-ac23-e54ffc56c5f9","source":"youtube","source_id":"Ugyj9ZRed0GjMXhad_54AaABAg","content_type":"comment","title":null,"body_preview":"That is called taking control of the drone sherlock","author":"@AnotherRandomYoutuber-c2d","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"844615fa-3180-4b3c-9a3b-8e8574af23e7","source":"youtube","source_id":"UgxL2A0Ia0_f6d30SZR4AaABAg","content_type":"comment","title":null,"body_preview":"Il a un moyen d'éviter ça en donnant un ordre complet comme va la presisement puis attend 20 segonde puis revient","author":"@66G500","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"7e9c806f-974c-4ccc-b9fc-350c5f5e7dc9","source":"youtube","source_id":"UgxXjc5OTf9SSJ-88Cp4AaABAg","content_type":"comment","title":null,"body_preview":"What if you control the drone per sms or call. They aint gonna jam 5g frequencies","author":"@win7best","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"f1b032ef-ae4a-4b37-a080-3b37af72ccd9","source":"youtube","source_id":"UgzDJmVFLs3MUpry43t4AaABAg","content_type":"comment","title":null,"body_preview":"dji drones will  just fly back to their Home point same thing with GPS","author":"@Rainbow-Dragon-o6x","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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anymore","author":"@johnrodgers2171","classification":"human_created","confidence":0.7,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"391b9c89-acc0-46c1-951e-ac8b66abded1","source":"youtube","source_id":"UgwDQrccg1uo2iQVtTl4AaABAg","content_type":"comment","title":null,"body_preview":"What if when it hovers for a long time waiting for a signal to come and it runs out of power?","author":"@Roy-Arkad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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time","author":"@Duh-e9e","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0eeON9JWF0o"},{"id":"f16cbf74-9177-4638-9ac9-a7262add6814","source":"youtube","source_id":"UgxOpmGyDwUrilBRmQ54AaABAg","content_type":"comment","title":null,"body_preview":"You know what would be a perfect way to ground drones?\nTaking over the video feed and sending out the glass jar video to the headseta","author":"@kyleculp7520","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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Loved it. Lent it to my brother and he destroyed it. Slept on it and it melted on his chest","author":"@BR0KK85","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"a32b4faf-875b-45ff-9f13-ffee9ec6aef0","source":"youtube","source_id":"UgwEkb-O9RF_6ItzFOp4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think you're issues was necessarily the poor CPU specs, but the fact that the USB port you were using is only USB1.1. From the lsusb output it shows that your wifi adapter was only running at ","author":"@Cryowatt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_observation","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"02563179-0d00-465c-b1cd-c2e503d60f82","source":"youtube","source_id":"Ugwrs5GGl3S7r2-dHwp4AaABAg","content_type":"comment","title":null,"body_preview":"i cannot look at you anymore, you lost your true gamer status by going bald.","author":"@Odobasi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"fbed2aa4-518e-4ce3-b42f-790aaea5257c","source":"youtube","source_id":"Ugyk0GTCb1lEDQDkyp94AaABAg","content_type":"comment","title":null,"body_preview":"STAR, HEART, CLUB, CLUB\n\nSTAR, HEART, CLUB, CLUB\n\nSTAR, HEART, CLUB, CLUB 😭😭😭","author":"@lild123","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"19041e06-aed8-4b0d-b6d8-26dc63f66955","source":"youtube","source_id":"UgwSxXRctVB4axH0Bl94AaABAg","content_type":"comment","title":null,"body_preview":"I use LAZEsoft recovery suite all the time.  It's amazing","author":"@shiftace838","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"e781af8a-b883-4f90-82e6-78716939dbf9","source":"youtube","source_id":"UgzJE8PohjD8WQgHzfZ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s so good to see someone struggling to do something unconventional and for it not to be me.","author":"@Victor_MissingN0","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"a3dcb083-916e-4901-bcdd-574ed394081d","source":"youtube","source_id":"UgwUI91u1wBSleQkGNV4AaABAg","content_type":"comment","title":null,"body_preview":"bringus studios sounds kinda like joel vsauce sometimes","author":"@randkami8074","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"711ab0ec-edb7-4e3b-9ed7-2a34ed9ff99e","source":"youtube","source_id":"UgzZLreH4XetG_YX78t4AaABAg","content_type":"comment","title":null,"body_preview":"Next video: \"Overclocking and watercooling my Samsung Wii U Gamepad\"","author":"@gentle285","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"bd1f0bec-28c0-492d-87d2-a026546dded5","source":"youtube","source_id":"UgwNA__UEGwOcWZ4NMV4AaABAg","content_type":"comment","title":null,"body_preview":"2:17 in Wh, it's about the same, because the laptop battery is at 11.1v","author":"@arthurmixed3323","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"b410d0f2-7baa-409b-9e4e-3fee52445e82","source":"youtube","source_id":"Ugy1TzDYSY0TjFYBRBJ4AaABAg","content_type":"comment","title":null,"body_preview":"Download Opera for FREE to keep your browsing organized, efficient, and functioning around the way you work best: https://opr.as/07-Opera-browser-bringusstudios","author":"@BringusStudios","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.5518796874098555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"7e26cee6-ba8b-4e95-bedc-2e84c2d0c39f","source":"youtube","source_id":"Rrvrl_Oe5lA","content_type":"post","title":"The Windows XP Samsung Wii U Gamepad","body_preview":"Download Opera for FREE to keep your browsing organized, efficient, and functioning around the way you work best: https://opr.as/07-Opera-browser-bringusstudios\n\nThanks again to Nick Noir for help edi","author":"Bringus Studios","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Rrvrl_Oe5lA"},{"id":"a0b04297-a1cf-4b23-b781-7bb1899473af","source":"youtube","source_id":"UgzCvLkKcUjnnwB-V2B4AaABAg","content_type":"comment","title":null,"body_preview":"Quoting \"...using national pride to extract money from people...\", **cough** World Cup **cough**. \nI haven't followed this channel, but I assume the children running it do what children today do, whic","author":"@rjolson6743","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","dry_humor","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"9b593e28-c31c-4a62-a3d4-1e01b09d4811","source":"youtube","source_id":"UgyWAQWEyZgK6x9uPat4AaABAg","content_type":"comment","title":null,"body_preview":"Will it let you bring your kid to the States for medical assistance? My kid had to wait 16 hours to get a cast on her broken arm in Canada... I'll pay for some American please","author":"@TheDarkestDestroyer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.5347582266426832,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"26163438-1f84-4f6d-ae89-1f935a0453b4","source":"youtube","source_id":"Ugy656hDDJ6_edCxkol4AaABAg","content_type":"comment","title":null,"body_preview":"Linus buys a \"American\" phone, and is surprised that the manual is in English only?","author":"@earthen-cutlery8315","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"3646bf07-84d2-49df-8aa7-da51ff6d30ce","source":"youtube","source_id":"UgzfCef4ofKwc922Xdh4AaABAg","content_type":"comment","title":null,"body_preview":"On the plus side everyone seems to be leaving out the device is bootloader unlockable. If I get my hands on one ever maybe I'll make a device tree and put lineage and nethunter on it for funzies","author":"@TheDarkestDestroyer","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.5347582266426832,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"e756c56f-b5cc-4db2-b641-b361f06d4146","source":"youtube","source_id":"Ugxlx2kIORVvFyjlAuN4AaABAg","content_type":"comment","title":null,"body_preview":"What really bothers me about Linus is that he comes across as a paid shill. Just look at the latest ShortCircuit video on the Trump Phone. Listening to him, you’d think it’s almost a reasonable produc","author":"@alexdenton6586","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"6fb3e994-7ad7-44a7-8ed4-a96f5eb5222d","source":"youtube","source_id":"UgxOKUg6EDpLLVz1EZ14AaABAg","content_type":"comment","title":null,"body_preview":"as soon as you said T MOBILE 🤮  i get better coverage from ATT","author":"@XXTexas71XX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"9372a73d-a080-46f3-8b81-ad22118c0c51","source":"youtube","source_id":"UgwtOEbdV8mL4Oj_G194AaABAg","content_type":"comment","title":null,"body_preview":"Nah , you guys bought the trump phone cuz you're desperate for content methinks!","author":"@Nopulu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"e3ac0223-fda2-430f-bc72-a3f8bdfd4fd8","source":"youtube","source_id":"UgyqbK4ZHRoP1vQ2cz54AaABAg","content_type":"comment","title":null,"body_preview":"Had to watch this video because it literally would not stop pushing notifications and showing up on my feed 🙄","author":"@terminale5106","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"5cca82c7-0db1-4709-a37a-a651a9b2213b","source":"youtube","source_id":"UgzqUYt9JWRpWVGht5F4AaABAg","content_type":"comment","title":null,"body_preview":"You have to remember the people stupid enough to buy this shit are old.  They need the larger text","author":"@ItssBriann","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"9ac0db22-11b7-499e-a4e4-19ad7f607fd3","source":"youtube","source_id":"Ugxi_sl1T1YI2IxB3WJ4AaABAg","content_type":"comment","title":null,"body_preview":"president phone advertising 'made in usa', while not actually being made here....\nhow wonderful","author":"@vendy.machines","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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voice*","author":"@lordmetzgermeister","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"6c4f2285-6b49-4ca3-b59a-352832233931","source":"youtube","source_id":"UgwcQIDlqUTNvp1z8vp4AaABAg","content_type":"comment","title":null,"body_preview":"i`d personally rather stick with my 600$ CAD S23 Ultra ``refurbished`` (brand new had a small defect iirc) it's not the best deal out there, but it's a good phone, has 512GB storage, and also 12GB RAM","author":"@432HZ_official","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","personal_experience_details","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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https://shouldhaveaskedvalveforalicense.com","author":"@ShortCircuit","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"d5643185-fad1-449d-8939-0c1640dfc599","source":"youtube","source_id":"nXk5r6vmYFU","content_type":"post","title":"We Bought the Trump Phone So You Don’t Have To","body_preview":"Save up to 60% off site-wide at https://shouldhaveaskedvalveforalicense.com\n\nAfter what's felt like hundreds of delays, we've finally got the Trump Phone in for testing and surprising no one, it's not","author":"ShortCircuit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXk5r6vmYFU"},{"id":"cb70bdd8-02fa-4da8-8339-f259e79a5eea","source":"youtube","source_id":"UgyBOfbGhwRliflI3VZ4AaABAg","content_type":"comment","title":null,"body_preview":"Yes but I bet they never update them light the steam deck making Windows pointless horribly out of date performance","author":"@zemaj0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"c9623f53-cb8e-4cd7-96b9-dd32e4534e71","source":"youtube","source_id":"Ugyjvl0ngQWwerInAwF4AaABAg","content_type":"comment","title":null,"body_preview":"Caz you’re using the steam store front regardless lol","author":"@kemarkcooper286","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"852c850d-ce6a-422c-ad22-d7c0feec222a","source":"youtube","source_id":"UgxsjzvXoBhTSgDtF6R4AaABAg","content_type":"comment","title":null,"body_preview":"i am a member of steam but the steam machine is worthless to me steam machine is a pile of garbage to me i have no use for it i wouldn't spend the money for it i'd spend the money in the VR system fir","author":"@hillbillyhippipe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"86f66fd7-d778-481a-879a-32b9de04ab9c","source":"youtube","source_id":"UgwfxBF2EOpebLWqT_F4AaABAg","content_type":"comment","title":null,"body_preview":"I'm still waiting for steamOS to be compatible with Nvidia so i can remove windows from my PC","author":"@nromaucv9778","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"42df2866-b371-4905-b424-f13bc46f3fb9","source":"youtube","source_id":"Ugx9ydyvv3tz3mPks094AaABAg","content_type":"comment","title":null,"body_preview":"That's cool. It's still not worth $1050 without a controller.","author":"@superduper160","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"86bf119e-579b-4d62-a7d8-d35b7937785a","source":"youtube","source_id":"UgxlpA4uPJ6WilHMI8J4AaABAg","content_type":"comment","title":null,"body_preview":"all this just too build a pc for 800 eur that beats steam machine in everything xd","author":"@JonelKingas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"1b08c8e4-3711-418a-8e0e-83782c4b222e","source":"youtube","source_id":"Ugz0TnFMqEvp4KQ1Ayt4AaABAg","content_type":"comment","title":null,"body_preview":"uhh yeah for that price they better lmao\nimagine paying over 50% more than a six year old console and having WORSE PERFORMANCE THAN IT and not even getting a controller or a lot of HD space because if","author":"@sdf434-pp8jd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"c207b64f-4447-416b-9f6a-e9679f6732dc","source":"youtube","source_id":"UgzLIkKCyyeAvonSCat4AaABAg","content_type":"comment","title":null,"body_preview":"Ohhhh so that's why my steam deck can't dual boot, they're preparing it to be proper, that's actually clever asf","author":"@jao._.003","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"b7578892-1211-481a-a03f-acecde5a11d9","source":"youtube","source_id":"UgwKD5HR4xBiN7eB1wB4AaABAg","content_type":"comment","title":null,"body_preview":"No one prefers Windows. It is thrust upon you by Microsoft’s monopoly.","author":"@phillyredsox","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"a506d54d-56ee-49c9-916c-20fa837cab5b","source":"youtube","source_id":"Ugz48b9_8jtjmNw3v714AaABAg","content_type":"comment","title":null,"body_preview":"Valve’s plan is to replace windows entirely. And it’s totally possible especially if they can port programs over from Windows to Linux. And tbh I’m all for it.","author":"@BabyNuggetSan","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"86cffa6b-8d0d-4b46-9b6d-1fe243e9c782","source":"youtube","source_id":"UgzlNCilxBXQJJNerhV4AaABAg","content_type":"comment","title":null,"body_preview":"Makes sense. People gonna use steam even on windows","author":"@mstyslavsnortenbergs8504","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"b1837b43-e030-495c-b819-fb3c5e6f3efb","source":"youtube","source_id":"Ugya7hoadT9Id4aa9KF4AaABAg","content_type":"comment","title":null,"body_preview":"Words can't describe how much I love Valve. Valve is like beacon of hope for gamers. Other companies can suck Valve's godzilla sized balls.","author":"@maxenite","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"dcb4e09e-fb01-4d41-b630-1afb99431f93","source":"youtube","source_id":"UgySzlXmLU5DzA_bqzN4AaABAg","content_type":"comment","title":null,"body_preview":"Valve fixing the mess they make. I want to see Nintendo and Sony do the same.","author":"@jencardredd3459","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"9565bab8-e715-498c-84b0-534fe4adbfa5","source":"youtube","source_id":"UgyEgXskxPN4YKVuhGV4AaABAg","content_type":"comment","title":null,"body_preview":"Just remember they're gonna do everything they can to take valve down. I wouldn't be surprised if Microsoft pulled a corporate takeover. Or if they lobbies to make ethical practices illegal. Steam has","author":"@jt-mr6ck","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"7143b59a-9c41-481b-805a-50c089416571","source":"youtube","source_id":"UgxChnbJgKFgEmViDqJ4AaABAg","content_type":"comment","title":null,"body_preview":"Apple did the same thing before they moved to the Apple Silicon chips","author":"@spaceowl5957","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"a548683b-c18c-4c2f-bc77-449a9b503a73","source":"youtube","source_id":"UgyI0EHqQarcjyzOug54AaABAg","content_type":"comment","title":null,"body_preview":"So everyone is going mad because physical gaming is disappearing on playstation and maybe Xbox but everyone loves steam that has never had physical games me no understandy","author":"@MatthewWilkie-w6m5i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"c1e4897f-1dce-425c-be8c-f4bff622bf0f","source":"youtube","source_id":"UgyGx_c60dVkkgioJkR4AaABAg","content_type":"comment","title":null,"body_preview":"You will own your hardware and do what you want with it and you will be happy - Valve Probably","author":"@Jensen-Household","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"55c4d993-1436-4b30-9dbd-8b66b41b4d87","source":"youtube","source_id":"UgwiGDw0qBpCplCWblt4AaABAg","content_type":"comment","title":null,"body_preview":"Valve is the last line of defense for normal users , they should get credit for this .","author":"@IroaEdit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"96aa0a67-dd43-4ff5-af00-295d8b9fe49c","source":"youtube","source_id":"UgzRMq94uvsNvnUOyo94AaABAg","content_type":"comment","title":null,"body_preview":"Valve is the single best big company I have ever seen in my entire existence. Customer friendly and always play fair","author":"@Garfield_Minecraft","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"f9a7ef19-bdf6-43df-9cef-a2929bfdfb12","source":"youtube","source_id":"Ugx5-ok7Shgee6ou4Rh4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine Apple saying \"hey, just install Android on your iphone, do what you want\". Yeah, not in a million years","author":"@Zonjiru","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Dywp85pKZYc"},{"id":"87f62e62-0995-41b5-8e8a-39614458cd57","source":"youtube","source_id":"Ugz2HCkMXIcZPZrHwcR4AaABAg","content_type":"comment","title":null,"body_preview":"OMG... why would anyone want to install Windows on such weak hardware?","author":"@mikaelbiilmann6826","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal 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slooow'.","author":"@dimitar4y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"790261df-3f00-4131-9655-e83043fd1fe2","source":"youtube","source_id":"UgzH7Ik_NbIruasUWaN4AaABAg","content_type":"comment","title":null,"body_preview":"would the battery in that chonka phone cause trouble at the airport, they get arsey with laptops over a certain size, wasn't sure if it was a battery density thing","author":"@Zer0kbps","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"e0b141a2-fd0b-4c60-8d03-6eab207b0033","source":"youtube","source_id":"Ugw590W5mZABSJvGAYx4AaABAg","content_type":"comment","title":null,"body_preview":"That first phone would've been flagship level like 15 years ago 😂😂","author":"@sammyomoto5456","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"fad1f70e-afac-4d75-852a-8fd4abaf8c01","source":"youtube","source_id":"UgxH-wywNl68NCH2ggN4AaABAg","content_type":"comment","title":null,"body_preview":"10:46 wow I just got rickrolled if you wanna know where it is it’s on the phone","author":"@whatido5911","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"bbc73358-6f21-40e4-938d-8fcd5bfe1f99","source":"youtube","source_id":"Ugz6WbkU4b5UcIqvT9J4AaABAg","content_type":"comment","title":null,"body_preview":"You know, you don't NEED to hear the music to be Rick Rolled...","author":"@Chaos0f7ife","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"f5e6a1b7-d347-444e-ae12-c11f396d9e68","source":"youtube","source_id":"Ugx6-AHkKyeywLJtyRx4AaABAg","content_type":"comment","title":null,"body_preview":"You can put a keyboard on the little square phone and make it basically a blackberry","author":"@itsmegregk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"a97d9b7d-2236-4d19-8709-abbf5356a4a0","source":"youtube","source_id":"UgyOnWUeawJ-cX-6ie94AaABAg","content_type":"comment","title":null,"body_preview":"wow an iphone user talking about how bad other phone cameras are, how odd","author":"@gavitronv7246","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"08859f00-99b5-49ae-b4df-6fbd337f4bf1","source":"youtube","source_id":"UgyS8ykWzj4KU_2Gi3x4AaABAg","content_type":"comment","title":null,"body_preview":"Back when I used a note 10 plus I had a huge battery case on it that made it as big as that phone. I really enjoyed it. It was a pain to lig around for sure though.","author":"@itsmegregk","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"9b21a912-6f46-4b52-81f3-2af1f8ba52f6","source":"youtube","source_id":"UgyUILknpHnEs_Ewz0h4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly I have no interest in camping, but the camping phone is appealing to me. I live in the city and am often out and about for several hours, relying on my phone for many things but not always ha","author":"@notcaptain1","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","synthetic_empathy","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"054bc3ce-f6ae-4d18-85f2-4dfa165dd690","source":"youtube","source_id":"UgzYPiN9I5zTnqA3yGZ4AaABAg","content_type":"comment","title":null,"body_preview":"Can I ask you a question can you give out a phone on a your fan on your subscriber because most of the day must see your videos you try out phones you don't use most of the phone and live in Kenya ple","author":"@Eto_Anime_Hub340","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"a4315adb-1556-4931-b76f-363486b19cfe","source":"youtube","source_id":"UgxD4G28RFqwrorzLQl4AaABAg","content_type":"comment","title":null,"body_preview":"9:48 this shii reminds me of energizer that one blue brick with android slapped on it","author":"@GodsleeperGMD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"f17e9f84-6327-49ef-a7c9-23eb88eb3c3b","source":"youtube","source_id":"UgxQCIOH0myeiJ1K_jF4AaABAg","content_type":"comment","title":null,"body_preview":"21:35 this is nice idea, but ability to have pure colors or pictures (even low-res) is much desirable \nBut all depends, how much it costs additionally.","author":"@bzikarius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"f29e86dc-bdd4-4b9f-b538-a3a83e5669a4","source":"youtube","source_id":"UgwsBUZ2rUkoZw_rXBN4AaABAg","content_type":"comment","title":null,"body_preview":"17:51 looks like it was inspired by that Motorola phone i had about 8-10 years ago, i forgot the model\n\nedit:  it was the Motorola moto Z2","author":"@pqrs_987","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"b2b89450-bb28-4245-bb16-94efca4b13bf","source":"youtube","source_id":"UgxlR2tBYx3mn00qliZ4AaABAg","content_type":"comment","title":null,"body_preview":"Big Phone and the Modular Phones are for me actually 100000% S-Tier Phones, this is what I want more of. Niches that work.","author":"@kizanko","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"9f7103de-6195-43b3-8657-b337fc271fd7","source":"youtube","source_id":"UgyTYZ2fdsyYpb8K_2F4AaABAg","content_type":"comment","title":null,"body_preview":"the yellow text is simplified chinese for \"Tap during playback to switch between landscape and portrait mode.\"","author":"@jeepythejeepster9546","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"c1ec6e70-3b65-40e3-a0a6-cfd71bac40f1","source":"youtube","source_id":"UgyFKtkROGHaEITwStp4AaABAg","content_type":"comment","title":null,"body_preview":"They reinvented T9? that I used over 20 years ago? And added the need to switch keyboard to type different characters?","author":"@nov2263","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"68591b2e-8176-4969-b674-738a3df0037d","source":"youtube","source_id":"Ugx7dyAY2VtaZ2vOjiN4AaABAg","content_type":"comment","title":null,"body_preview":"The balance phone may be a good option as a first fone for kids/teens  🤔🤔","author":"@catniphell","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"12808857-dfb6-4544-9c1e-fbc8359d3c0d","source":"youtube","source_id":"vlEOOtiaUu8","content_type":"post","title":"I tested phones that shouldn’t EXIST","body_preview":"Honor Purse phone got me like ✨\nDownload the Saily app or go to https://saily.com/boss to get an exclusive 15% discount on Saily data plans! Use code BOSS at checkout\n\nFor my tech hot takes: http://tw","author":"Mrwhosetheboss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","human_indicator_list_heavy_advice","absence_of_ai_signals"],"bot_score":0.26437178995032873,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=vlEOOtiaUu8"},{"id":"752202bf-c8b1-4f0e-b0e1-28db23c75c6c","source":"youtube","source_id":"Ugz4mPg-uZ8n_jDQdRF4AaABAg","content_type":"comment","title":null,"body_preview":"My cousin roasted my Siri when I used to have a iPad","author":"@FaidonnaZhanje-qg4ew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"51bc3d0c-e23b-447c-bce3-0eacd33b6c1b","source":"youtube","source_id":"UgyXOwZJQsZ2q6jm9il4AaABAg","content_type":"comment","title":null,"body_preview":"Why am I suddenly thinking of Lwaxana Troi getting into an argument with the Enterprise's computer?","author":"@bretsheeley4034","classification":"human_created","confidence":0.7,"indicators":["cultural_references","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"f458d7a0-49f9-4a67-8cdd-4a91d418fb02","source":"youtube","source_id":"Ugy-AZPV4DTpEZQlInl4AaABAg","content_type":"comment","title":null,"body_preview":"Her favorite playlist has the song called “Push it Real Good” on it. No wonder Alexa didn’t want to play it. 😂","author":"@pennyBystander","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"cba7b0ff-6a39-4da9-91d0-1e1da4e9cbea","source":"youtube","source_id":"Ugw-5rqdFJfBZ5VnGAd4AaABAg","content_type":"comment","title":null,"body_preview":"They won't let you have the Alexa british female voice anymore !    :(","author":"@Fish-i3r8r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5413919413919414,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"fdce05f1-d1e7-4611-9c36-fd21c2a72e1c","source":"youtube","source_id":"UgxfyuVjUWDKVsfZxqJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hopefully she copywrited her voice and gets residuals !","author":"@Fish-i3r8r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.5413919413919414,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"3eecc1cb-797f-4866-943b-cfee0546e51d","source":"youtube","source_id":"UgxBYYh3ZMDEgV4_OvZ4AaABAg","content_type":"comment","title":null,"body_preview":"Nina Rolle is the voice behind Alexa not this chic..","author":"@GiaGGee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"a2553a98-ac88-4627-b3d7-fdb09007dd15","source":"youtube","source_id":"UgzU9cldKZP4mZ1y_-d4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately they'd just sue you to death with their infinite money, cool story tho.","author":"@illusionarygull3844","classification":"human_created","confidence":0.78,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"cb755c1c-e058-4073-b74a-c4585a887a10","source":"youtube","source_id":"UgyWOnD4Y9-TT8WehLV4AaABAg","content_type":"comment","title":null,"body_preview":"He would not like me, I am from the school of shoot the messenger.","author":"@prof.kennethharrisonsr.7679","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"e91ae89a-44a7-4209-8c1d-e76bedb5fd63","source":"youtube","source_id":"Ugxo6c0H_ip5v5nitu14AaABAg","content_type":"comment","title":null,"body_preview":"I know someone that had hogs on his farm. It turns out, he wasn't allowed to have them in the town he lived in. They weren't near any property property lines and didn't affect anyone. The neighbor tha","author":"@RedBrickHomestead","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"b7725246-7b47-4a10-b3e0-a6c22f7a4cc0","source":"youtube","source_id":"UgzBl8Mv3bhXEL8Vk2N4AaABAg","content_type":"comment","title":null,"body_preview":"Hurray for Adverse Possession Laws. 60 years is four times the minimum requirement.","author":"@devilsfruit18","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"887cbc7c-d6a7-4e15-bef0-dd998839315a","source":"youtube","source_id":"UgzQKAQhoXXQkf3Uf-94AaABAg","content_type":"comment","title":null,"body_preview":"This depends on state, but after a certain mount of years the fake* property boundaries becomes the new property boundaries as long as the boundaries been in use. So legally after 60 years (and if the","author":"@jacksondokdok","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"7b54c440-2e57-4dd2-88e0-998ddec709a4","source":"youtube","source_id":"UgwvkObCmxGGm2iVw6R4AaABAg","content_type":"comment","title":null,"body_preview":"il never get the 'get ur property value up, sell it or rent it for a rather high cost and move smwhere else' vs 'keep ur property value low, and chill' debate","author":"@neko7981","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"72e0952e-a867-4506-84bd-0d0af46d2261","source":"youtube","source_id":"Ugx0hOfyr2TmGTBWOw54AaABAg","content_type":"comment","title":null,"body_preview":"You can steal a house by squatting in it for less than 10 years. But a property line set for 50 years can be changed in the blink of an eye. How dumb.","author":"@bryanhall9230","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"4c0d107d-bbe5-4d8f-a952-ba3ce62c14ff","source":"youtube","source_id":"Ugwl1BCBXxkvy96Ji4R4AaABAg","content_type":"comment","title":null,"body_preview":"Bro had a daydream in the shower and just had to share","author":"@johnhoeft4636","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"3cb098ce-671a-4174-928e-cbcd525397cd","source":"youtube","source_id":"Ugyzp7QcwjiSiE4uYkl4AaABAg","content_type":"comment","title":null,"body_preview":"First they took arr jobs now theyre takin arr land😡😡","author":"@bostinobaddog2040","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"565b0776-82fe-489c-a2b0-7a191bc87e78","source":"youtube","source_id":"UgxbcmodRQuddCmGKLd4AaABAg","content_type":"comment","title":null,"body_preview":"All of these should end with everybody clapping and then this guy waking up in his bed","author":"@Rumrunner360","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"098a187e-edcd-4a4d-85f9-b38e5e2a968b","source":"youtube","source_id":"UgwMrsS8Jyb1CwvrCYd4AaABAg","content_type":"comment","title":null,"body_preview":"Protect your property from these corporations leeches","author":"@gabbyandray106","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"adda9a64-73b0-4fd3-8dfa-edb4a9948f29","source":"youtube","source_id":"UgzA8_h_obKcr3PqUr54AaABAg","content_type":"comment","title":null,"body_preview":"Wait, correct me if I’m wrong but in this skit didn’t the worker say that, according to the legal property line, the farmer was using land that wasn’t his?\nI don’t believe the state should be able to ","author":"@keenari0470","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"a44b1ad6-a65e-4705-a8a7-165d66fb084d","source":"youtube","source_id":"Ugw-GV3FrFdCqheXwxp4AaABAg","content_type":"comment","title":null,"body_preview":"him: which i am going to ingore anyway ( the buyout offer).","author":"@quinnhasse9170","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"ef9cf2b7-3ec0-47cc-a5d4-8ce304eeaec6","source":"youtube","source_id":"Ugzncrm9XMDd36rpEYt4AaABAg","content_type":"comment","title":null,"body_preview":"There is a law called adverse possession that would apply here, the land you took care of for 60 year would become your land.","author":"@nerdlingeeksly5192","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"c765adae-e1b7-4640-a6af-e110d31f5ec2","source":"youtube","source_id":"Ugw96mVVE_78gUqOTXZ4AaABAg","content_type":"comment","title":null,"body_preview":"Your property value will go down!\nSo my property taxes will go down?","author":"@dirus3142","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"147c8b5a-0bda-4356-949b-d4d707217acf","source":"youtube","source_id":"UgwPSw5ydoudWERVVXp4AaABAg","content_type":"comment","title":null,"body_preview":"Well, they aren't taking anything unless you don't defend it","author":"@nobodyknows9312","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"bcc18c67-5f1c-4723-b20f-463a63ddce6b","source":"youtube","source_id":"UgwXtOHJmWSB5b4gEZt4AaABAg","content_type":"comment","title":null,"body_preview":"\"That'll hurt your property value\"\nMe: \"So I get to screw you people over AND pay less in property taxes? Say no more, fam!\"","author":"@The_Keeper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"f4c79f71-df92-4edd-94ba-0c94dd412a9c","source":"youtube","source_id":"UgzwUe2mqTXa3y6Pks94AaABAg","content_type":"comment","title":null,"body_preview":"In my state, if you've been actively managing a piece of property for 7 years, then the property line doesn't matter, it's the managers.\n\nUsually, that's mowing, but food plots, logging, and tree stan","author":"@dickygushy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"64d35867-0c71-418f-a12f-de35b0b1a80b","source":"youtube","source_id":"UgwmWEldWRT_adE3xEl4AaABAg","content_type":"comment","title":null,"body_preview":"\"Oh no, i have to pay lower taxes on a property that i aint planning on selling\"","author":"@thebean-s2e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"ffd5b749-93a5-472e-96d1-32b5f7222f24","source":"youtube","source_id":"UgzmwfeSn-Qx2T3qMZh4AaABAg","content_type":"comment","title":null,"body_preview":"eminent domain should work only on land hoarded and completely unkept, should be absolutely forbidden on residential property and business land","author":"@albe8479","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"c6bb5a1e-46f5-4f38-aceb-084d698a82f5","source":"youtube","source_id":"UgwqQgmc21sVsiUws-d4AaABAg","content_type":"comment","title":null,"body_preview":"20 years, 20 years is the limit, if he had it walled for 20 years and no one fought him over it. its his.","author":"@pride2184","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"61cf1995-c90b-49a9-843d-244d979f208b","source":"youtube","source_id":"UgzRs2v5Rega6x0RX094AaABAg","content_type":"comment","title":null,"body_preview":"If he has been using it for 60 yrs and can prove it, that would be adverse possession. Its his land, not the data centers. Good luck..","author":"@Wesreno","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"14787927-e32d-4b74-8f1a-a1efdfd13df0","source":"youtube","source_id":"UgxSEiPoy28cZGH38q14AaABAg","content_type":"comment","title":null,"body_preview":"Doesn’t matter what your opinion is on Apple, they do not lose","author":"@mo-benali","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"d3f374ac-636e-41cd-894b-8e3b06513084","source":"youtube","source_id":"UgwS8CIcXlLW3W3pK5F4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t know this double twin thing that’s going on is really annoying. Just could’ve been you explaining why and I would’ve been perfectly fine. This is not nutty professor","author":"@ejoseph5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"2ac2e010-7928-4536-99f1-c4af2a111cda","source":"youtube","source_id":"Ugxkr5lXdX6k_jSahzl4AaABAg","content_type":"comment","title":null,"body_preview":"I was thinking about how you filmed this the whole time watching😂","author":"@skycheung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"ac7ceb9e-5813-4c5b-9377-e2da8483243f","source":"youtube","source_id":"UgyvoZ2Xhh6xHN01tzR4AaABAg","content_type":"comment","title":null,"body_preview":"Marques makes some good points, but ultimately I think Marques is right on this one.","author":"@dylan6572","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"873ff9ff-bacb-4c4d-91a1-9094052755c6","source":"youtube","source_id":"UgyrVpC1UQbvoXejVoh4AaABAg","content_type":"comment","title":null,"body_preview":"I don't get the craze of AI assistants. I don't want my phone to remember everything about me. I don't want it using my data without my consent, making payments I haven't expressly authorized, booking","author":"@marekrebro7158","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"8194939e-1147-46be-993e-8eb9999b490e","source":"youtube","source_id":"UgwdMmf4_tnXJPFIaKp4AaABAg","content_type":"comment","title":null,"body_preview":"I dont think enough people will trust chatgpt enough with their information to leave iphone","author":"@0Valencia1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"fec79dea-5c2f-46d6-bf53-4e5cf7aa29b1","source":"youtube","source_id":"UgzGi-K9cUCqsb64TPx4AaABAg","content_type":"comment","title":null,"body_preview":"Apple has been spending more time building up their hardware, so that all the AI companies can implement on device AI that most probably will be, for at least a few years, only on iPhone since it woul","author":"@ShadoWahby","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"2c0109aa-10e3-466c-af48-3c04436145ef","source":"youtube","source_id":"UgyKMlcp4420Yu8p9_V4AaABAg","content_type":"comment","title":null,"body_preview":"I don't know who is the dude on the left, but I am on his side.","author":"@ARPGWorldz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"2cfd7a32-f386-4f29-881c-08cf83561e27","source":"youtube","source_id":"UgykAguo9G0Mpi2EnYV4AaABAg","content_type":"comment","title":null,"body_preview":"I didn’t listen for the first minute cause the split screen was so good","author":"@leah_karcher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"7554d422-ed3c-495a-a4f6-8e2a6f16be3a","source":"youtube","source_id":"Ugz0AD1PpxYjrWAZDMp4AaABAg","content_type":"comment","title":null,"body_preview":"Finally a Marques Brownlee and Mark Ass Brownie collab!","author":"@TheNovastarrs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"716304d8-8eca-47b3-9fa7-afb55ba86989","source":"youtube","source_id":"UgywFSFxtExKEZ9qFu94AaABAg","content_type":"comment","title":null,"body_preview":"Apple doesn’t innovate, they just copy what’s working.","author":"@thisguygoops","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"2268e494-4361-415d-b4a3-14ad1b0dae48","source":"youtube","source_id":"UgwWWY02EVUPWQ3bKA54AaABAg","content_type":"comment","title":null,"body_preview":"Incredible dedication. He's moving back and forth at double the shutter speed.","author":"@blipmachine","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"8b6d112a-10c6-4d94-9914-bd499a3f4106","source":"youtube","source_id":"Ugx-MV8j98-DtL11X_d4AaABAg","content_type":"comment","title":null,"body_preview":"Finally we arrive to a rational take on AI and Apple. Thank you","author":"@thriversoffset","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"c01ebfe0-87f7-44fd-9a74-549a418219cb","source":"youtube","source_id":"UgxjncQIbw_1xJbKN5l4AaABAg","content_type":"comment","title":null,"body_preview":"Bro get a friend like I would be happy to talk to you!","author":"@suyperb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"70c619aa-cfbd-4f05-82d2-8d1a5d970415","source":"youtube","source_id":"UgxqAIb3OiBfyvtqeg14AaABAg","content_type":"comment","title":null,"body_preview":"Then there's a chance a whole product category drops that fits better for AI. There were already some attempts, but we maybe getting closer.","author":"@madebyporter","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"e9fd6902-3bda-4a8c-abe4-b4c6391defa2","source":"youtube","source_id":"Ugxfe7mPM6FuSbPl6MN4AaABAg","content_type":"comment","title":null,"body_preview":"If you think A.I. is just a chatbots that runs in an app on a phone apple has definitely won. \n\nIf you believe A.I. is a deeply integrated tool that is going to control your OS like NVIDIA and MSFT ar","author":"@Tersy1989","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"c7112403-6f5e-46c7-b2bc-6aea9c9cb89a","source":"youtube","source_id":"UgzQW9lIMi4R0n7lA2J4AaABAg","content_type":"comment","title":null,"body_preview":"Apple lost the AI race, but Microsoft is the biggest loser","author":"@TurboPikachu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","concise_statement"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"370d6d65-ac19-47a6-a55e-fbed893c7c1b","source":"youtube","source_id":"UgzGSTmYcmEpT02u2VZ4AaABAg","content_type":"comment","title":null,"body_preview":"As a professional who uses mac day in and day out... go back to basics. Fix the bug where preview does not export individual pages as individual PNGs or Jpegs... that is the stuff that made me use mac","author":"@samuelloso7022","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"9c9849af-50ff-4a16-82ff-7606838a4aed","source":"youtube","source_id":"UgwwfkMtENuZQIGaLKZ4AaABAg","content_type":"comment","title":null,"body_preview":"Interesting timing. Given Apple just sued OpenAi for theft of their hardware data.","author":"@LearnerX1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"3f04e6f4-452f-4624-a2c5-33348260af64","source":"youtube","source_id":"eWKY0OnPByg","content_type":"post","title":"Apple Lost the AI Race","body_preview":"Apple lost the AI race. Actually, Apple won the AI race. Wait.\n\nThat shirt: http://shop.MKBHD.com\n\nPlaylist of MKBHD Intro music: https://goo.gl/B3AWV5\n\n~\nhttp://twitter.com/MKBHD\nhttp://instagram.com","author":"Marques Brownlee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eWKY0OnPByg"},{"id":"50652e71-77b3-412c-90e9-ba440cfd0b0f","source":"youtube","source_id":"UgxIX1QMTdoffZbh-C14AaABAg","content_type":"comment","title":null,"body_preview":"Ah yes johny sens is my actual favorite movie star (just kidding 😂)","author":"@Teodor7881","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"705a9ee6-efca-461d-9105-83d2818a6751","source":"youtube","source_id":"Ugwybq3hi8Gb1fJVUZt4AaABAg","content_type":"comment","title":null,"body_preview":"I have that exact same computer and I think the graphics card wasn’t installed correctly or something. It keeps duplicating my screen and I can’t get to the windows > restart thing","author":"@IsaiahRodriguez-l8n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"6dc5f0fe-3e90-41be-82d4-987129b063e1","source":"youtube","source_id":"UgwOMl39TbAHcKMlDll4AaABAg","content_type":"comment","title":null,"body_preview":"The greatest technician that's ever lived ❌️\nThe greatest doctor that's ever lived ✅️","author":"@Spider-HK","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"09cd5f4a-3cd9-4ef4-aa4f-098892ddabc5","source":"youtube","source_id":"UgwaXMN0uLvV1bACG9F4AaABAg","content_type":"comment","title":null,"body_preview":"Does this happen when I vape and cough on my laptop?","author":"@P1ngP0ngMao","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"773d3fa5-29c9-4e7e-801a-e7abbf8e0a04","source":"youtube","source_id":"UgwEqfrVCnQ-W0CXkrB4AaABAg","content_type":"comment","title":null,"body_preview":"People should be smoking outside not inside anyway its bad for alot","author":"@JaneLilyRose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"dd365648-04bc-4a36-974a-82aaaff7833d","source":"youtube","source_id":"UgxQA3LwSL4dJmlDHBp4AaABAg","content_type":"comment","title":null,"body_preview":"it's hair, dirt mix with tar from cigarette that is why that thing is brown","author":"@Archidukesang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"e68cbca1-bc7e-4a83-ae91-18383f3a36e3","source":"youtube","source_id":"UgznfjwW7AVFrWN5XEh4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for triggering me to go have another cigarette. I appreciate it.","author":"@Reanu_Keaves","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=AylOIZ88LPI"},{"id":"2f5dd6d5-b3e9-4674-9acc-8f4feeaa6d8e","source":"youtube","source_id":"UgzPFrhrMFkErbkZ7OF4AaABAg","content_type":"comment","title":null,"body_preview":"for any deaf person here just know when cc says \"thermal paste\" he actually says \"spermal paste\"","author":"@christopher3471","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal 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To figure out which, look at their monitor. If there is a hole in it, you know which one.","author":"@Zartress","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"8651f450-dcc9-45f9-85d3-b309808b100f","source":"youtube","source_id":"UgwEAqxhwPBcgUboVMh4AaABAg","content_type":"comment","title":null,"body_preview":"If the worn out letters are: w b d u j k \n\nThey are a vim user.","author":"@PamellaCardoso-pp5tr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"304082cd-33a2-4bce-a5fd-a3dc01be773c","source":"youtube","source_id":"UgxRJmz9fsmZg9eh-tZ4AaABAg","content_type":"comment","title":null,"body_preview":"if the d,f j,k keys are worn out they probably play osu!mania or other VSRGs, but if the a,s,d space j,k,l keys are worn out, thats a 7 key osu player. You prolly wanna go run.","author":"@DubTheSharpieOSC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"fcfac691-f7ca-4252-8077-c8c1043d6412","source":"youtube","source_id":"UgwfgcpgFavobWOjJHR4AaABAg","content_type":"comment","title":null,"body_preview":"the person who only use 3 key in table is a\nrhythm player","author":"@orangehuntsman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"be19c7f3-694b-45d7-aa55-50f2b3416d94","source":"youtube","source_id":"UgwBQNhmd8wjD0KeRoN4AaABAg","content_type":"comment","title":null,"body_preview":"Jokes on you, im on mobile\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nIm never commenting something as cringe as that ever again im sorry","author":"@MIMI-TheORANGE","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"8bc91526-42a8-4302-a4ab-b78d4b5dc001","source":"youtube","source_id":"UgwHjZVYXgB8GLILU9d4AaABAg","content_type":"comment","title":null,"body_preview":"If Z,X and C have a hole in them, they Speedrun Undertale Any%","author":"@1cicibera1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"6694a692-bce6-47c7-a74b-363ccf288048","source":"youtube","source_id":"Ugy6IxSNhitsmrp-xxh4AaABAg","content_type":"comment","title":null,"body_preview":"If some unnecessary keys are taken to build a “contraption”😭✌️ they are a gooner","author":"@how-lh4pe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"3935c676-5d4e-4dc6-af3d-7c1312f88146","source":"youtube","source_id":"Ugy2Im_Uk6Cnf-XwZ194AaABAg","content_type":"comment","title":null,"body_preview":"Programmer end and home keys are worn pgup amd down also","author":"@TheRons200","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"b1218b26-ad33-4e64-ad22-46d167b394f5","source":"youtube","source_id":"UgwFXyb4OY_-PqSjYIx4AaABAg","content_type":"comment","title":null,"body_preview":"If the keyboard is snapped in half their a gd player","author":"@BarbaraPierpont-b1u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"7f7311f4-612e-4cd4-b0c9-afd678d621b5","source":"youtube","source_id":"Ugxa3srUMPAIFV1tR_94AaABAg","content_type":"comment","title":null,"body_preview":"If kwy bord is crash thia doggie 97% slaughter house","author":"@1sagarida","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"e1c3e9ed-31a1-40ad-98e1-c751a6af2571","source":"youtube","source_id":"UgzVi3K0krTmAim1GW94AaABAg","content_type":"comment","title":null,"body_preview":"My spacebar is as smooth as a baby's bottom. My WASD keys have faded arrows(gaming keyboard), but my left ctrl and Z are clean because my undo button is on the tablet itself. It's way more convenient.","author":"@CocoLocoMango","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"e49aac11-bdaf-4ded-8ea3-7e17e159176d","source":"youtube","source_id":"Ugy_r4a3qYiCNxN8srd4AaABAg","content_type":"comment","title":null,"body_preview":"* if z, x, c/enter, shift, ctrl and arrows r worn down, they r DETERMINATED","author":"@UnderStolgia2018","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal 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destroyed","author":"@Rand0m_Gu7s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lPWmIqbcHq4"},{"id":"ce774a3c-eb05-491b-9e56-47bdd24c7dd2","source":"youtube","source_id":"UgzSoHtowX_KTke5Tbd4AaABAg","content_type":"comment","title":null,"body_preview":"If their keyboard dont exist at all,they probably dont have a pc","author":"@dogguy-t6h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal 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wrap","author":"@Bastiaangaming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"aa8b1b8c-31d7-4fab-9f4d-30c6941a725a","source":"youtube","source_id":"UgzBeXago2vZFA7pl_B4AaABAg","content_type":"comment","title":null,"body_preview":"I would use a pillow to stop the fall damage and wrap the phone in 100s of foil","author":"@CreepyseaMc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal 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life","author":"@Nolima-gba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"744d3410-9d2d-40a5-b7e5-514e69a551b2","source":"youtube","source_id":"UgxE-iCjSuire5bye1h4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t think any of these people know what water damage is😂","author":"@UmarDhanani","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal 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Unbox to first print in about 5 minutes, an AI camera catches fails, and it's quiet enough to print overnight. Shopping link up top. @Creality3D #SPARKXi7","author":"Kyle Krueger","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","absence_of_personality","polished_first_draft"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4XHmABgfpoA"},{"id":"1c535371-202f-4aca-a362-17f51a62bb14","source":"youtube","source_id":"UgwOSiHH8Bmy6bLSiW94AaABAg","content_type":"comment","title":null,"body_preview":"But is there one that can help avoid the Amazon Basics brand? Most of these items are sold through the Basics line are unsafe not all but a good number including some of the clothes. \n\nThere are the o","author":"@caseysmith544","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","imperfect_expression","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"f58e913d-daec-402a-bad9-24783a8ad4e9","source":"youtube","source_id":"Ugxk_ELTC_LMT29Y2DR4AaABAg","content_type":"comment","title":null,"body_preview":"You should name this part of your channel a show called \" What's going on \"","author":"@neilahmed7332","classification":"human_created","confidence":0.7,"indicators":["terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"a54785ca-600e-4d3e-8f84-4f817f915f91","source":"youtube","source_id":"Ugzk78ImadwBI-pD6DB4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly I dont mind the knock-offs, but they need to price themselves as such. Why is it the same price as the real shit?","author":"@burpostockings","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"d534108c-7a73-40f9-82d0-6086382acf93","source":"youtube","source_id":"UgwvTll1RJsq-fSIGGB4AaABAg","content_type":"comment","title":null,"body_preview":"Does this button also prevent the employee from grabbing the copycat product from the bin they dump all of the products that look the same, and shipping it to me?","author":"@ogdenenigma6331","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"79cb0ee0-eefb-4fac-8d14-d121aff1be9d","source":"youtube","source_id":"Ugz4fAhkZZP2m7YgwsJ4AaABAg","content_type":"comment","title":null,"body_preview":"So Amazon is guilty of running scams and allowing them.","author":"@drshlotzkin","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"611fbd44-0dc9-43db-a8c3-0edb58d1f7a3","source":"youtube","source_id":"UgwuHvVal-tPHXbP_G14AaABAg","content_type":"comment","title":null,"body_preview":"These Chinese knockoff brand are the same thing that destroyed eBay when eBay didn’t allow Chinese sellers on the platform it was a good company within a month of opening up to Chinese market. It was ","author":"@T_G_2_0_1_1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"f0183b30-fb8d-48c9-8268-7e3fb5874706","source":"youtube","source_id":"Ugyypxdxri9mVO8_Ry94AaABAg","content_type":"comment","title":null,"body_preview":"Amazon has turned into another wish or temu... it sucks","author":"@Gingerbred_Hed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"ff125a78-0516-4248-b83f-8d7faab4b45d","source":"youtube","source_id":"UgzinWsmFd3cS23rSn94AaABAg","content_type":"comment","title":null,"body_preview":"Im sure this extension doesnt auto enter its own affiliate links in order to maximize profits...","author":"@PsychoGecko89","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"786c5dd2-5564-4efc-aab9-d53b3edaf6d3","source":"youtube","source_id":"UgxqmmypqC_tJ2G9Imh4AaABAg","content_type":"comment","title":null,"body_preview":"Amazon is trash, it's not even cheaper than going to a store anymore.","author":"@souperman72","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"f6a58023-15f3-4f1b-a925-22a9af2091dd","source":"youtube","source_id":"UgzcDx37brs8S7cngJJ4AaABAg","content_type":"comment","title":null,"body_preview":"Or you could stop using /supporting the companies that are killing us and stripping us of our rights. I know there’s no ethical consumption under capitalism, but some of y’all aren’t even trying.","author":"@sitaylor2946","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","cultural_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"aa560685-4343-4cd8-91b5-3eae6a0eade9","source":"youtube","source_id":"UgzY_FLmpLh1yV5MQex4AaABAg","content_type":"comment","title":null,"body_preview":"This works GREAT!!  I just wish it worked with other browsers.","author":"@tack_dog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"644f11d2-ba37-4728-a63b-9ec4f59d9fed","source":"youtube","source_id":"UgxHZqjicYG8lDx6ijl4AaABAg","content_type":"comment","title":null,"body_preview":"This just seems like the mainstream brands trying to get rid of the competition. What a fucking joke.","author":"@geftep3399","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"17253d5c-00d6-4e59-9941-3d1b6dedae21","source":"youtube","source_id":"Ugyfc9aV3yVQESnRM6d4AaABAg","content_type":"comment","title":null,"body_preview":"They don't give a sh.. about there costumers as long as they make $.\nMade in the Usa. GREED.","author":"@X-MASX-MAS-dp3og","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"5af8e886-680f-4d22-9ca5-95e5ed86b58b","source":"youtube","source_id":"Ugxr_1wfFefkh92zIul4AaABAg","content_type":"comment","title":null,"body_preview":"I have a memory foam seat cushion and the brand is WAUOW 😂","author":"@DaleDenton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"93d4a643-749f-4f6f-85ea-0b2dbbf61842","source":"youtube","source_id":"UgwC_2iMCX7CKXMFtj14AaABAg","content_type":"comment","title":null,"body_preview":"How did that amazon death thing not caused Amazon to get sued and the british government fining and making a law about this?","author":"@Shiakusa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"4dc04332-cd7b-49c8-bcba-efe4c8d4dac3","source":"youtube","source_id":"UgyvAfSaVfmxla11Wyx4AaABAg","content_type":"comment","title":null,"body_preview":"a lot of these are chinese whitelabel companies. they use the same lines for a lot of these brands and they just slap whatever \"brand\" name on it.","author":"@Mokzin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"d1ba4a15-e48e-4b36-83f1-9d61d067ab13","source":"youtube","source_id":"UgzRqubFyk82bQM75fR4AaABAg","content_type":"comment","title":null,"body_preview":"It is probably Vibe Coded but a very Good Idea indeed","author":"@ElchiSecondAccount","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fEn91fDvtdI"},{"id":"5bbdc876-d01d-4bf7-a00c-d81cccf645be","source":"youtube","source_id":"UgynO8O3s1x7BDYYyJl4AaABAg","content_type":"comment","title":null,"body_preview":"These questions sound just like our everyday choices which by their object, circumstance or end are either Virtuous or Sinful.  These Prideful Fools are trying to figure out God and The evil one and h","author":"@lcm2023","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.40153272684617974,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"069af17b-cef4-4e96-b739-17e6a580ee1b","source":"youtube","source_id":"Ugye_ljyn5i2R_Tzflp4AaABAg","content_type":"comment","title":null,"body_preview":"Bullshit artists tries to establish a grift around a bloody oled planel strapped to someone's head. Please vet world,. fucking do better.","author":"@Adam-gi1dr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"06a8e8b3-f46d-484d-be6d-0c3193569dd2","source":"youtube","source_id":"Ugzw6n1WtvEWNSwPfZx4AaABAg","content_type":"comment","title":null,"body_preview":"@ShawnRyan did you realize that Rick Wiles has receipts that were being taken over, coup de etet style by the blue & white state as we speak. Consent free military integration, rule of their law and c","author":"@vegasinky1511","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"61b80d93-d0b2-455d-81ca-8e100fb89106","source":"youtube","source_id":"UgyW5nqT0VBK2w8ajgl4AaABAg","content_type":"comment","title":null,"body_preview":"Of course their is a God code to the rendering of our 3D world - we are huge spiritual energetic beings taking the perspective of a human avatar for a short time - what we focus on, what we expect, is","author":"@lorachamberlain6781","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.48928121059268587,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"ea310d75-8fe1-42b1-afaa-4fca4034e156","source":"youtube","source_id":"UgwkBzOnWwEH2k0_PSF4AaABAg","content_type":"comment","title":null,"body_preview":"Sit this “genius” down with Fr. Ripperger and let’s play this again in reverse, let’s pretend God is the architect and knows and is The Ultimate Truth.","author":"@lcm2023","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.40153272684617974,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"3ef7bd13-b070-4e5d-a75e-85502731ae6a","source":"youtube","source_id":"Ugxb-w5VzpwuuRasex54AaABAg","content_type":"comment","title":null,"body_preview":"Things come together like in the movie butterfly effect\nAlso can see these beings without anything dmt summoning etc. Onmy channel i have it on display","author":"@Calico45-e9w","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","human_indicator_self_reference"],"bot_score":0.6283595922150138,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"e169a204-1e65-4d0b-8814-7470d39468e2","source":"youtube","source_id":"Ugx_jGlfD3qyitL5AUt4AaABAg","content_type":"comment","title":null,"body_preview":"1:03:04 i'm trying to pass what is saying because it seems like he keeps mixing artificial computer with natural divinity, and teach hinting at our whole world and lives and bodies and loved ones are ","author":"@hossskul544","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_depth_personal_interpretation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"d83522bc-f7c2-427b-85dd-85c6f8f7160c","source":"youtube","source_id":"UgwMDwmTajnyu32iDfh4AaABAg","content_type":"comment","title":null,"body_preview":"This actually lines up pretty well with the Catholic Thomistic understanding of epistemology — how human perception relates to grasping reality. There's also something worth sitting with in John 1: \"I","author":"@Theuneducatedfarmer","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"0fcbf72d-68a1-400d-adb1-3044c43f1225","source":"youtube","source_id":"UgyZGOHjYvadRaf34K14AaABAg","content_type":"comment","title":null,"body_preview":"Listen, if we set a boundary so that we do not want to engage with the tech bros' surveillance heavy AIs, then so be it - we don't need their control! Don't  feed the animals!!! Especially the animals","author":"@lorachamberlain6781","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","cultural_references"],"bot_score":0.48928121059268587,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"ff28f601-1551-4f59-b40c-2d416e5aa8a2","source":"youtube","source_id":"UgzwtRwY2kTfrie46IN4AaABAg","content_type":"comment","title":null,"body_preview":"If you are into this , please be on the look out for my movie OMEGATROPOLIS.","author":"@OMEGATROPOLIS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"6428aeaa-e2b3-4fd1-847e-6bb48feb0d3e","source":"youtube","source_id":"Ugy48EathJnDLRnETMh4AaABAg","content_type":"comment","title":null,"body_preview":"The irony here is pointing to nothing novel and new of what he says him and others have seen when taking a psy trip. It's all online and in everyone's mental memory and vinaculer, thus I call B.S. on ","author":"@NA-dh3dn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"86ae96bf-c6c9-4216-84c1-5a2f538b9509","source":"youtube","source_id":"Ugy0k2wGOUoaXKp30654AaABAg","content_type":"comment","title":null,"body_preview":"One of the DUMBEST interviews I’ve ever listen too! I’m “shocked” drugs altered your perception…utterly ridiculous!","author":"@Chatolmastol8202","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"cea4849c-b8a9-4f74-a097-396075d446ac","source":"youtube","source_id":"UgxRXu0Oy_SePGEyuZp4AaABAg","content_type":"comment","title":null,"body_preview":"the code is the matrix we live in... these movies are telling you real shit \nif u learn the language u can hack reality i bet","author":"@Brandon-xe1yt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.43112917398945516,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"a16eed82-c3fb-402b-b61d-27250b3bb93d","source":"youtube","source_id":"Ugzu1FPpxVIvvSOdhIV4AaABAg","content_type":"comment","title":null,"body_preview":"The word Catholic simply means Universal. Which is why any Catholic Church you go to anywhere in the world follows the same guidelines and teachings of Christ. Based on what he passed down to the apos","author":"@futuredr1371","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"c78c9089-24be-4f24-8060-cce83f46be1a","source":"youtube","source_id":"Ugz5NM54c3eJoXM15Lt4AaABAg","content_type":"comment","title":null,"body_preview":"The alignment problem and its parallels to us and our potential relationship to god is incredibly compelling.","author":"@governor419","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"813d7509-7304-42a2-adcf-4294c9d792a1","source":"youtube","source_id":"UgwgBRtYuRkGfYkS4fd4AaABAg","content_type":"comment","title":null,"body_preview":"this guy is very very smart and well spoken.   its been quite a long time since i have watched a longer video without moving through the whole thing.  definitely need to have him back here.    great a","author":"@Cinmarie-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"aa651518-6b99-42e4-8914-c31d18016954","source":"youtube","source_id":"UgyLN4bhD3r8oHAbngd4AaABAg","content_type":"comment","title":null,"body_preview":"never done DMT, but before i found out about Danny, i was seeing code on shrooms.\neverytime i took 3.5-4g, i would play GTA on xbox. I could literally see coding in the tv. but if i tried to focus on ","author":"@Brandon-xe1yt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.43112917398945516,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"4dc035cc-c7f4-4199-81ce-8d2dba924fff","source":"youtube","source_id":"Ugzk_HBLmhFFfHLuSKt4AaABAg","content_type":"comment","title":null,"body_preview":"I feel like they didn’t talk about the different entities much at all. Just named the diff kinds and that was that, not sure if it’s cuz the guy didn’t want to or what …","author":"@glebrowan2569","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"383ec40b-09c1-4d9a-948e-c605198046f6","source":"youtube","source_id":"UgyISc6JONWYY6nc9eF4AaABAg","content_type":"comment","title":null,"body_preview":"Use Discernment Brothets and Sisters, and stay prayed up!!!!","author":"@vetfreshlyretired452","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"d3992c87-0245-4474-81a8-0b1ebbcc448a","source":"youtube","source_id":"UgxK553wlMejy8ggV-14AaABAg","content_type":"comment","title":null,"body_preview":"Danny, I am assuming you're familiar with Dr. John C Lily's work. If not you really should look look him up.","author":"@Ballsyone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"2f221559-d6f2-4a3f-a061-54b7322413e9","source":"youtube","source_id":"UgyPo8lf9O1Pxn2VUOB4AaABAg","content_type":"comment","title":null,"body_preview":"1:13:58  see what im saying? shawn looking like FCK NO lol","author":"@Brandon-xe1yt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.43112917398945516,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"d8c4e5a2-415d-44ef-a94c-26aa996f5a66","source":"youtube","source_id":"UgwkqSNQEf1UsyihH5t4AaABAg","content_type":"comment","title":null,"body_preview":"30 mins in - mind blown, because it makes so much sense.","author":"@BellaRocs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"5fd57747-811a-4340-8437-f14aa88f5403","source":"youtube","source_id":"Q5rilMnEiCo","content_type":"post","title":"Danny Goler - Apple Vision Pro May Have Captured Something We CAN'T Explain | SRS #320","body_preview":"Danny is an independent researcher. He is the founder of Code of Reality (COR), an interdisciplinary initiative that explores what he calls Cognitive Physics: the fertile territory where mind and matt","author":"Shawn Ryan Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise","self_reference"],"bot_score":0.26318952394290035,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q5rilMnEiCo"},{"id":"6bc204f8-788c-4f63-b354-c6112be12507","source":"youtube","source_id":"UgxEhYjQ5aQfaUIPDGR4AaABAg","content_type":"comment","title":null,"body_preview":"Lady grown asl talking bout what TikTok said smh😂😂 imagine that’s where grown folks seek advise and help now","author":"@Szaisthatyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"07d3ada7-dd88-4c34-b1fb-2add45f6909d","source":"youtube","source_id":"UgzoduFJ9A2qo7xlVft4AaABAg","content_type":"comment","title":null,"body_preview":"Ido think when she came back , the comment of \" I don't even care\" while he's trying to explain.......means she doesn't like to truly LEARN HOW TO LISTEN TO WHAT A PERSON IS TEACHING HER. But it look ","author":"@deemack3719","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"c996e593-3c0b-4c46-b37a-4461ffb2567c","source":"youtube","source_id":"Ugz-PHuRUgRiqm2rgAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Was that solder or some other type of coating that's insulating? I don't see him using any sort of heating element","author":"@MsJordanMars","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"352cbc92-0125-422f-9349-6df6fded8dc5","source":"youtube","source_id":"Ugz-efLN-b5Pww9Saz14AaABAg","content_type":"comment","title":null,"body_preview":"I love that she doesn’t know anything about this but is teaching herself for her baby.  Not the best source but she’s trying and I love it! 😂.\n\nWhen our tech toys broke when we were little after our p","author":"@ianeBeee","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"b61a682e-7c0a-4c5b-8155-c5be78bd4588","source":"youtube","source_id":"Ugyyu697HRQkAPH5tCt4AaABAg","content_type":"comment","title":null,"body_preview":"He’s more rude than she is!! Who the hell watched this video and thought, “mhmm that lady is rude asf!” Like whettt?!?! 🤦🏽‍♀️🙄 She even offered to her hun food!","author":"@legacylelanimommie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"17a5e406-71b4-4233-80a7-76ba43bf2dd3","source":"youtube","source_id":"Ugw383KsyZZoleAMmqF4AaABAg","content_type":"comment","title":null,"body_preview":"She’s 100% okay with what she said and how she’s going about it.  Those who don’t ask and don’t seem like they’ll go behind you to check your work, are more likely to be “scammed”.","author":"@PAPAGENES","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"95d5b9f0-2287-4acc-87f4-c068000e017a","source":"youtube","source_id":"UgxGBTH1F1SBArleK_t4AaABAg","content_type":"comment","title":null,"body_preview":"She's the type, that will go grab some wings, fries and drink combo and after the meal....take care of the big fella with the bonnet intact👊","author":"@phillyjoejones5161","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"a99bca05-57f3-4354-b4f4-9ddf49fff926","source":"youtube","source_id":"UgxN0ES2yxr-pzcBIeB4AaABAg","content_type":"comment","title":null,"body_preview":"I think he was a bit rude honestly, if it’s more than cleaning then just say “yeah we gonna clean it up a little but I’m also going to….” He had a more condescending response that came off as arrogant","author":"@AH-zh1yf","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"c8a8d0a4-d340-4b3b-babd-0a812ba05c1a","source":"youtube","source_id":"UgxcxVlx6pL1xcFWtbV4AaABAg","content_type":"comment","title":null,"body_preview":"Overheating is almost always the sh*tty thermal paste. Remember the Xbox 360 red ring...same issue. but the heatsink was also crappy on those things. lol","author":"@JradTHM","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"42aaa4b9-0453-4f60-84f2-3a025602e678","source":"youtube","source_id":"Ugyj83_E46tUymlXPw14AaABAg","content_type":"comment","title":null,"body_preview":"i think everyone needs to chill, we don't know this man, and honestly they both were able to talk to each other without any issues. \n\nPeople can say \"oh this girl was acting this way or this guy was a","author":"@Divinesugarxxx","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"9d4675e2-72f3-4fae-819c-bc8531ab81f0","source":"youtube","source_id":"UgyNzgyGhr-SAx3r3Hx4AaABAg","content_type":"comment","title":null,"body_preview":"She’s sweet, he’s got a tone. God bless you both though.","author":"@hiddenhand6973","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"5dba67f7-3fd5-4102-80c0-fd8d12af23e1","source":"youtube","source_id":"UgwOh7BXHLslgNLgGn14AaABAg","content_type":"comment","title":null,"body_preview":"PS5 was overheating when I bought it for $185. bro couldn’t figure out what was wrong with it. Vacuumed out the vents and used a q tip to clean the smaller air holes and now it runs like it’s brand ne","author":"@camss250","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"12af608b-2f34-4e92-a9d4-37963305289e","source":"youtube","source_id":"UgwpZu3WiIt3v6wGSOh4AaABAg","content_type":"comment","title":null,"body_preview":"She wasn’t rude at all. I was getting slightly rude vibes from Him though","author":"@deea.2556","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"94c2f3a4-509a-4f71-9cbb-285b70ecdb28","source":"youtube","source_id":"UgwmWBJ4d_fwPlwG8Ch4AaABAg","content_type":"comment","title":null,"body_preview":"You didn't have to be an asshole, you could've even explained what was causing the overheat. Be professional","author":"@FirstClassier","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"ba3acb56-adb3-4d1d-abd0-fa5a05132e34","source":"youtube","source_id":"UgwYbQkZOKgIWpZgsOF4AaABAg","content_type":"comment","title":null,"body_preview":"To be fair to her, that shit was fiiiilthy, but she doesn’t need to front like she knows more because she’s enrolled in the school of social media. Let it to the pro to know what it needs and trust th","author":"@TheRealWoofer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"93d11856-f0ac-49b0-81ba-049cb10e69e5","source":"youtube","source_id":"UgzfRvtmkDNB_abl8It4AaABAg","content_type":"comment","title":null,"body_preview":"Bro why you not in my town 🤦🏾‍♂️ I took it to the repair place they said 3-5 business days.. I’ll be back","author":"@DeeMane-x9g","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"99401353-ea55-4a7f-99e7-3851bd64c02b","source":"youtube","source_id":"UgyVFCUs4UNfutG1hDd4AaABAg","content_type":"comment","title":null,"body_preview":"She was not rude. She was unsure and needed to know that he was legit. That's all. And this day and age checking is totally necessary","author":"@ashleeislegend70","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"ecf27acd-c97e-4e96-a5c0-2439b22c5347","source":"youtube","source_id":"Ugz_p2BNQ-wqS3VcKfp4AaABAg","content_type":"comment","title":null,"body_preview":"My iPhone six works fine. 70% battery health, no cracks, no dead pixels","author":"@Purpleplayer881","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"0a7461d8-575b-43ef-b5dc-f77050dfd147","source":"youtube","source_id":"UgwG7cMQIhGEqd1MaBR4AaABAg","content_type":"comment","title":null,"body_preview":"\"The iPhone screen wasn't as durable as of now.\" If both dropped from my bed, they both would have cracked.","author":"@Doomfaithlessness","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","personal_anecdote_implied"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"7cb49843-68d2-4f6c-9e7d-834d84141a17","source":"youtube","source_id":"UgxYhLwW5w_KOrain1R4AaABAg","content_type":"comment","title":null,"body_preview":"“Hey, my phone is like destroyed” Dont worry, i gottu","author":"@Gemmybruh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"f107fcfc-7afb-4401-96e4-504a93dcc2e9","source":"youtube","source_id":"UgxF7iB1bHpgC4FjBVt4AaABAg","content_type":"comment","title":null,"body_preview":"Watching this makes me want to check on my old iPhone 6s Plus","author":"@Notalllost-qs7ii","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"e94bca23-27e4-4634-bc2b-f24edd241afb","source":"youtube","source_id":"UgznB7Oivn0KMcvWSQJ4AaABAg","content_type":"comment","title":null,"body_preview":"How do you check it bc I tried it on my iPad and it didn’t show the battery health button","author":"@Gummy_PenguinVR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"2c63bfc7-447b-4246-9153-a1ce6b98730a","source":"youtube","source_id":"UgzzaigIo0pDRUaLSCZ4AaABAg","content_type":"comment","title":null,"body_preview":"Arg...\n\nLow battery life doesn't work quite that way.\n\nSure, sometimes it does. But 8% battery doesn't mean you have 8% longevity. What the phone measures is the battery voltage, and useage time, and ","author":"@FrozenKnight21","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","over_qualification","template_phrases","missing_platform_voice","genuine_specificity","human_indicator_potential_typo"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"7e9fb588-f108-4775-a80d-cc71e7bd7b83","source":"youtube","source_id":"UgzLCC7FlT8AtBI_Lc14AaABAg","content_type":"comment","title":null,"body_preview":"Legit got an old as laptop that has only a few seconds before dying the second it's unplugged💔","author":"@daslsa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"e8de1dda-a377-40a4-a331-6e153f91d365","source":"youtube","source_id":"UgycOXW79bWq6GXiSpd4AaABAg","content_type":"comment","title":null,"body_preview":"my samsung galaxy a70f is at 17% battery health and it lasts  about 90 seconds and dies without a warning. The percentage says 100 then 82 then 75, and then dies. No numbers in between or after 75.","author":"@GRT0425","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"79505c95-7a6b-4c2f-90b0-8f9e23443c1e","source":"youtube","source_id":"UgwVuw6zp1KIHXDj_HZ4AaABAg","content_type":"comment","title":null,"body_preview":"I had an iphone 4 once that could go unplugged for MAYBE 10 minutes so i buy it.","author":"@Vgamer311","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"afc72200-5a73-4123-a12c-c44eb8b2de1d","source":"youtube","source_id":"UgwWRTNqJpfj8RMlImx4AaABAg","content_type":"comment","title":null,"body_preview":"Foe the black circle I'm guessing the battery swelling so much that it presses on the screen breaking the pixels","author":"@chake4241","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"84439775-0eb2-4772-bdba-8fec3e39ead3","source":"youtube","source_id":"Ugzs26al5WW-CVwwEsl4AaABAg","content_type":"comment","title":null,"body_preview":"Dawg I have a 6s which I was using till last year… HOW???","author":"@shobsdamemedawg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"1aa3b892-d8c3-4196-8dad-416f110eb56b","source":"youtube","source_id":"Ugxk-iT2R8pvQOU5bIB4AaABAg","content_type":"comment","title":null,"body_preview":"I think there was an iCarly episode about something like this","author":"@SueZQue83","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"f2fb00df-94ad-4c9c-96a2-bf7a99041932","source":"youtube","source_id":"UgyliLKXUe3j9e3aKGp4AaABAg","content_type":"comment","title":null,"body_preview":"Atleast the touchscreen still works, unlike mine 6S.💀","author":"@AirSapphire775","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"4d05a32a-9de3-48d9-bc3c-d6b0fb4e0dd4","source":"youtube","source_id":"UgzOxr-6kequweK-AM54AaABAg","content_type":"comment","title":null,"body_preview":"A phone is only for contacting people and thats all it was SUPPOSED to do, the phone is still perfect","author":"@sys_key32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinionated_stance","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"2f292f07-e0fa-465a-a38c-051cd080c629","source":"youtube","source_id":"UgzgBeb3Is_r-x2TVDB4AaABAg","content_type":"comment","title":null,"body_preview":"My Iphone 7 that is currently on 50% battery life: “I knew it, I still have long time to live.”\n\n\n\nPs. Battery is still original.","author":"@AT-ll5bx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"6965f47e-f486-4694-99db-3cd039d4fb56","source":"youtube","source_id":"UgxIZX5IfiFd3N-jSwx4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe it's being used as a second screen, maybe an alarm clock or a home automation access point.  Phoenxis livingvaxlong and fulfilled life. Better than being landfill.","author":"@StephenButlerOne","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"d391ae23-26e6-416d-8007-c49cb260d4d4","source":"youtube","source_id":"UgyKfPGEgivBBav6Yd94AaABAg","content_type":"comment","title":null,"body_preview":"LCD stands for liquid crystal display and when a black block is on your screen that means the liquid crystal stuff behind the screen ruptured and that’s why it starts to leak onto the screen","author":"@JustaCoolGuy-u9d","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"694c4438-4ec9-49b3-bb3c-063ca6c6db4c","source":"youtube","source_id":"UgyGnc82AxUroifYnUB4AaABAg","content_type":"comment","title":null,"body_preview":"bro the base model iphone 11 is probaly a breath of fresh air to whoever is using this shit","author":"@Jimmybob4200","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"db03d4a8-9fd3-4f7d-9810-ddf798c55092","source":"youtube","source_id":"UgyUv0hi9F5TPTdJ93R4AaABAg","content_type":"comment","title":null,"body_preview":"bro took \"if it aint broke dont fix it\" too literally","author":"@srcg_music","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"ac208922-e98e-4808-bfbd-f1999b835255","source":"youtube","source_id":"pPgQ1d1-tTU","content_type":"post","title":"This iPhone has a serious problem #tech #apple #iphone","body_preview":"This iPhone has a serious problem #tech #apple #iphone","author":"Andrew Bond","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pPgQ1d1-tTU"},{"id":"7fbc7a47-b910-4794-b794-d7b9c280a4c8","source":"youtube","source_id":"Ugy3HR9wmMtD_Rshx5B4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, my charger charges my phone to 80% in 30 minutes","author":"@John-q5n8t","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"5467796e-338e-4d1b-b7e7-1368103ba386","source":"youtube","source_id":"Ugxlq0JraEqyhjPjK854AaABAg","content_type":"comment","title":null,"body_preview":"Bro love your videos. Short question: can u make a video with what should I do/ say when I go to my girlfriends home first time and meet her parents?","author":"@XRAY_f2p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"13998050-bcfc-4ccb-b098-03100aca5dd2","source":"youtube","source_id":"UgxodR-jYX8luGad_vl4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that he’s the most natural body content creator is truly impressive","author":"@Tephrieu._7","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"6e6a55e6-77c9-489c-a298-dcb3cf728a76","source":"youtube","source_id":"UgzUEgzEoiPYebAYu8p4AaABAg","content_type":"comment","title":null,"body_preview":"Lmao imagine having to charge your phone for longer than half an hour yall iphone users must have wild patience","author":"@Jac0pCZ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"7c117f25-aebe-4fd4-8ec6-6a6d4de7222e","source":"youtube","source_id":"UgxvKrtxDdto6kda5jx4AaABAg","content_type":"comment","title":null,"body_preview":"So, what happened to having to leave in 30 minutes ?","author":"@AmroIbrahim-pk5rv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"f8332569-061f-497b-8881-b5a0423f469b","source":"youtube","source_id":"UgwnaxQWBp96buU6GkF4AaABAg","content_type":"comment","title":null,"body_preview":"Don't recommend using iPhone as I switched to android and I rarely worry about battery now, obviously buy a good android but everything about it is reasonable.","author":"@loraxen32","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"8bca4160-0186-4f22-8b64-b96337c62997","source":"youtube","source_id":"Ugw3ysLfx0j2mL1xJcJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ah yes I hate when I wake up late and then spend the next hour charging my phone and laptop. Happens all the time","author":"@imaginarypanda1159","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"d8ee674d-be01-4504-b51b-e94368a7cb7c","source":"youtube","source_id":"Ugy4zEnAx2CUT3CN-Ex4AaABAg","content_type":"comment","title":null,"body_preview":"\"You wake up late and have to leave in 30 minutes\" yet he spent an 1 hour and half charging stuff 😂","author":"@linger4605","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"96b30d13-88e6-42fc-a559-10625039dcc7","source":"youtube","source_id":"UgwVAx3plrhMAPUsSId4AaABAg","content_type":"comment","title":null,"body_preview":"Can you take a cold shower when sick? I take cold showers then get sick! 😔","author":"@reallybob2998","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"a602bec7-cbd9-4137-8afe-64db2528dc36","source":"youtube","source_id":"UgwFz1ww266du2zQ7WR4AaABAg","content_type":"comment","title":null,"body_preview":"\"How obvious do you want to make the ad be?\" EXTREMELY","author":"@NapalmStyx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"2f1aa3dd-6284-4c6f-94fe-42e27feccb09","source":"youtube","source_id":"UgyQs6jgOP28xRq_QHJ4AaABAg","content_type":"comment","title":null,"body_preview":"bro my apple charger charged my 5% phone to 68% in just 20 minutes","author":"@EvanLiu-i7y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"2d508f3f-5575-4227-9927-2526f35cdb07","source":"youtube","source_id":"Ugxr4ABNFh5jxY6aZG94AaABAg","content_type":"comment","title":null,"body_preview":"If this is an ad (which it clearly is) it must be disclosed as such. Since there is no disclosure in the comments or \"this video contains a paid sponsorship\" link at the bottom, this is an undisclosed","author":"@obelisk4796","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"ae198993-63be-4d9d-b0a8-4e13e0079605","source":"youtube","source_id":"UgyE-pQItjdtoypPtqV4AaABAg","content_type":"comment","title":null,"body_preview":"1 like = 5 push ups \n\n5 likes;10 pushups+ 5 crunches","author":"@Yamen_gamer-t1y","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"e0252e60-2ed6-4278-9aa0-2dfd732ce1df","source":"youtube","source_id":"Ugw7QdiTEZoa-ovrvbJ4AaABAg","content_type":"comment","title":null,"body_preview":"Pierre can you please make a video where you show all your tattoos clearly so we can get the ones we like? Thanks bro love your videos❤️👍","author":"@EvrimKaraman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_reply","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"9577e3ae-82a5-4282-981d-df27d8e4c209","source":"youtube","source_id":"UgzkilgqE8TNOM1x7JN4AaABAg","content_type":"comment","title":null,"body_preview":"UGREEN Air Series (CA Amazon)\nhttps://bit.ly/3RVO1Hr\n\nCharger\nhttp://bit.ly/4umtvNu\n\nPower Bank\nhttps://bit.ly/3QdbS4N","author":"@dalati","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"7e7616c5-a879-4c12-b16f-a8e2b64bc814","source":"youtube","source_id":"UMiCDLXCvgg","content_type":"post","title":"The Fastest Way to Charge Your Phone","body_preview":"UGREEN Air Series (CA Amazon)\nhttps://bit.ly/3RVO1Hr\n\nCharger\nhttp://bit.ly/4umtvNu\n\nPower Bank\nhttps://bit.ly/3QdbS4N","author":"Pierre Dalati","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=UMiCDLXCvgg"},{"id":"787ea2da-a6d5-4baf-95ba-76c6ee43fcc2","source":"youtube","source_id":"UgyUYpedN8WLbJZ21p14AaABAg","content_type":"comment","title":null,"body_preview":"Not sure why you would give this criminal enterprise any money, especially as a Canadian, yet here you are.","author":"@Koubiak","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"77f088cd-b451-4619-a0ce-d116729a9581","source":"youtube","source_id":"UgzoOUm5wEqV7G4U2XR4AaABAg","content_type":"comment","title":null,"body_preview":"I hope they all get scammed and this shit never updates lmao","author":"@VermillionRacing","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"39fc00b4-5079-4143-b9da-540f57d7873a","source":"youtube","source_id":"UgwQVI6cTnhQfs4TyiR4AaABAg","content_type":"comment","title":null,"body_preview":"I can't wait to see someone using one unironically so I can point and laugh at them.","author":"@fated2pretend","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"3c8024e3-9d16-4e79-9beb-d2ac701b745e","source":"youtube","source_id":"Ugzef2sGvSAe931LTXh4AaABAg","content_type":"comment","title":null,"body_preview":"So what you’re saying is we should just get the HTC U24 Pro?","author":"@shane1039","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"ed79b31f-f895-4884-87d2-60ebfab2b462","source":"youtube","source_id":"UgzSnRnZFEOOjZ5qZzN4AaABAg","content_type":"comment","title":null,"body_preview":"another successful scam from the most crooked admin in history","author":"@katiebarber407","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"a4f39f8c-2d54-4241-9970-a8b0b5966417","source":"youtube","source_id":"UgxavLX6_bA4T7-DPul4AaABAg","content_type":"comment","title":null,"body_preview":"Deffo not made in \"China\" . Made in Taiwan. Does it come with Truth Social pre-installed👍","author":"@supanovasky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"fc23319b-78d9-47fc-ac61-64ce1b122323","source":"youtube","source_id":"UgxGV5E900BtYbyLCyF4AaABAg","content_type":"comment","title":null,"body_preview":"Good chance buying one also includes having your identity stolen","author":"@Pancakestackbacon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"797fdf20-9707-4dd2-ae61-621c1e637ec1","source":"youtube","source_id":"UgxQeKpBxYuWN-lsT_p4AaABAg","content_type":"comment","title":null,"body_preview":"I mean its what id expect. Its made in america those terms mean they were assembled in america its never meant the parts were made there i mean not a single american car is made here its built here bu","author":"@shimeboe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"adef9ba0-45e4-4e5d-a8f3-1c48f23b3029","source":"youtube","source_id":"UgwExuLly7nJYoWJgIN4AaABAg","content_type":"comment","title":null,"body_preview":"Wow that camera looks a lot better than what Carter PCs got","author":"@Zetrain29","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"a198d0fb-6045-4fd6-ab41-8aaf5a3f0a1c","source":"youtube","source_id":"Ugwi0rFS0e6ZzKbrm_B4AaABAg","content_type":"comment","title":null,"body_preview":"Unfortunately, i would buy it just to piss off the delulu dems.","author":"@kgosimathibe6129","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"1026105c-956c-4c0a-ae82-b1e83ae70d0e","source":"youtube","source_id":"Ugy5pEvem1Jf1nk5Aq94AaABAg","content_type":"comment","title":null,"body_preview":"I'd like an honest review of the phone without the politics is it really bad Carter can't see to not just try to dunk on it and thr 12th stripe seems to be the trump mobile logo its the same color as ","author":"@otter2206","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"84eaa705-b4da-4df2-8fc6-082d18fa1fb7","source":"youtube","source_id":"Ugz6DFQgEBjBt8zddKh4AaABAg","content_type":"comment","title":null,"body_preview":"I know those USB cables. Weak as dishwater. Cost about 25c on the Chinese site.","author":"@williamamarga","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"24dfd271-871d-4022-a854-3d761c01176e","source":"youtube","source_id":"UgxUrSQ9y0QXCzccDjB4AaABAg","content_type":"comment","title":null,"body_preview":"It's not an HTC replica; it's just an HTC phone in a white-label version. You can legit swap parts with the HTC-branded one, and it works.","author":"@demilung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"d2c447b1-1768-44e8-84c7-f1a7bac2ba7e","source":"youtube","source_id":"UgwS186rs0r3H2tyM1F4AaABAg","content_type":"comment","title":null,"body_preview":"Proudly Maked in US..NOPE\nProudly designed is US..NOPE\nMAGA.. N O P E","author":"@ntinossss2003","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"886dcae1-df8a-4e0f-8e0d-801e6bd9dc7b","source":"youtube","source_id":"UgxSjXtI89RlTiwL3cF4AaABAg","content_type":"comment","title":null,"body_preview":"This is clearly a dog whistle to other goofballs like yourself. Good one.","author":"@DaDiarrhea24","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"6dac5754-fd4c-43ad-93a8-b91e5a166670","source":"youtube","source_id":"UgzQ58dJ2BenpdGRcbx4AaABAg","content_type":"comment","title":null,"body_preview":"he couldve made it orange to match the cheeto in his hair, also why would i drop $500+tax on a garbage phone when i can spend $300+tax on a good samsung A-series?","author":"@NecroBaby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"2f94935b-694f-4a37-9d98-83f3c6f3d74a","source":"youtube","source_id":"UgyApuc1UZ9MGr10PGV4AaABAg","content_type":"comment","title":null,"body_preview":"Good on them for not making 10 mistakes on trump’s name this time","author":"@CaSortCommeCa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"ede0ccc8-e8b6-4cff-bf70-4a15aa0022b1","source":"youtube","source_id":"Nd-8lUUmMjA","content_type":"post","title":"We Got The Trump Phone!","body_preview":"There's been a lot of speculation around the Trump Mobile T1 phone, but are any of the rumors true? lets find out!","author":"Linus Tech Tips","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.2817460317460317,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Nd-8lUUmMjA"},{"id":"d798e5c9-97f1-4d6f-8489-78965c301e87","source":"youtube","source_id":"Ugzyb8uYCuY7PPcapKx4AaABAg","content_type":"comment","title":null,"body_preview":"When i tell you mine was an heavy metal back then you won’t believe that was literally children’s phone. Red Nokia with metal body 😂","author":"@AprilBornApril","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"f8ce9174-1eb8-4631-8df3-c3365b33b046","source":"youtube","source_id":"UgzuR321lOikCCTB1np4AaABAg","content_type":"comment","title":null,"body_preview":"Bang 2026 ini ada hp tahan banting loh dan kualitas nya beda jauh sama Nokia maaf kalo salah","author":"@FahmiBakalan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"b2076187-4b6f-4958-b0ff-754e5cd15f97","source":"youtube","source_id":"UgwB3Oo98MpWF-oJuBB4AaABAg","content_type":"comment","title":null,"body_preview":"Why are you using AI in your videos bro you used to actually use normal stuff now you use AI how do you become lazy or something else","author":"@MahfudzMariAlfatih","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"386dafba-bd41-4cc4-8706-388656229a08","source":"youtube","source_id":"UgxAapywVYF7f0iRFQ54AaABAg","content_type":"comment","title":null,"body_preview":"2010 phone's batteries were like reloading a P90 😂😂","author":"@LivelyBenjamin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"8937fa67-3d70-4918-a83a-de4f8666f880","source":"youtube","source_id":"UgwqTOyDzpy-0VQb-UV4AaABAg","content_type":"comment","title":null,"body_preview":"Android Phones: YOU DARE UNDERESTIMATE MY POWER WEAKLING? (This is a joke by the way)","author":"@animelover-tw2xl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"5777e543-064e-4ce0-8e95-d336b9374eeb","source":"youtube","source_id":"UgxNWt7cSlLtz2_h-cR4AaABAg","content_type":"comment","title":null,"body_preview":"LeBron 2030 I hope that does not happen awesome done for😂","author":"@CharlieT-vb6vs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"77306ee6-bb3f-4e3f-bec5-b4ac837f1238","source":"youtube","source_id":"UgzGBBmLkFZGyMBYH4l4AaABAg","content_type":"comment","title":null,"body_preview":"I know people who's screens are broke within like 2 weeks of getting their phones *Cough* My Dad *Cough* and mine has like a single scratch that's basically invisible 3 years later now","author":"@STALKEROFLAME","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"4e94cbdf-2fd9-4696-a187-7558c1fe2f32","source":"youtube","source_id":"Ugy2lknoV7h_e1k_mQl4AaABAg","content_type":"comment","title":null,"body_preview":"In 2000 you didn’t have to refinance your home to replace it 😂","author":"@teafor7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"fe2e0606-2a0e-4584-bf8e-cba0621b51c8","source":"youtube","source_id":"Ugwc7vsTXeRu7y9t33t4AaABAg","content_type":"comment","title":null,"body_preview":"POV: Toph from Avatar the last Airbender can rip the ground in half\nNokia phones: Hold my ringtone *literally splits enitre earth in half*","author":"@KR-Editz_12","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"45815718-b1c9-441b-8900-e09bc59e1713","source":"youtube","source_id":"UgxYAw3s6QPmRgw5Vqp4AaABAg","content_type":"comment","title":null,"body_preview":"I loved flip phone Nokia Razer og! But when you were angry you could slam the phone shut. Satisfying. Can’t do that on smart phone.","author":"@jimmy_londo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"2b354fb6-6234-47d7-bd34-d3b91afc9fa3","source":"youtube","source_id":"Ugytl4gyhUwjFaJL9lJ4AaABAg","content_type":"comment","title":null,"body_preview":"Nokia: survives nukes\n\nIPhone & modern phones: Baby we shatter faster then your heart","author":"@YouRatBag","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"62765dfa-94b1-40b3-923d-e4ee0bdecf8f","source":"youtube","source_id":"UgwwwsppHpo2qarpyYB4AaABAg","content_type":"comment","title":null,"body_preview":"well if phones in 2030 are like that, i can imagine everyone having around a 1K phone locked in a well cushioned case cuz trust me, money gonna bleed like What's d matter 😂😂😂","author":"@Lost-o4f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"8b910067-ee57-48c1-b329-a9032c2f2e70","source":"youtube","source_id":"Ugz3zO3UWB7PifrrWut4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂, si, igual los carros .....¡Y NI SE DIGA DE LA GENTE!","author":"@lilianaarellano1307","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yaDcdlYhW-A"},{"id":"7fe0ad09-e7b4-4cf4-9d04-6caff18eff94","source":"youtube","source_id":"Ugw5gN_FBPIZjnNF5JJ4AaABAg","content_type":"comment","title":null,"body_preview":"Puede que a algunos no le sirva pero a otros en pisos altos o vrntsbas que dan a una parte de la casa cerrada con tejas no hay peligro de robo ! 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Al cabo es muy poco tiempo empezó a hacer un ruido infernal al punto que tuve que cambiarlo","author":"@AugustoSosaEscalada","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"7e3a50a6-0642-4305-be49-d34a56800a4a","source":"youtube","source_id":"UgwBCSxj-NuNDAUn59l4AaABAg","content_type":"comment","title":null,"body_preview":"Ingenioso vanguardista lo pones lo quitas y no necesita hacer más innovador","author":"@Kiran-oi4iw","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"bcb1c7d2-09cf-4996-b17f-1a381be47f24","source":"youtube","source_id":"UgxGyLxpjtf2ZY4HPtF4AaABAg","content_type":"comment","title":null,"body_preview":"Que caso tiene instalar un aire acondicionado en la ventana si en Cuba solo hay energia eléctrica por unas cuantas horas al dia??😮","author":"@IsidroZamora-t9v","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"ed1bc358-52c8-4e0e-acf5-14a0b2b02249","source":"youtube","source_id":"Ugz0inxSQ-PfSR1QGdl4AaABAg","content_type":"comment","title":null,"body_preview":"Eso solo vale para ventanas de guillotina, y no son las más habituales, así que los fabricantes que vuelvan a pensar y lo arreglen","author":"@j.a.t.a3701","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"d13c8151-7bd5-471c-a69b-36459f5c669a","source":"youtube","source_id":"UgyRdvvvVELAL-ih_JR4AaABAg","content_type":"comment","title":null,"body_preview":"Interesante, solo que me tocaria romper la pared y aun asi quedarian fugas de aire hacia el exterior.","author":"@jcbizarro777","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"a3608947-d006-40b6-978b-dca997a7d9f3","source":"youtube","source_id":"Ugyg4gMxZDigxCAIaAd4AaABAg","content_type":"comment","title":null,"body_preview":"Modernist bonito barsto que bien para el Que Lo nesecite Gracias.","author":"@lunallena947","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"2d529458-d1bc-4026-a957-7b482efec191","source":"youtube","source_id":"UgyT1NC26nTImKYrW5p4AaABAg","content_type":"comment","title":null,"body_preview":"Calidad mientras tengamos suficiente dinero fuersa y suficiente Luz Electricidad paciencia suficiente suerte y una compañera para compartir sabroso clima divino 🥶🥶🥶🥶🥶","author":"@AntonioDiGrande-t7v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"6a737712-efc2-4064-ad30-c04e4457c488","source":"youtube","source_id":"UgzIsf98cQIPgm6DyPp4AaABAg","content_type":"comment","title":null,"body_preview":"Que no raro, no disponible, en argentina, acá nos mandan solo las porquerías.  Biba da dibetad, cadajo!!!","author":"@lando115","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"88120106-decf-4214-a53d-1d2aac9e0d81","source":"youtube","source_id":"UgxEqA_IXMEzv8JsrYJ4AaABAg","content_type":"comment","title":null,"body_preview":"Donde puedo comprarlo en Europa en Espana a me puedes indicar algún link de tienda on line que pueda comprarlo y el soporte exterior gracias amigo","author":"@vitonachribes8511","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"e8e29d54-decc-4917-b314-d0f8240ea061","source":"youtube","source_id":"UgxtooF65CIiuoxCdkx4AaABAg","content_type":"comment","title":null,"body_preview":"ya tengo uno,se lo robe a uno que lo dejo regalado en la ventana","author":"@reneverongmail.comveron841","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"493eb358-bd03-42ff-821d-a9a0b62314ce","source":"youtube","source_id":"Ugx1BsDMhiSwc0SJ5Od4AaABAg","content_type":"comment","title":null,"body_preview":"Vivo en un decimo piso imagínate que el soporte ese falle y se caiga el aire y aplaste a un cristiano. Supongo que está prohibido ponerlo","author":"@YouTuprincipl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rt-r-Bx5-io"},{"id":"8e5999bb-b3fa-4095-aafb-7a42e452f552","source":"youtube","source_id":"UgyAHqO6poQMtxEtkvZ4AaABAg","content_type":"comment","title":null,"body_preview":"Primero quitaré las protecciones de mi ventana y que sea lo que Dios quiera. 🪟","author":"@ALIANALIAN-qd9zz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal 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decide","author":"@HisYTStory","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nGMVZAZyS4k"},{"id":"bfb0702f-e1d0-466d-af12-bbf1bee5c671","source":"youtube","source_id":"nGMVZAZyS4k","content_type":"post","title":"My Brother Bought An iPone 17 For $25 😳","body_preview":"Join My Discord: discord.gg/hisytstory\n\nThis story may be based on real events, but all names, details, and identifying information have been changed or fictionalized. Any resemblance to real individu","author":"His Story","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nGMVZAZyS4k"},{"id":"f6f40e5b-32a1-4fcb-bdf4-5a732d04c91d","source":"youtube","source_id":"UgzMErGBGus58Wo-4IR4AaABAg","content_type":"comment","title":null,"body_preview":"You I swear this is one of those guys in a room spam calling with a bunch of other spam callers","author":"@SizeMint","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NvT_8lQLYAQ"},{"id":"16ec859e-1f21-4633-95f0-6ebd8ce360a9","source":"youtube","source_id":"UgwxQE_7bu75uX2iMG94AaABAg","content_type":"comment","title":null,"body_preview":"sound: 🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷\nname: 📞📲📱🤳🧡\nvideo: 👨‍💻👩‍💻👨‍💻👨‍💻🧑‍💻🧑‍💻🧑‍💻","author":"@Z0UR_GD","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NvT_8lQLYAQ"},{"id":"338c66f0-17df-42fc-a735-ca099f78809b","source":"youtube","source_id":"UgypRb5qnfiZKWBwLXF4AaABAg","content_type":"comment","title":null,"body_preview":"It's cool, bro, but let me tell you something: the filter color and the bags don't match. It must be what's inside, bro. It's not the color, but your videos are still cool. 😊😊😊😊","author":"@JoséfelixAquinoibarra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NvT_8lQLYAQ"},{"id":"2ba121d3-0a69-4881-a360-a89ebcd7a3d1","source":"youtube","source_id":"Ugw4vAyzczixryLZ2Zt4AaABAg","content_type":"comment","title":null,"body_preview":"Data centers could afford this as opposed to draining municipal resources","author":"@CKing-kf4wc","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"18373db4-4e08-4c27-aadd-128024307e58","source":"youtube","source_id":"UgzeoFIoq71qMoD-FNt4AaABAg","content_type":"comment","title":null,"body_preview":"Water is actually a great radiation absorber. If you’d ever worry about such a thing","author":"@JamesCS-w2y","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"a03b99bb-dc52-4a5e-8291-c0cc4a5fe368","source":"youtube","source_id":"UgxjJsgWwiQYTzMrv7l4AaABAg","content_type":"comment","title":null,"body_preview":"This is part of your F - - KING DATA CENTER $#!+ !!!!!!!!!!","author":"@itsyeeoledskoolfurry3208","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"e342c9ae-e528-4e3e-b42f-b2471c20409b","source":"youtube","source_id":"UgzQDP7Xd-UdbBK55dR4AaABAg","content_type":"comment","title":null,"body_preview":"It’s diolectric fluid. We clean gear with it all the time. Even when the gear is on. Some gear we can’t shut down. Craziness","author":"@Capnasty187","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"6269e5f8-0676-49aa-9a3c-6d5ea993b76b","source":"youtube","source_id":"Ugxs_U-tjozXov3cv-l4AaABAg","content_type":"comment","title":null,"body_preview":"I know the components can be run in mineral oil, but was that power supply or whatever designed to be free liquid cooled or air cooled? Like is that an air fan and would maybe it would better overall ","author":"@hankscorpio419","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"dedca36d-3da8-4a30-87c7-ecd244b4168e","source":"youtube","source_id":"UgxYwTJAnLl_Yw-lsmh4AaABAg","content_type":"comment","title":null,"body_preview":"Aaand all those liquids are straight forever chemicals. Other than mineral oil, none of them are made anymore.","author":"@wyattroncin941","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"786f7178-756d-4d09-b611-42f1e68379bd","source":"youtube","source_id":"Ugzz4i9YHTWY9t-p9Kd4AaABAg","content_type":"comment","title":null,"body_preview":"''this is just a demo we have, none of u will have any of this cuz its all goin to AI''","author":"@MArburr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"2cb1bdef-a7ea-46c3-814e-cad2875d451a","source":"youtube","source_id":"UgzZ6VWihITR43THgAZ4AaABAg","content_type":"comment","title":null,"body_preview":"I'm guessing distilled water since distilled water won't short electrical contacts.","author":"@rafepittenger7484","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"900f7adc-e3b7-4008-9294-f1b2e8f34c80","source":"youtube","source_id":"UgzU4Baq0RbP03Ji0WJ4AaABAg","content_type":"comment","title":null,"body_preview":"Do the fans spin on the power supply or did you turn them off somehow because they’re not gonna like spinning and mineral oil they’re gonna burn out","author":"@AricGardnerMontreal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"49f1dd7a-4998-43eb-86d8-7bc7df4d52e9","source":"youtube","source_id":"UgyZvEStkXYmbc51YGV4AaABAg","content_type":"comment","title":null,"body_preview":"This is perfluorochemical cooling fluids. Teh same kind that have contaminated all drinking water, farm fields, oceans and mountain tops in the world.  It’s also not new, been around as long as you’ve","author":"@iamthewurst","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"7a26095c-b4a5-47f1-a3ee-573c87ef51a5","source":"youtube","source_id":"UgyCQpRHqsYNzIDzo1p4AaABAg","content_type":"comment","title":null,"body_preview":"The liquid cooling cost $ is high, if it where comun use would cost less and there for an important improvement in humanity's evolution of tech.","author":"@2018compactflash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"25ad3dd7-5e8b-41ed-8c44-acfbe7370bb4","source":"youtube","source_id":"UgzCmzP7c4oWT4EZqY54AaABAg","content_type":"comment","title":null,"body_preview":"cooling fluid is just deionized water that cannot conduct electricity.","author":"@1stboss1tm77","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"1d513a4e-6058-49d7-b511-4fffac498727","source":"youtube","source_id":"UgxSFl5ZBP7byTtbypZ4AaABAg","content_type":"comment","title":null,"body_preview":"Lol cooling fluid that's just mineral oil. Had a PC like that. Horrible time to clean the parts 😂","author":"@jpsaayman9220","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"9284b439-16bf-4e2d-bcbd-3ab28b7c96a2","source":"youtube","source_id":"UgzhifcoUtYLLRibQRJ4AaABAg","content_type":"comment","title":null,"body_preview":"That liquid is soo much a gallon though, can be used with any electronics too, think it's like way above $15,000.00 USD for 1 gallon!","author":"@aaranchristopher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"a4670ae1-9644-4b5d-8da5-3e9357db0714","source":"youtube","source_id":"UgydfSUKHSlvfzPKiR14AaABAg","content_type":"comment","title":null,"body_preview":"“Immersion cooling fluid” mfers acting like they invented mineral oil","author":"@elijah2712","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"dc1edd13-33c1-4633-97bb-2527658ab834","source":"youtube","source_id":"UgzTlUxdpCmqx-qzhEx4AaABAg","content_type":"comment","title":null,"body_preview":"broh!... be carefull with the backplane's DC bus pins.","author":"@nicoracien-Qc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"ed6bb658-e134-4281-b5e1-1614d4f7863d","source":"youtube","source_id":"UgyHF7Yxd4E3-NbOWeJ4AaABAg","content_type":"comment","title":null,"body_preview":"For translation purposes, this text is also posted here alongside the video description 🧠:\n\nMetal hardware disappears beneath a clear dielectric liquid before its green status LEDs illuminate almost i","author":"@Inventiononyt","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.5518796874098555,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"c7eb6b61-0fbb-40a7-855b-bf07e550c18a","source":"youtube","source_id":"s5Aaur9Unew","content_type":"post","title":"Immersion Cooled PSU 💧","body_preview":"Original Video Credit: @Submer\n\nMetal hardware disappears beneath a clear dielectric liquid before its green status LEDs illuminate almost instantly. Instead of being installed in open air, the power ","author":"Invention","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s5Aaur9Unew"},{"id":"648e9bb5-1f61-410c-a872-2e74f02b29a0","source":"youtube","source_id":"UgzjQzurxfQaQLNUYj54AaABAg","content_type":"comment","title":null,"body_preview":"Hiw about this none of them are affordable screw this","author":"@gokuspride7440","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"451b73f3-5f41-4ada-b9d2-f81be152d9c4","source":"youtube","source_id":"Ugyg2aCVZRU4HstxzE14AaABAg","content_type":"comment","title":null,"body_preview":"Honestly ya the console is pricey but steam is the better option","author":"@markmatthews2391","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"c93268ef-3b6d-42d3-b1dd-5977b06b15f0","source":"youtube","source_id":"Ugz1P2wGDdupn2ginPZ4AaABAg","content_type":"comment","title":null,"body_preview":"Well dont vr headset technically count as consoles, wouldnt they then be the cheapest?","author":"@budmannHd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"c695ec2f-f6ee-403c-92dd-99c58c1f7434","source":"youtube","source_id":"Ugxe5U78CDY8NlXZms54AaABAg","content_type":"comment","title":null,"body_preview":"Nintendo what is even on here Nintendo don't count","author":"@lucky1954","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"fb2b31d4-0f6a-4377-9c19-77fdd7910ecf","source":"youtube","source_id":"UgzXo2NUzvGLJQL0cX94AaABAg","content_type":"comment","title":null,"body_preview":"Nintendos the only one playing the old game, Sell the Consoles for cheap, sell the games for a premium.","author":"@EnterpriseC14","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"3b6edab4-cd21-425f-b4d7-482607e769c5","source":"youtube","source_id":"UgzlWqMn6DjclmTYAa14AaABAg","content_type":"comment","title":null,"body_preview":"The Switch 2 is not the most affordable \nAll the extras that would basically be required for it jacks up that price\nI’m good with paying for a Steamdeck, having that as a single purchase, free online ","author":"@HoraDragonChild","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"ff15a579-b068-4813-804f-9e344503f7b6","source":"youtube","source_id":"UgyKqXZ5nuOuf5wMrhN4AaABAg","content_type":"comment","title":null,"body_preview":"Xbox One. $30 on Facebook marketplace and they all usually come with a controller and obviously all the cords.","author":"@ChrisStayLowkey","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"b61d705e-6d1d-4ff3-8f0c-ce7ac5c73ed4","source":"youtube","source_id":"Ugx8JhU6S5qYsMRABV54AaABAg","content_type":"comment","title":null,"body_preview":"While the switch is the most affordable in terms of price, Nintendo’s pricing on their games is ridiculous with the $80 digital and $90 physical. Plus needing their online subscription to play with an","author":"@RadarMunn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"7c086d03-08ea-43dc-9e0c-25dcadc8f63c","source":"youtube","source_id":"UgxwcDCOARDBmxhOykp4AaABAg","content_type":"comment","title":null,"body_preview":"This is just wrong, PlayStation is not that cheap.","author":"@ThatRedHair69","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"3b1f0130-0e00-4bed-aad4-b622288fe444","source":"youtube","source_id":"UgxX5FBtvpHtRo8vRQh4AaABAg","content_type":"comment","title":null,"body_preview":"“You won’t be needing that disc drive for much longer” 💀","author":"@ShiverStarYT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"d1255ce7-963c-4b21-9ec1-d2dea04a33ab","source":"youtube","source_id":"UgxGKPhuYhJy-dYVSEp4AaABAg","content_type":"comment","title":null,"body_preview":"I love how the steam machine has a Boston accent kinda like scout😂","author":"@notgoodatgaming227","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"e1263bf9-4a17-43e4-bf23-fdc99666402d","source":"youtube","source_id":"Ugw36sUdg-Uwv4dcLrV4AaABAg","content_type":"comment","title":null,"body_preview":"OK, so the Switch 2 is the cheapest console.\n\nBUT... it's like $80 EACH for physical game copies (almost as much for digital copies), PLUS the Switch Online membership if you want access to online mul","author":"@sarahgilliss3503","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"8c458770-3abc-4b2e-8a3e-8cb9981877c4","source":"youtube","source_id":"UgyQ2VM_JThq32qbkYR4AaABAg","content_type":"comment","title":null,"body_preview":"You literally don’t need to pay a subscription for any of the three consoles.","author":"@ilovemusicnbabes1089","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"03f0b406-599e-4503-83aa-08c08385b792","source":"youtube","source_id":"Ugw4fl4URsvpDr64ZM94AaABAg","content_type":"comment","title":null,"body_preview":"The Switch 2 isn’t a real console and it’s not even good.","author":"@WarframestalkerfanCJ","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"31834847-95a1-406d-b685-59bd58e623fe","source":"youtube","source_id":"Ugxqnx30OjK5Y0AF0yR4AaABAg","content_type":"comment","title":null,"body_preview":"If you want a steam mashine just buy one of those micro pcs and use the steamOS. Or even better use linux and sail the 7 seas.","author":"@tanjaadler5139","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"018f6311-4338-40fe-8195-24ad2cc8eba5","source":"youtube","source_id":"FezDNx0vlEs","content_type":"post","title":"The Most Affordable Gaming Device DEBATE ⚖️","body_preview":"XBOX Prices Increase on August 1st 😬 \n\nFull XBOX Blog Post about Price Increases: https://news.xbox.com/en-us/2026/06/25/xbox-console-price-update/","author":"Garett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FezDNx0vlEs"},{"id":"de4a37c2-6a6a-40dc-a1f4-d94515a48f12","source":"youtube","source_id":"UgyFNEkP1fawNr-j2wp4AaABAg","content_type":"comment","title":null,"body_preview":"And then if it didn't work, I thought I used the wrong toothpaste","author":"@02advikawale93","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"49562f93-25fe-449f-8553-f42b852a5ab7","source":"youtube","source_id":"UgzHsy4C42V_KZ7F2Ol4AaABAg","content_type":"comment","title":null,"body_preview":"Kids in 2026:why are you crying \nKids in 2016-2023: 😢","author":"@יהבעוז-כ1ב","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"eeb250bf-1a14-46e3-a554-5c0284ef959f","source":"youtube","source_id":"Ugw1nRJF69pkMyuDLhB4AaABAg","content_type":"comment","title":null,"body_preview":"\"Dang. My phone cracked. If it's still usable, I'm using it for another decade.\"\n                                     -Asian dads","author":"@lalisa_11134","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"8a322ec2-efb8-4b8a-82ce-384644990c52","source":"youtube","source_id":"UgxyNFnKpV2_7GY3UoZ4AaABAg","content_type":"comment","title":null,"body_preview":"I thought he was gonna pull up the Indian guy who has like 1,000 different tutorials on his channel","author":"@PotatoMaster-s7m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"dd26fda3-b4b6-4864-b321-c54eed083497","source":"youtube","source_id":"UgzjUymCq4U1UpG-7jJ4AaABAg","content_type":"comment","title":null,"body_preview":"I actually might have this phone in “ fixing a cracked screen back then” , if it’s an iPod touch","author":"@lenagrammati5203","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"cf638d6b-80d9-41d9-866f-e57913e73407","source":"youtube","source_id":"UgytuvD9QmgDcc-BWx14AaABAg","content_type":"comment","title":null,"body_preview":"Bruh u used the wrong toothpaste thats why it didnt work","author":"@Makhel-l6t","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"0b97596d-3d49-4ee7-8e69-47d0a6de6727","source":"youtube","source_id":"UgwUEVe71U5-7yH9p-J4AaABAg","content_type":"comment","title":null,"body_preview":"Whatever you do don’t follow the tutorial from how to basic","author":"@Jméno.kanálu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"f52694e3-d218-4977-9f5d-af62092f0363","source":"youtube","source_id":"Ugx21ylczJfZmtGC8FR4AaABAg","content_type":"comment","title":null,"body_preview":"Just a reminder I Got cut while spraying the toothpaste over my phone","author":"@MikasNoAura","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"90de298b-3dee-47bf-aa30-3b37535b1909","source":"youtube","source_id":"UgyLy2tmkxSlNuIue5B4AaABAg","content_type":"comment","title":null,"body_preview":"I did this once to my mom's old huawei y6 prime\nHalf the screen became irresponive\nAnd she had to use a 360 auto rotation app to access some apps","author":"@arkzsnix","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"fe5723a3-19ad-453c-a86b-a91c8d83684e","source":"youtube","source_id":"UgwqmdrmjOP1XKjwD6x4AaABAg","content_type":"comment","title":null,"body_preview":"Me too! But here’s a brownie recipe Take 1 cup butter, melt it. Stir in 2 cups sugar. Add 4 eggs, beat well. Mix 1 cup cocoa, 1 cup flour, pinch salt. Combine all, add 2 teaspoons vanilla. Pour in gre","author":"@Mango_muncher","classification":"ai_generated","confidence":0.75,"indicators":["list_heavy_advice","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"2186ccf8-3a39-49f7-826a-10ebe664a4c5","source":"youtube","source_id":"Ugw6APuHknGLw-t320d4AaABAg","content_type":"comment","title":null,"body_preview":"fun fact it mostly works on androids and certain phones that have a plastic screen but also makes lots of microscratches","author":"@_FunniGuyVR_","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","potential_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q-0TTdoaSHc"},{"id":"37b40ecb-50ed-491b-a990-2983b7cbd0fe","source":"youtube","source_id":"Ugw3dhuRGzVM64u1uUN4AaABAg","content_type":"comment","title":null,"body_preview":"Can't wait to buy this. Guess my cars are gonna have to wait.","author":"@JaydenTran-r7i","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"14175111-9026-45be-a578-2bdbe5519e94","source":"youtube","source_id":"UgzA076Qw7qZyOXvog94AaABAg","content_type":"comment","title":null,"body_preview":"$150k well it better have 2000 hz and 32k resolution","author":"@NPCleader","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"527363d8-dcc9-465d-97aa-18384ceaf06b","source":"youtube","source_id":"Ugw4NFz7aUlcN1Ro5eh4AaABAg","content_type":"comment","title":null,"body_preview":"There’s literally no shot that price is appropriate in any time line","author":"@Neozzing","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"f74e8f6b-e95a-4726-8a5d-b2e7ccdd10a3","source":"youtube","source_id":"Ugx_y7hXCJba3fffXUN4AaABAg","content_type":"comment","title":null,"body_preview":"just look at it one more time i think 150k is a perfect price, it's a good budget tv","author":"@randomclips1232","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"3bba6988-5c7e-497f-80d4-e39245411674","source":"youtube","source_id":"UgzEaPaSkfpfKW1X8qV4AaABAg","content_type":"comment","title":null,"body_preview":"Hi Carter I am a big fan of you im subscribed I know your probably not going to see this but my aunt gave me her monitor but when she was taking. It to me she dropped it I was just wondering if I can ","author":"@JtBortters-w8d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"e9e8f191-17ac-4eda-a221-05ec7a18f903","source":"youtube","source_id":"UgwtQNFnj3akFE4RW-F4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe because they have to install a mechanism Carter.","author":"@bathhiraq1562","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"7234e1d5-62f4-44cd-aa8d-1675363bca31","source":"youtube","source_id":"UgwarON450iprYnH1S14AaABAg","content_type":"comment","title":null,"body_preview":"carter barker so in one year i'll get a pc i just have to work at the summer also can you rate my pc i'll be getting myself? \n\n\ncpu: Ryzen 5 5600\nMotherboard: MSI B550M PRO-VDH WIFI\nRAM: G.SKILL Aegis","author":"@Treat-S","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"a0426bda-62df-4eda-8404-e4926da60e61","source":"youtube","source_id":"Ugwj_i0458P3fovBFUp4AaABAg","content_type":"comment","title":null,"body_preview":"THUG SHAKE CARTER ALSO SHLEERP WANTS IT TOO 50k likes  and shleerp will thug shake with you 💀","author":"@calilover10","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"198deebb-48c2-4b3b-a8fc-c059e169df37","source":"youtube","source_id":"UgzWYwEgRq8uvlnaU7d4AaABAg","content_type":"comment","title":null,"body_preview":"Same guy that pulled 100k for some random Tesla thing btw🥹🙏🏻","author":"@Iamlink_4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"9f18a9b4-9312-47ee-bcc2-138e9cb948a7","source":"youtube","source_id":"UgzFW9X511tHheYXH3V4AaABAg","content_type":"comment","title":null,"body_preview":"And it costs like £550 to make it probably in china 😂","author":"@SlowlyCollectYT","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"c2405b94-e9ec-4981-99fa-5d7fa9fb814f","source":"youtube","source_id":"UgxNeNC_wIv-XGykbUl4AaABAg","content_type":"comment","title":null,"body_preview":"Galaxy z fold has been real quiet since this dropped","author":"@KoenCui-pf7mt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"e438d0e0-59cf-4fbc-9ede-3dbc8c1132eb","source":"youtube","source_id":"UgzqG2MpeNw7jkduPVB4AaABAg","content_type":"comment","title":null,"body_preview":"You can buy like 2 corvette stingray 1lt coupes for that price?? Why would anybody choose that over 2 corvettes??","author":"@looooooooooooooooooooongytname","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"c04ced60-762b-4341-a01a-5fbd415f7c1d","source":"youtube","source_id":"Ugx7pELmvr_UIud56Bt4AaABAg","content_type":"comment","title":null,"body_preview":"So why does the TikTok Heart perfectly overlap with the YouTube heart","author":"@therealmaniaofminecraft","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"8fa1d0a4-b70a-4d2d-9103-de6b4d139b78","source":"youtube","source_id":"UgyOGLVzzizOY53N9hp4AaABAg","content_type":"comment","title":null,"body_preview":"I love that it cant cost anywhere close to that price to make. But it looks cool so 10x the price","author":"@bjmm6142","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"e2ac05e7-9ddc-4612-b778-f5c84fc21144","source":"youtube","source_id":"UgzAArXHeTpMgRgMs854AaABAg","content_type":"comment","title":null,"body_preview":"BRO, THAT’S MORE THAN PROBABLY EVERY CAR I HAVE AT MY HOUSE!","author":"@PennsylvaniaWX1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"54680620-a4f2-4f82-851b-4bf987b07cb1","source":"youtube","source_id":"UgxzR-6JLa_bO6DN-g14AaABAg","content_type":"comment","title":null,"body_preview":"For most , yeah that's outrageous. But, not for your Carter.","author":"@warlock8593","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"d986c1a9-2017-4e87-b26e-90bcd3655181","source":"youtube","source_id":"YMacboCuye4","content_type":"post","title":"How expensive is this 115 inch unfolding TV… #c#carterpcstech #tv","body_preview":"How expensive is this 115 inch unfolding TV… #c#carterpcstech #tv","author":"CarterPCs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YMacboCuye4"},{"id":"df579b9d-73c8-45b0-8cb6-b3fdeabdb43a","source":"youtube","source_id":"Ugxa_NjyInMFznxKJ014AaABAg","content_type":"comment","title":null,"body_preview":"\"Yo bro whats that on your arm?\"\n\"Oh its my usb port\"","author":"@ја_сам_србин","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"f616ed9c-c5b8-4106-b55f-040bd98d694d","source":"youtube","source_id":"UgwpxQ52-P9uT7RLV0l4AaABAg","content_type":"comment","title":null,"body_preview":"Plot twist: your phone needs watts and amps, whichs a factor of electricity like volts","author":"@enessmr-lfsuser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"56ef11c9-92b5-451a-9358-3438f5850fbf","source":"youtube","source_id":"UgyiTmC1vcDiS3XO8-B4AaABAg","content_type":"comment","title":null,"body_preview":"Took portable charger to a whole different level 😭✌️","author":"@L-lawliet-j1x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"2777f70b-4216-44e4-80c0-2535242dd264","source":"youtube","source_id":"UgyVHuAp9LovERE4e4F4AaABAg","content_type":"comment","title":null,"body_preview":"\"If u installed a usb port into ur arm\" What a wonderful way to start a conversation, eh zack?","author":"@Gabriel_Gods_Will","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"8b82568f-9a32-49df-85df-7284b476fc71","source":"youtube","source_id":"UgzpzJrJB-4fVy0qBSB4AaABAg","content_type":"comment","title":null,"body_preview":"Imaging keeping someone alive for 2 millions years to see if the phone will actually charge","author":"@thisisLarpamYT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","dry_humor","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"cc2f6963-2a6e-4e61-b72c-99ac2dab2818","source":"youtube","source_id":"UgxRwOp8uN6HGwldord4AaABAg","content_type":"comment","title":null,"body_preview":"Crazy how we can generate more power if we move around.\nOr ride a bicycle.","author":"@Mechanoid","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 13 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JjWxLDAx71g"},{"id":"e2248cc1-f1b5-4773-9d63-04281fc30aaf","source":"youtube","source_id":"UgxlzCC11XuUecawfnN4AaABAg","content_type":"comment","title":null,"body_preview":"Crazy thought. 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Feel like substitutions will be key. 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It's... less awful than I expected. Though in fairness I'm making it do something very simple indeed, I expect I might regret it more if I went harder.","author":"danderson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@danderson/116903614330147580"},{"id":"2359a04c-52af-4d71-8829-dd3d3c6a2665","source":"mastodon","source_id":"hachyderm.io:116903646954922397","content_type":"post","title":null,"body_preview":"I am feeling increasingly radicalised.\n\nNone of our liberal institutions will save us.\n\nOur systems are dedicated to violence against us.\n\nWe have the right to self-defense.","author":"celesteh","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.3895246350152725,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@celesteh/116903646954922397"},{"id":"07eee13d-2072-4d24-a220-edd58b88b8d0","source":"mastodon","source_id":"hachyderm.io:116903656798168461","content_type":"post","title":null,"body_preview":"🎵Pansexual polyamorous quartet 🎵\n#netflixsoundtracksubtitles","author":"ttscoff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3889711698282485,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ttscoff/116903656798168461"},{"id":"fe24044c-873f-4fa0-90fc-ec94cacf3b3c","source":"mastodon","source_id":"hachyderm.io:116903661880550358","content_type":"post","title":null,"body_preview":"More GNOME fun -- I can enable \"unsafe mode\" without user interaction and minimal visual indicators.\n\nGnome's \"unsafe mode\" is intended to be activated explicitly by a user clicking on a \"unsafe-mode\"","author":"whack","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.34651179612279165,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@whack/116903661880550358"},{"id":"923f54ca-45d1-4ea9-98e1-089dbc226048","source":"mastodon","source_id":"hachyderm.io:116903662351808549","content_type":"post","title":null,"body_preview":"My partner has just informed me that people fancy Erling Haaland. Which. Okay. Good for him, honestly.\n\nI mean, last time I checked I did still fancy men but maybe I’m just very bad at it, because I D","author":"astronomerritt","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3530283122106688,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@astronomerritt/116903662351808549"},{"id":"5c38a85c-568e-4445-a81a-d1e97816f6ab","source":"mastodon","source_id":"hachyderm.io:116903673898126933","content_type":"post","title":null,"body_preview":"Huh.  Detecting HDR via `window.matchMedia(\"(dynamic-range: high)\").matches` *seems* to work perfectly in JS, but Shaka-Player doesn't seem to want to follow.\n\nAh!  I had `preferredVideo: { hdrLevel: ","author":"laird","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@laird/116903673898126933"},{"id":"e8ab604b-c55c-4b2a-bdb3-daaf1dd11243","source":"mastodon","source_id":"hachyderm.io:116903681883632963","content_type":"post","title":null,"body_preview":"IMO this should really be handled by default, but it seems to be working well enough.  Of course, this means that I'm going to end up wanting to produce both HDR and SDR videos for practically everyth","author":"laird","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@laird/116903681883632963"},{"id":"a4b65eb4-b48d-4e7d-8746-9c704730521d","source":"mastodon","source_id":"hachyderm.io:116903683768681045","content_type":"post","title":null,"body_preview":"🎵if a dad joke were a sax solo🎵 \n#netflixsoundtracksubtitles","author":"ttscoff","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.3889711698282485,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ttscoff/116903683768681045"},{"id":"7d53104a-c438-4df9-8897-b37fa387ec7f","source":"mastodon","source_id":"hachyderm.io:116903692048508825","content_type":"post","title":null,"body_preview":"Quick Review: Obsession\nObsession\n2026, Curry Barker\n\nMy rating: Loved it!\n\nOne of the best (if not THE best) horror movies I’ve ever seen! Nikki is probably the most terrifying character I’ve seen in","author":"fantinel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_opinion_and_emotion","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@fantinel/116903692048508825"},{"id":"9d307b4f-2e55-4300-ae9d-b7e73e47d675","source":"mastodon","source_id":"hachyderm.io:116903694677814472","content_type":"post","title":null,"body_preview":"One of the weird parts about having a brain on fire is not always knowing the cost in spoons for a thing until you do it, where it may turn out that the initial cost is affordable but there's a hidden","author":"complexmath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@complexmath/116903694677814472"},{"id":"820e0a69-b733-4a43-ac4f-0b0f907d6904","source":"mastodon","source_id":"hachyderm.io:116903698076588343","content_type":"post","title":null,"body_preview":"🎵the way pop rocks sound inside your own head but as an upbeat indie film score 🎵\n#netflixsoundtracksubtitles","author":"ttscoff","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.3889711698282485,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ttscoff/116903698076588343"},{"id":"121e76a5-0d67-4935-8ab5-faeb62dd7ace","source":"mastodon","source_id":"hachyderm.io:116903709343712927","content_type":"post","title":null,"body_preview":"Just par, but it was a tough one for me, so I'm not mad about it.\n\nputt.day #60 ⛳ 13/13 Par\n🟡🟡🟡🟡🟡🟡🟡🟡🟡🟡🟡🟡🟢\nhttps://putt.day/s/yxeKxZ47_nuW","author":"rdp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.3672181002343085,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rdp/116903709343712927"},{"id":"8916db9b-df45-44b3-ad41-434b7e6f3f78","source":"mastodon","source_id":"hachyderm.io:116903712461854100","content_type":"post","title":null,"body_preview":"Here is the new schedule for streams this week! #twitchstreamer #twitch #streamer","author":"catchingfire3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@catchingfire3/116903712461854100"},{"id":"d632644c-16d3-4ba3-bbd1-1edc810ffb57","source":"mastodon","source_id":"hachyderm.io:116903713005952113","content_type":"post","title":null,"body_preview":"🎵as if a million voices cried out in terror, were suddenly silenced, and then a palm muted bridge started 🎵\n#netflixsoundtracksubtitles","author":"ttscoff","classification":"human_created","confidence":0.85,"indicators":["cultural_references","platform_fluency","absence_of_ai_signals"],"bot_score":0.3889711698282485,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ttscoff/116903713005952113"},{"id":"77dda846-9a04-4c6d-824e-c074183f0e02","source":"mastodon","source_id":"hachyderm.io:116903720294246040","content_type":"post","title":null,"body_preview":"I’ve had enough Kinder Bueno. Where’s the Meaner Malo","author":"dluz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@dluz/116903720294246040"},{"id":"f5a8629d-81b7-4753-a750-bdd92fbe5a1f","source":"mastodon","source_id":"hachyderm.io:116903732915719927","content_type":"post","title":null,"body_preview":"the actual count is +50 higher than this because I moved some off of the SD card at the end of the parade to make space for the RAF flyover and incidentals\n\nif you'd asked me last week if a 16 GB SD c","author":"SnoopJ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.32265363227275423,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@SnoopJ/116903732915719927"},{"id":"d914d6cb-6356-45c7-b337-d942dfb7d827","source":"mastodon","source_id":"hachyderm.io:116903737183500788","content_type":"post","title":null,"body_preview":"A Saturday treat for myself—my favorite drink—a dry martini.\n\nI like using a 50/50 blend of American and London Dry gins, and I like it fairly dry, around 6:1 gin to vermouth.\n\nMy go-to American gin i","author":"SamUpstate","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","platform_fluency","self_reference"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@SamUpstate/116903737183500788"},{"id":"1b420793-24af-46ba-bbf9-b485419c6440","source":"mastodon","source_id":"hachyderm.io:116903738286747564","content_type":"post","title":null,"body_preview":"Nope, not working on the test iPad.  My tiny `dynamic-range` check says that the iPad Air is an HDR device.  Entertainingly, Youtube disagrees about that.  I wonder how they're detecting it?","author":"laird","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@laird/116903738286747564"},{"id":"ae72dc0a-dea8-4433-9c07-f87e578402de","source":"mastodon","source_id":"hachyderm.io:116903739486786946","content_type":"post","title":null,"body_preview":"RE: https://nkantar.social/@nik/116901871705027038\n\nThis sounds about right.","author":"sebhans","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@sebhans/116903739486786946"},{"id":"3ce40a6e-a9e7-4908-9753-9dd327c39c8b","source":"mastodon","source_id":"hachyderm.io:116903753425845503","content_type":"post","title":null,"body_preview":"Anderson Swim school in Pacifica has been a good experience for my kids. (Unsolicited endorsement)","author":"clark","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","terse_replies"],"bot_score":0.3744595009305464,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@clark/116903753425845503"},{"id":"dfb70161-3b60-456b-9b46-800845c7dc70","source":"mastodon","source_id":"hachyderm.io:116903759415116544","content_type":"post","title":null,"body_preview":"I finally solved my issues watching the football live on the RTÉ player by using a VPN with exit node in Ireland. I am already using the broadband from Dublin, it shouldn’t change a thing, if anything","author":"Elendol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.36297886899610793,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@Elendol/116903759415116544"},{"id":"bb45f59f-e5b6-4aa6-8bc4-be67ff84b513","source":"mastodon","source_id":"hachyderm.io:116903768868965949","content_type":"post","title":null,"body_preview":"It looks like checking `window.matchMedia(\"(dynamic-range: high)\").matches && screen.colorDepth > 24` gives me reasonable results.  There's no point in trying to display HDR on an 8-bit display.","author":"laird","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@laird/116903768868965949"},{"id":"b657b4a1-eb9f-41a2-ab7b-c9ebe1292ca6","source":"mastodon","source_id":"hachyderm.io:116903782934210989","content_type":"post","title":null,"body_preview":"I'm doing this check at page-load time, when it should *probably* be a bit more dynamic, so it'd switch between HDR and SDR when moving windows between mixed-dynamic-range monitors, but that's more wo","author":"laird","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@laird/116903782934210989"},{"id":"57ba40e5-c2fe-4a0f-aa6a-71fe2b1deaab","source":"mastodon","source_id":"hachyderm.io:116903790451955603","content_type":"post","title":null,"body_preview":"I have fixed a bug in @fediprofile  that prevented to resolve @gotosocial  handles and boost them.\n\nGo and check it out, create an account, report more issues at https://hub.vocalcat.com !","author":"mapache","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mapache/116903790451955603"},{"id":"1e0398b3-d58a-409e-93d8-4f6e9d793cd5","source":"mastodon","source_id":"hachyderm.io:116903792090591771","content_type":"post","title":null,"body_preview":"Okay, now that I've had an hour or two to 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#RingTheBell","author":"linuxandyarn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.3252526530289114,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@linuxandyarn/116903818437268264"},{"id":"f4d77121-ffef-4d62-8820-053e942042d8","source":"mastodon","source_id":"infosec.exchange:116903632977223574","content_type":"post","title":null,"body_preview":"awesome-zk-ai: using agents to monitor proving training and inference techniques \nhttps://github.com/mimoo/awesome-zk-ai","author":"nono2357","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal 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the corner was taken\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903660036876570"},{"id":"92e20843-dab1-4a25-88c5-71f328951c86","source":"mastodon","source_id":"infosec.exchange:116903664248774588","content_type":"post","title":null,"body_preview":"ZerokeyUSB - A portable password and Bitcoin manager for secure, cloud-free credential storage \nhttps://www.crowdsupply.com/depbit/zerokeyusb","author":"nono2357","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal 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FoodNet now only regularly monitors two diseases: Salmonella and Shiga toxin-producing E. co","author":"katrinakatrinka","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@katrinakatrinka/116903671578825325"},{"id":"812b396c-75ff-4ad5-a1b8-516b120d17ff","source":"mastodon","source_id":"infosec.exchange:116903671883963901","content_type":"post","title":null,"body_preview":"as  I expected - Haaland pushes his opponent before the ball is played.\n\nDisallowed\n\n1-1\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903671883963901"},{"id":"b33a96a2-b20a-46c9-ab76-5d8ff91938f2","source":"mastodon","source_id":"infosec.exchange:116903678331036552","content_type":"post","title":null,"body_preview":"There was a block garage sale going on at my uncles, I took some stuff in and did some neighborhood browsing. Found this in a box of stuff for $10, I think it will turn into a great generic controller","author":"RueNahcMohr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.41083065481341596,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@RueNahcMohr/116903678331036552"},{"id":"557fb070-10bc-45af-87ce-d521598b3dfc","source":"mastodon","source_id":"infosec.exchange:116903698785762270","content_type":"post","title":null,"body_preview":"We’re still tied? Just kick the ball and score!\n\n5yo wisdom #worldcup","author":"ckure","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ckure/116903698785762270"},{"id":"44e897fe-a53d-4bd0-a586-8f907c456ca5","source":"mastodon","source_id":"infosec.exchange:116903705219507573","content_type":"post","title":null,"body_preview":"how this game has turned. It started off with England dominance, but the third quarter Norway is the team with most of the initiative and the more dangerous chances\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903705219507573"},{"id":"b4f5db62-940a-4c9d-8a3e-75d4c8174c39","source":"mastodon","source_id":"infosec.exchange:116903707227140293","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//wallet-token-fix[.]web[.]app/\n 🧬 Analysis at: https://urldna.io/scan/6a5284ad3b77500009eb9357\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_action_oriented"],"bot_score":0.3969380771358484,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116903707227140293"},{"id":"489a326e-ba79-4369-af3b-1ce9829eedda","source":"mastodon","source_id":"infosec.exchange:116903710083770637","content_type":"post","title":null,"body_preview":"LeetGPU - The GPU Programming Platform \nhttps://leetgpu.com/challenges","author":"nono2357","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@nono2357/116903710083770637"},{"id":"8c98ee67-b550-444a-aeb8-382699648f1e","source":"mastodon","source_id":"infosec.exchange:116903720116702656","content_type":"post","title":null,"body_preview":"#Selfhosting life hack\n\nDocument the fuck out of your setup.\nIve just spend 15 minutes finding where one of my Zone managers is (They merged with another firm)","author":"n_dimension","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.41435943117318735,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/116903720116702656"},{"id":"8054fe9e-7709-405d-a533-d254a086ee3f","source":"mastodon","source_id":"infosec.exchange:116903725201024525","content_type":"post","title":null,"body_preview":"why on erf would I sell my account? i follow all my friends on here -_-","author":"catsalad","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.35300486170398665,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@catsalad/116903725201024525"},{"id":"2ed7ff33-5fb7-4b27-bd7d-49b61f549824","source":"mastodon","source_id":"infosec.exchange:116903744960416213","content_type":"post","title":null,"body_preview":"ALMOST for Norway... header hits the cross bar, but the followup doesn't go anywhere\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903744960416213"},{"id":"3cabedbf-a081-46ea-b462-dcf304713bda","source":"mastodon","source_id":"infosec.exchange:116903753881948293","content_type":"post","title":null,"body_preview":"Sysdig clocks first documented case of agentic ransomware https://cyberscoop.com/sysdig-judepuffer-ai-agentic-ransomware-attack/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38639726383651846,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116903753881948293"},{"id":"173b800a-a7ea-4d55-b25e-254a0182e6aa","source":"mastodon","source_id":"infosec.exchange:116903755816650182","content_type":"post","title":null,"body_preview":"Today I was seconds away from suffocating (and I don't even want to go into details, but it was due to one of my health problems). Autoimmune diseases progress inexorably, and one day you realize that","author":"bughuntercat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@bughuntercat/116903755816650182"},{"id":"394c65ab-673b-4011-9239-94b53025388e","source":"mastodon","source_id":"infosec.exchange:116903763760852467","content_type":"post","title":null,"body_preview":"I'm resigned to us losing this. The players look dead on their feet.\n\n#worldCup","author":"davep","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3126169834315537,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@davep/116903763760852467"},{"id":"57519280-e6cd-407e-9ec2-06164e617137","source":"mastodon","source_id":"infosec.exchange:116903775489367581","content_type":"post","title":null,"body_preview":"Had the great pleasure to attend the first viewing over here on the European mainland. Brilliant documentary, covering the entire gamut of the good, the bad, and the ugly of AI, as well as what we mig","author":"caranea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@caranea/116903775489367581"},{"id":"0de2bda5-833b-4d39-9025-21b28375de75","source":"mastodon","source_id":"infosec.exchange:116903778530261263","content_type":"post","title":null,"body_preview":"#Claude code workflow;\n\nRewrite config files - No prompt\nCreate crucial code - No prompt\nDo some mystery shenanigans with sudo equivalents - No prompt\n\nCURLY BRACKETS!!! OH MY GOD!!!!! ARE YOU SURE YO","author":"n_dimension","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.41435943117318735,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/116903778530261263"},{"id":"a0d8c057-8a20-4208-8277-19712d347a41","source":"mastodon","source_id":"infosec.exchange:116903781596018696","content_type":"post","title":null,"body_preview":"i know it is hot and muggy in Miami but the pace of this game has gone to syrup\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903781596018696"},{"id":"07cd0e55-a743-41fe-a8a7-72b39cdd3298","source":"mastodon","source_id":"infosec.exchange:116903784640586451","content_type":"post","title":null,"body_preview":"Anybody up for some Russian roulette 2026 version? #cyclosporiasis","author":"krypt3ia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@krypt3ia/116903784640586451"},{"id":"9c0ff583-2335-463d-813b-97ca04f4b602","source":"mastodon","source_id":"infosec.exchange:116903785452803055","content_type":"post","title":null,"body_preview":"Where is my dopamine over-saturation?\nI was told there would be dopamine over-saturation while I doom scroll !!!","author":"n_dimension","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.41435943117318735,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/116903785452803055"},{"id":"34bd80ca-4e6e-4dec-bd61-6098155d2b97","source":"mastodon","source_id":"infosec.exchange:116903790602050273","content_type":"post","title":null,"body_preview":"RE: https://live.acarsdrama.com/@acarsdrama/116903767387392160\n\nIT IS STILL GOING","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903790602050273"},{"id":"b90a0e27-e09f-4b5e-abf8-402159c90eae","source":"mastodon","source_id":"infosec.exchange:116903794505070485","content_type":"post","title":null,"body_preview":"Ya know, we could re-make and update “Escape from New York” by casting Kurt’s son…","author":"krypt3ia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@krypt3ia/116903794505070485"},{"id":"a06e4183-db26-439a-8d08-93b09723570d","source":"mastodon","source_id":"infosec.exchange:116903807698184201","content_type":"post","title":null,"body_preview":"Me: WHY IS MY QUERY TAKING SO FUCKING LONG YOU DUMB CLANKER?\n\nClanker: Well, you dumb bag of dirty water, you did buy the cheapest and smallest machine you could not afford, not my fucking fault. Go a","author":"n_dimension","classification":"human_created","confidence":0.95,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","original_commentary"],"bot_score":0.41435943117318735,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/116903807698184201"},{"id":"88c692d3-a25b-41d0-a61a-7880e6734942","source":"mastodon","source_id":"infosec.exchange:116903818299375047","content_type":"post","title":null,"body_preview":"I'm strongly considering selling my PS Vita, my original Nintendo 3DS, and my first gen Nintendo Switch to pick up an AYN Thor. I never use any of them, and I know that a Thor would definitely get som","author":"zak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.3578687359665784,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@zak/116903818299375047"},{"id":"74796129-55ec-4d63-9d87-129384869bab","source":"mastodon","source_id":"infosec.exchange:116903825063941848","content_type":"post","title":null,"body_preview":"ASN: AS55850\nLocation: Auckland, NZ\nAdded: 2026-07-09T12:37\n\n#shodansafari #infosec","author":"shodansafari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116903825063941848"},{"id":"85d6488c-f8eb-406e-9301-bac88f648ed4","source":"mastodon","source_id":"infosec.exchange:116903825167228417","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//docs[.]google[.]com/presentation/d/e/2PACX-1vSm6bKZs6ZMnHX9DFuXMSw39bMxyRu6jWAD0oCQ_RHcKxcPuFYqivQ8CaLUrt7BIvmgH3cEsX_q2UO-/pub?start=false&amp;loop=false&amp;dela","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3969380771358484,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116903825167228417"},{"id":"a8958139-699a-41f5-bce6-e3c6261385bc","source":"mastodon","source_id":"infosec.exchange:116903825233476122","content_type":"post","title":null,"body_preview":"this looks like it's going extra time. England looks flat. Norway looks gassed, too, and saving energy\n\n#NORENG #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116903825233476122"},{"id":"11b6f7c6-414a-4959-9f7a-539f83978c90","source":"mastodon","source_id":"fosstodon.org:116903337360553465","content_type":"post","title":null,"body_preview":"It's Norway v England in what feels like the championship game for Norway.\n\nCan Norway pull it off?\n\nGame starts at 5:00 p.m. ET at the Hard Rock Stadium in Miami.\n\nGo Norway.\n⚽️️️️️️️️️️️ 🇳🇴 \n#WorldC","author":"AkaSci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903337360553465"},{"id":"3a73dd77-b7c6-4e25-a04f-92c3b7817a6a","source":"mastodon","source_id":"fosstodon.org:116903354807731415","content_type":"post","title":null,"body_preview":"AxonSDK (1.0.1) by AXON Team\n\n➡️ https://github.com/chijesusboy2004-crypto/AxonSDK\n\nClient SDK library for AXON IoT Platform connecting ESP32 to database gateway.\n\n#ArduinoLibs #ArduinoLibraries","author":"arduinoLibs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.36481282479987065,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116903354807731415"},{"id":"629a459e-d946-4d0a-85f1-31d04af0e113","source":"mastodon","source_id":"fosstodon.org:116903361917375903","content_type":"post","title":null,"body_preview":"(Paywall) Let's be honest, the last person I would want advice about AI morality from is Alex Karp. Maybe he could clean up his own espionage business first.\n#AI #data\nhttps://www.wsj.com/tech/ai/alex","author":"kdkorte","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply","absence_of_ai_signals"],"bot_score":0.2830532118025597,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kdkorte/116903361917375903"},{"id":"d6d49fc4-1159-4595-88b0-f2fbb55e0244","source":"mastodon","source_id":"fosstodon.org:116903364317412856","content_type":"post","title":null,"body_preview":"Every single piece of audio gear I actually want to buy is ruinously expensive.\n\nOxi Instruments One MkII £698\n\nErica Synths Steampipe £980\n\nLinnstrument 128 £1,000\n\nRoland TR-1000 £2,280","author":"digitalstefan","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","genuine_specificity","platform_fluency"],"bot_score":0.3783365549780868,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@digitalstefan/116903364317412856"},{"id":"2d6976b2-cc24-4bc9-99a4-0e5adccd0eab","source":"mastodon","source_id":"fosstodon.org:116903385235829170","content_type":"post","title":null,"body_preview":"The reason I say this is cause under macOS, there are special flags in the shipped ls that do macOS-specific things (extended attributes, for example) and you want the shipped ls to deal with it.","author":"yakkoj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3319751301081025,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116903385235829170"},{"id":"cc11b1d5-04ba-4976-9eeb-ec0779920332","source":"mastodon","source_id":"fosstodon.org:116903398914937622","content_type":"post","title":null,"body_preview":"Apparently macOS root user still uses a variant of bash that calls itself /bin/sh\n\nSo I had to hack .bashrc to give the correct LS_OPTIONS so I'd at least get colored entries\n\nMy normal user was switc","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.3319751301081025,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116903398914937622"},{"id":"aa155533-cbdc-4b07-a3a3-f9d73b496d18","source":"mastodon","source_id":"fosstodon.org:116903452996426754","content_type":"post","title":null,"body_preview":"Oh sweet. \n\n> New Evangelion Anime By Nier Creator Yoko Taro Officially in the Works\nhttps://gamerant.com/new-evangelion-anime-series-yoko-taro-nier-creator/","author":"rijnhard","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rijnhard/116903452996426754"},{"id":"43cff220-dbf5-409f-8105-0288517002ce","source":"mastodon","source_id":"fosstodon.org:116903455572426849","content_type":"post","title":null,"body_preview":"For the first time in a decade I had to spend some time on Facebook today.. and let me tell you, there's no hope for boomers.","author":"Gina","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Gina/116903455572426849"},{"id":"46a616d8-51cb-4760-a21f-79e92c7cc8a1","source":"mastodon","source_id":"fosstodon.org:116903482505047600","content_type":"post","title":null,"body_preview":"Part of the upcoming release of #rayshader 1.0 is a complete overhaul of water meshing, allowing for multiple user-defined regions/elevations. But doing this properly on an arbitrary mesh is hard, esp","author":"tylermorganwall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@tylermorganwall/116903482505047600"},{"id":"3a5b7535-e81c-49d0-9862-b52eb7397479","source":"mastodon","source_id":"fosstodon.org:116903483032049001","content_type":"post","title":null,"body_preview":"\"CSS Scroll-Spy Timeline Navigation\" by Paul\n\nhttps://codepen.io/editor/Maseone/pen/019ec283-e15f-754e-9e21-8f345fc2f4df","author":"codepen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@codepen/116903483032049001"},{"id":"e0950902-3631-40f6-9247-8179625428cd","source":"mastodon","source_id":"fosstodon.org:116903491956382258","content_type":"post","title":null,"body_preview":"At the 30 minute mark, score remains 0-0.\n\nTime of possession: England 71%\n\nGo Norway.\n⚽️️️️️️️️️️️️ 🇳🇴 \n\nFollow the action at https://www.theguardian.com/football/live/2026/jul/11/norway-v-england-wo","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903491956382258"},{"id":"c69e380a-f080-4a75-bfb6-7ddda8b2828e","source":"mastodon","source_id":"fosstodon.org:116903523631249935","content_type":"post","title":null,"body_preview":"Norway strikes first. Beauty of a goal by Andreas Schjelderup.\n\nShot from far left, swerved away from the goal-keeper, struck the right goal post and darted into the net.\n\nGo Norway.\n⚽️️️️️️️️️️️️️ 🇳🇴","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903523631249935"},{"id":"21b5dda7-8755-48f4-9bbd-c056f52e53e9","source":"mastodon","source_id":"fosstodon.org:116903539614963941","content_type":"post","title":null,"body_preview":"Help me find again that spider moments compilation from #emfcamp?","author":"autkin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.37760290722185147,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@autkin/116903539614963941"},{"id":"8080bd14-1cc5-4610-852c-864c8d155fea","source":"mastodon","source_id":"fosstodon.org:116903560693060217","content_type":"post","title":null,"body_preview":"England equalizes 🙁 \nGoal by Jude Bellingham.\nScore: 1-1 at halftime\n\nGo Norway.\n⚽️️️️️️️️️️️️️️ 🇳🇴 \n#WorldCup \n27/n","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903560693060217"},{"id":"3cde3585-af48-4456-93d1-1fddfe49b013","source":"mastodon","source_id":"fosstodon.org:116903590632774681","content_type":"post","title":null,"body_preview":"VLCB (3.0.0) by Sven Rosvall\n\n➡️ https://github.com/SvenRosvall/VLCB-Arduino\n\nLibrary for VLCB\n\n#ArduinoLibs #ArduinoLibraries","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.36481282479987065,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116903590632774681"},{"id":"c85e5843-b471-4740-a920-18483d8d05d9","source":"mastodon","source_id":"fosstodon.org:116903596181060799","content_type":"post","title":null,"body_preview":"DuckDuckGo Browser can now block video ads, including YouTube's\n\nRead More: https://www.engadget.com/2209932/duckduckgo-browser-can-now-block-video-ads-including-youtubes/","author":"motang","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.39262440465888243,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal 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bluesky for less than 10 dollars","author":"andresitorresm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3527867061775025,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@andresitorresm/116903599098184015"},{"id":"6cf1ffda-86fb-4159-9b8c-2a9b3801eee2","source":"mastodon","source_id":"fosstodon.org:116903666017635476","content_type":"post","title":null,"body_preview":"FCC approves test of space mirror to light night sky | Hacker News\nhttps://news.ycombinator.com/item?id=48871367","author":"rfc2549","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3647267533341767,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal 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going to have to start posting adult content.\n\nPlease check in tomorrow to learn about heartburn and back pain.\n\n#dadJoke","author":"bjb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@bjb/116903681497707473"},{"id":"b0a7a2c4-d48c-46e7-a318-0dc1c94c5e16","source":"mastodon","source_id":"fosstodon.org:116903700998737571","content_type":"post","title":null,"body_preview":"I really want to go get some Tex-Mex, but this England-Norway game has me 👀","author":"kati","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.308232715260413,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal 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England host the second-half snacks, and they serve up some vindaloo cooking sauce. Keith Allen and Cheese Guy from Blur","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903725242430751"},{"id":"87fe93f8-d2dd-4fb2-abab-591e493b6eb7","source":"mastodon","source_id":"fosstodon.org:116903736931738406","content_type":"post","title":null,"body_preview":"According to the USA Gov, Linux usage is at 5.8%\n\nIn addition to Pornhub and Steam, the USA government tracks platform usage as well. Plotted here and updated monthly:\n\nhttps://github.com/CodebergIsBe","author":"Logical_Error","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.34984311842753363,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Logical_Error/116903736931738406"},{"id":"7fa00206-4632-4d62-ba45-3c36a180c749","source":"mastodon","source_id":"fosstodon.org:116903766213567841","content_type":"post","title":null,"body_preview":"‘R CMD build’ now excludes an obsolete ‘data/datalist’ file when the package uses ‘LazyData’.\nhttps://developer.r-project.org/blosxom.cgi/R-devel/NEWS/2026/07/11","author":"R_devs_news","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@R_devs_news/116903766213567841"},{"id":"39d483ae-332a-4558-ad3a-369b19721f54","source":"mastodon","source_id":"fosstodon.org:116903766232339392","content_type":"post","title":null,"body_preview":"‘tools::texi2pdf()’ now reports BibTeX warnings; in particular, missing references are now noted by ‘R CMD check’ when re-building PDF vignettes.\nhttps://developer.r-project.org/blosxom.cgi/R-devel/NE","author":"R_devs_news","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@R_devs_news/116903766232339392"},{"id":"15e75c36-ed1c-4232-b7e6-532b55e154fc","source":"mastodon","source_id":"fosstodon.org:116903766253607584","content_type":"post","title":null,"body_preview":"In ‘nls’, follow suggestion by Ben Bolker to reorder named vectors for ‘lower’ and ‘upper’ arguments to match names of coefficients (PR#18415).\nhttps://developer.r-project.org/blosxom.cgi/R-devel/NEWS","author":"R_devs_news","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@R_devs_news/116903766253607584"},{"id":"5b093caa-1ead-4d74-adc1-a852794d9e9d","source":"mastodon","source_id":"fosstodon.org:116903766267589990","content_type":"post","title":null,"body_preview":"Fix for PR#19100: ‘seq.int’ was not handling non-vector ‘along.width’ arguments properly. Thanks to Mitchell O'Hara-Wild.\nhttps://developer.r-project.org/blosxom.cgi/R-devel/NEWS/2026/07/11","author":"R_devs_news","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@R_devs_news/116903766267589990"},{"id":"c409564e-bab3-4e9b-ab1b-3f94e54a6741","source":"mastodon","source_id":"fosstodon.org:116903776188406579","content_type":"post","title":null,"body_preview":"\"Mr. Rubio has become the de facto viceroy of Venezuela.\n\nRubio now effectively controls Venezuela’s finances, the distribution of its natural resources and its govt.\n\nThe U.S. Treasury receives the r","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","hashtag_usage","original_commentary_around_quote"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116903776188406579"},{"id":"fb484a46-c6a7-4408-bac8-3834868854e5","source":"mastodon","source_id":"fosstodon.org:116903798821748971","content_type":"post","title":null,"body_preview":"Not much of an IPA drinker but buddy gave me a six pack of this for helping tow his car. \n\nReally not bad at all for an IPA though \n\n#TootYourBrew","author":"rridley","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.3538982920456061,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rridley/116903798821748971"},{"id":"8497cd85-fbd8-4436-b302-673f87a24de9","source":"mastodon","source_id":"fosstodon.org:116903810230112187","content_type":"post","title":null,"body_preview":"https://www.nytimes.com/2026/07/10/climate/fcc-space-mirror.html?unlocked_article_code=1.w1A.gq9q.jiOlyH__MY3v&smid=nytcore-ios-share","author":"fullyabstract","classification":"human_created","confidence":0.7,"indicators":["link_sharing","absence_of_ai_signals"],"bot_score":0.35029216330972,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@fullyabstract/116903810230112187"},{"id":"8f576a9a-089b-4105-a780-5728475d0d48","source":"mastodon","source_id":"fosstodon.org:116903813253334473","content_type":"post","title":null,"body_preview":"Norway should win this, but if they will not use their chances soon, it will go as always, and #England will win by an individual performance. Time to use one of your expected goals, #Norway! #noreng ","author":"sehdorn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","imperfect_expression"],"bot_score":0.3336431743999341,"content_class":null,"collected_at":"Sat Jul 11 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@sehdorn/116903813253334473"},{"id":"092da7b8-d207-40ce-9e34-14652f7858a9","source":"steam","source_id":"steam:229448804","content_type":"review","title":null,"body_preview":"I really enjoyed the game and had plenty of fun but I can't recommend a game when the last news the dev put out was a teased udpate/rework almost 2 years ago and has abandoned the game.","author":"GothyMcEdgeLord","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067002197/recommended/"},{"id":"08c93a8b-ef57-4f95-926f-381edfa385cb","source":"steam","source_id":"steam:229466619","content_type":"review","title":null,"body_preview":"This is the first videogame in my memory that was physically painful to play.\r\n\r\nNot having an auto-fire option was a deliberate choice, and I genuinely cannot figure out the motivation behind it. The","author":"Grand","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024168427/recommended/"},{"id":"b289b61b-6056-4a82-b78c-5dd2aec268e4","source":"steam","source_id":"steam:229472899","content_type":"review","title":null,"body_preview":"100%ing this game even while editing the save files to unlock everything faster was SO BORING. It took me like 60 hours or something–a bunch of it was played offline so I'm not sure. \r\n\r\nSometimes it ","author":"the_useless_cake","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199052432274/recommended/"},{"id":"1fdb2e3d-9e1b-4f14-bfbb-59f989905d34","source":"steam","source_id":"steam:229777392","content_type":"review","title":null,"body_preview":"This game could be fun. But it is massively hindered by visibility issues in my opinion.\n\nThere is a severe lack of visibility/accessibility options. In certain builds you cant see anything on the scr","author":"geedaug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029960060/recommended/"},{"id":"8a7beb54-6bd5-4f2e-bbe7-4826fd5b3044","source":"steam","source_id":"steam:230039560","content_type":"review","title":null,"body_preview":"Im shutting the computer down, before i become too powerful","author":"n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199225729720/recommended/"},{"id":"f55306bb-d1a5-4052-9998-618c9bf617b7","source":"steam","source_id":"steam:230039966","content_type":"review","title":null,"body_preview":"if you need a chill cozy game after a full 10h shift this the game for you","author":"Jess","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198152802220/recommended/"},{"id":"90342158-01ca-4c3d-99a2-dbfe34ab243d","source":"steam","source_id":"steam:230047241","content_type":"review","title":null,"body_preview":"I can't play this, start it 5 times all the tries cannot make myself stomach the boring-ass generic looking environment, cluncky scripted combat and movement, also cannot see any opportunity for movem","author":"Ivor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198992390679/recommended/"},{"id":"adc940ae-b0bc-4e1f-b7cc-8c3276ffbf53","source":"steam","source_id":"steam:230058181","content_type":"review","title":null,"body_preview":"I really liked this game's combat mechanics. At first, I thought using just a single katana would get boring, but as I progressed through the game, I unlocked many prosthetic tools and skills that mad","author":"Hemanth Rao","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752510512/recommended/"},{"id":"9cbdaea3-855d-44e8-b02d-a8fb297f25af","source":"steam","source_id":"steam:230068334","content_type":"review","title":null,"body_preview":"Difficult to learn easy to master 10/10 addicting gameplay","author":"Stone","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198970308989/recommended/"},{"id":"f70db873-b321-486d-9818-b31ef1a3ece6","source":"steam","source_id":"steam:230070359","content_type":"review","title":null,"body_preview":"it is good but hard i liked it\r\ntop 3 games for me","author":"yassin67611","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198689147964/recommended/"},{"id":"dfd3b931-1d45-4b59-a68d-2a97782f87cf","source":"steam","source_id":"steam:230071709","content_type":"review","title":null,"body_preview":"Cool ninja game, great combat music bosses world weapons story characters visuals and style. And amazing bosses, the best bosses you will ever fight in a game. The start of the game actually has a wei","author":"852901","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102538699/recommended/"},{"id":"5dfd9035-0bb1-4653-a064-befecfe8dbef","source":"steam","source_id":"steam:230072509","content_type":"review","title":null,"body_preview":"cool main character, \r\nbeautiful atmosphere, \r\nbeautiful world traversal with the grapple tool\r\ndeep, funny (and difficult) combat system","author":"advance467","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992811503/recommended/"},{"id":"eb96e450-1c1e-47e5-96b4-06b44cc9c6d6","source":"steam","source_id":"steam:229975057","content_type":"review","title":null,"body_preview":"Amazing game. I knew this for a long time, but this grungy, overdetailed graphics made my eyes bleed each time I tried to comfort myself inside more or less big factory. Glad I ploughed through it fro","author":"mazatracker","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197987781792/recommended/"},{"id":"7ad7db46-0ab5-4cc5-8e88-3bcb229e7cf5","source":"steam","source_id":"steam:229986016","content_type":"review","title":null,"body_preview":"genuinely one of the best games i have ever played even better then dark souls 2 please buy this game if you don't have the desire to go outside or shower thanks.","author":"camera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198130436967/recommended/"},{"id":"51c7141e-7187-461e-8617-fdf2f04e3173","source":"steam","source_id":"steam:229987022","content_type":"review","title":null,"body_preview":"its so ♥♥♥♥♥♥♥ good please buy it RIGHT now\r\nEven more fun with friends (preferably competent, but not strictly necessary)\r\nEven runs well on a ♥♥♥♥♥♥♥ like mine (More CPU intensive than GPU intensive","author":"Zach the Fishbowl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199077759364/recommended/"},{"id":"c97ba7e2-6749-4a5d-b063-e26e2ebaaa70","source":"steam","source_id":"steam:229993558","content_type":"review","title":null,"body_preview":"There should probably be some kind of warning label on this game. Like the time warp thing can really mess your life up. You fire up the game, start tinkering with your battery production, and bam its","author":"Will Pie","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198826464581/recommended/"},{"id":"de93fd3d-6b24-4b67-a794-eadef2f6e75b","source":"steam","source_id":"steam:229999280","content_type":"review","title":null,"body_preview":"I can't explain the way this game sucks you in and holds you hostage. The factory must grow.\r\nKids to take care of?\r\nThe factory must grow.\r\nWife is hungry?\r\nThe factory must grow.\r\nWork?\r\nThe factory","author":"Firefly333","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198101051663/recommended/"},{"id":"0c662681-dacb-430d-986c-c15a0fc7b39c","source":"steam","source_id":"steam:230006484","content_type":"review","title":null,"body_preview":"spawned in a desert, was under constant attack from alien murder bugs. sealed myself in a box. ran on coal power for to long ran out of coal switched to solid fuel. learned the hardway what \"power dea","author":"pigfeathers","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions","genuine_specificity","strong_opinions","self_reference","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198090121855/recommended/"},{"id":"9af28c48-5158-4986-b455-e266f46ef32d","source":"steam","source_id":"steam:230014302","content_type":"review","title":null,"body_preview":"başla geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş  geliş","author":"DIGGI ZIRVEDE","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198311917518/recommended/"},{"id":"ceb68f13-70ba-47a1-ae58-a86bd96c9aa4","source":"steam","source_id":"steam:230018768","content_type":"review","title":null,"body_preview":"300 hours. And honestly? That's barely past the tutorial. That's just the point where I stopped feeling like a total noob and started realising that trains don't have to be straight lines.\n\nFactorio i","author":"cold","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198118998863/recommended/"},{"id":"5dfbeb7f-aa92-485e-a49a-f99b1aeaafb7","source":"steam","source_id":"steam:230028084","content_type":"review","title":null,"body_preview":"balatro sucks when you get to gold stake difficulty. i love it so much","author":"frickols","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198810521427/recommended/"},{"id":"738870b1-f907-49d6-a8c3-42ad41827c58","source":"steam","source_id":"steam:230034125","content_type":"review","title":null,"body_preview":"This game is really fun but can induce rage and frustruration, causing me to not play this game much. The game hasn't updated so it isn't fun anymore","author":"pleasegivemercy123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199560154022/recommended/"},{"id":"79482f32-8769-4ce2-adc7-36d34467c75c","source":"steam","source_id":"steam:230039632","content_type":"review","title":null,"body_preview":"I like that you can start and pause games to play in your own time.","author":"JoesProfile","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199094651044/recommended/"},{"id":"ada5a432-d4fa-46b5-b15c-5a802c3851e0","source":"steam","source_id":"steam:230054667","content_type":"review","title":null,"body_preview":"GAMBLING GAMBLING GAMBLING GAMBLING GAMBLING GAMBLING\r\n10/10 peak poker game.","author":"Alexinfinity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5444683034941619,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198936373055/recommended/"},{"id":"e801aa5a-6af5-45f5-8522-dcbd0af2bace","source":"steam","source_id":"steam:230061672","content_type":"review","title":null,"body_preview":"Fun for the first 2 minuets till you see that 90% of the jokers are useless and almost none of them give you the x multiplier needed to win later rounds. Not even a true roguelike in the sense that th","author":"NomadActual","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992463558/recommended/"},{"id":"0f8fbb89-38cb-46cb-a5b9-c3561f161df6","source":"steam","source_id":"steam:230005570","content_type":"review","title":null,"body_preview":"The game was fun until that mf monke and that pickle dinosaur showed up","author":"Vanskuy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199533632901/recommended/"},{"id":"d40947f0-aba2-4ead-8486-d7b9dbb6533f","source":"steam","source_id":"steam:230012803","content_type":"review","title":null,"body_preview":"this game makes me want to end my life. (do go play its good i just wrote negative because why not)","author":"Miros Bird","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199380145317/recommended/"},{"id":"42080834-cdce-4b7d-9713-98c26b5efdf8","source":"steam","source_id":"steam:230014612","content_type":"review","title":null,"body_preview":"Great game one of the best places to jump into the franchise.","author":"Nova★","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198282048262/recommended/"},{"id":"110063a7-0f8c-49e3-bdc7-0f22090fd3b6","source":"steam","source_id":"steam:230016814","content_type":"review","title":null,"body_preview":"lawan fatalis enak lawan alatreon enak user long sword gapapa asal jangan greatsword user great sword anjenk","author":"kimetsu anime terbaik","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199417882589/recommended/"},{"id":"d52ca6ed-95cc-4253-92e7-20ce000e0c78","source":"steam","source_id":"steam:230022377","content_type":"review","title":null,"body_preview":"Still the GOAT. MHW was just about perfect. Everything that followed, even its own expansion just tries to make the game faster, more busy, more convenient. I think Monster Hunter has suffered from ev","author":"DrKrunkenstein","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197962499644/recommended/"},{"id":"cc583e04-bb0d-45b9-9997-6a74abf29be8","source":"steam","source_id":"steam:230030218","content_type":"review","title":null,"body_preview":"Clunky combat, dodges don't even dodge, feels way to frustrating to continue.\r\nGuardian Armor should never have been in the game! The UI looks like it was made by a ♥♥♥♥♥♥, and the story is an absolut","author":"Still waters","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198036068830/recommended/"},{"id":"005f5bd2-f6b8-4a1a-bf75-81f8270d133e","source":"steam","source_id":"steam:230034491","content_type":"review","title":null,"body_preview":"Good game, I love Radobaan, it's so cute, I hate Diablos and Rathalos, paguntugin ko silang dalawa.","author":"Shawarma","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199211243132/recommended/"},{"id":"219dbcb1-7e2e-4a93-89f7-807fcd988632","source":"steam","source_id":"steam:230057927","content_type":"review","title":null,"body_preview":"No, had to download it and paly to complete a contract that unlocks a skin in arc raiders. Never gonna play it again. Waste of art and assets.","author":"Solo Wing","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198137089597/recommended/"},{"id":"ffcce726-5a53-4830-911b-c58b099607bb","source":"steam","source_id":"steam:230057973","content_type":"review","title":null,"body_preview":"this was a cool fame that had a lot of interesting content.","author":"SlimmerAlpaca11","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199210869170/recommended/"},{"id":"4fb41019-abff-4f99-ad4c-a89caa0b21bb","source":"steam","source_id":"steam:230058952","content_type":"review","title":null,"body_preview":"Balance team, has no idea what they are doing. 1300 hours, and they got progressively worse. Melee update is just terrible. Remove 1 dash from lights witch just makes them squishier, and makes it even","author":"coelhopedro18","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience_claim","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197994962379/recommended/"},{"id":"9ff5358d-792c-486b-9606-0cb3f4b8054d","source":"steam","source_id":"steam:230059610","content_type":"review","title":null,"body_preview":"This game has some very refreshing content and nice gameplay loop","author":"utahwilson","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199806015349/recommended/"},{"id":"c23f50cb-3cf1-4b10-a440-1cea89b0f491","source":"steam","source_id":"steam:230059759","content_type":"review","title":null,"body_preview":"Pretty fun but meele range and deflecting bullets should be nerfed","author":"Equinox516","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199226986711/recommended/"},{"id":"185abff3-612e-4e58-99b7-9abde933aafc","source":"steam","source_id":"steam:230059903","content_type":"review","title":null,"body_preview":"New season (11) just started so the game's enjoyable stuff is completely overshadowed by the cheaters that infest the game due to it being a free to play","author":"RiskWars","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197994780013/recommended/"},{"id":"87941312-967d-4495-96c3-b4558d279b26","source":"steam","source_id":"steam:230060428","content_type":"review","title":null,"body_preview":"Forced to play this horrendous game in order to obtain a dope skin for Arc Raiders... And it is really everything I hate in a game. Fast paced, chaos, long cutscenes between menus you cannot skip. Abs","author":"Ouchmousie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198045885898/recommended/"},{"id":"ac17af65-6559-4d8c-a902-536aad3f8047","source":"steam","source_id":"steam:230061532","content_type":"review","title":null,"body_preview":"The devs have been great at supporting this game over the years. The fun, destructive arenas are the crown jewel of the game. Mostly typical FPS expectations with 3 classes - Light, Medium, and Heavy,","author":"Verdict","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046102759/recommended/"},{"id":"98d09a5d-b7b7-4d5b-a62b-6a56fe58bda4","source":"steam","source_id":"steam:230062248","content_type":"review","title":null,"body_preview":"yo this game is ♥♥♥♥ fam, the ttk is way too long fam, the heavy weapons are pea shooters. fam. COD has better ttk fam. and remove the melees fam, those are ♥♥♥♥♥♥ fam (british)","author":"Saint Bricklas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198805143228/recommended/"},{"id":"08a3e0c4-1c5d-47b8-b3b7-f8265dd1a81c","source":"steam","source_id":"steam:230062454","content_type":"review","title":null,"body_preview":"This is hands down the fastest paced shooter I've ever played, and its an absolute blast. making quick decisions to secure the objective is a feeling like no other. there is truly nothing like blowing","author":"xoverlord45","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198303573155/recommended/"},{"id":"5c34e0a9-b5b9-4400-a596-616ccb93ebf7","source":"steam","source_id":"steam:230065310","content_type":"review","title":null,"body_preview":"I won't remove the review until I get the skin in the game ARC Raiders.","author":"Shirald","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198136183724/recommended/"},{"id":"1f2a015b-ec58-4f52-82a5-c20779dfc3d6","source":"steam","source_id":"steam:230065498","content_type":"review","title":null,"body_preview":"its not a hero based gamed you have full customization of your character and it is not pay to win.","author":"JackNThebeanstalk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811426795/recommended/"},{"id":"706f678f-117c-42cd-940e-dc3f7f9e03a2","source":"steam","source_id":"steam:229898277","content_type":"review","title":null,"body_preview":"ZERO OPTIMIZATION, COMPLETE TRASH\nCrashes constantly every step of the way.\nEpic Crapcom fail.\n\nWithout attempting laundry list of complex voodoo, the current RE engine stability fix seems to be:\n\n1. ","author":"Deez","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052969087/recommended/"},{"id":"86d1a287-c454-4c51-8bd3-8a17924a7c84","source":"steam","source_id":"steam:229901755","content_type":"review","title":null,"body_preview":"i love this game but boy can it be stupidly frustrating to the point that I want to punch this game and its creator out sometimes lol","author":"LethargicGoblin","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198274456094/recommended/"},{"id":"01d2d0a7-e3bd-40b6-80fb-627c219dcd1b","source":"steam","source_id":"steam:229907580","content_type":"review","title":null,"body_preview":"If you’re the type of person who enjoys spending their evening debugging memory dumps rather than, you know, playing a video game, then CAPCOM has just delivered your Game Of The Year! Welcome to Drag","author":"Culuf","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198094088380/recommended/"},{"id":"e6ba7fdf-3923-40e6-9d60-ce3ed478113b","source":"steam","source_id":"steam:229913455","content_type":"review","title":null,"body_preview":"One if not the greatest gameplay oriented RPG\nStory is ass, optimization from time to time too, but man oh man how good gameplay is","author":"oyabunic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006481566/recommended/"},{"id":"7aed81fa-a9d7-4e68-9360-e81b96e20d67","source":"steam","source_id":"steam:229921873","content_type":"review","title":null,"body_preview":"Dragon's Dogma 2 is a difficult game to review because, despite all of its flaws, I still had a great time with it. I enjoyed it so much that I completed 100% of the game, but at the same time I canno","author":"Retro Tata","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","list_heavy_advice","suspiciously_balanced"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005121934/recommended/"},{"id":"3c3bb4b0-f82c-419b-a800-da0ba89641de","source":"steam","source_id":"steam:229946597","content_type":"review","title":null,"body_preview":"I absolutely loved Dragon's Dogma 2 and I'm already looking forward to starting a new playthrough! The gameplay is incredibly fun, the graphics are gorgeous, and the combat never gets old. This was th","author":"MJ","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198386786317/recommended/"},{"id":"d9b31c4a-1ea0-444f-a1b6-bb430c06bab0","source":"steam","source_id":"steam:229949048","content_type":"review","title":null,"body_preview":"FSR 3.0 frame gen is not available, thus FSR 4.1 isn't working for 7000 series users. Please fix this.","author":"GabeTheHybrid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198135391788/recommended/"},{"id":"dff74aca-3795-472f-953e-4e289174186e","source":"steam","source_id":"steam:229970239","content_type":"review","title":null,"body_preview":"Dragon's Dogma 2 Review 59 Hours In (Mostly Positive, With Some Gripes)\nJust hit 59 hours on Dragon's Dogma 2 and finally feel like I've seen enough to write something honest. This game is a wild ride","author":"ReygelandSpongeyCo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199106234017/recommended/"},{"id":"324feee2-d92b-4822-9fec-af351caa695e","source":"steam","source_id":"steam:229998108","content_type":"review","title":null,"body_preview":"Could it perform better, sure. It has been fun for the bit I have played so far. My only real complaint is there seems to be quite a few time sensitive quests, I don't like dropping everything all the","author":"Aegis","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198809270491/recommended/"},{"id":"070656db-66de-489b-82d3-46bd1836d726","source":"steam","source_id":"steam:230004942","content_type":"review","title":null,"body_preview":"As much as this game has done (most) of combat right, exploring is fun, I don't have the motivation to even write a full review as someone who's loved Dragon's Dogma since 13 years ago with Cr*pcom's ","author":"Salacious Gremlin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference","natural_digressions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013005382/recommended/"},{"id":"bfc2827f-b1ca-43c2-81b9-65562c85feae","source":"steam","source_id":"steam:230039764","content_type":"review","title":null,"body_preview":"There is so much to say about this game... Let's get a few things clear: \r\n- this is a 10/10 story/gameplay masquerading as a 5/10;\r\n- please please PLEASE do not spoil it for yourself;\r\n- if it feels","author":"Maelor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005648487/recommended/"},{"id":"d6a98fef-b375-4e72-9df2-008a1cbddcf1","source":"steam","source_id":"steam:230044221","content_type":"review","title":null,"body_preview":"Super fun Game. Maybe not 100% optimized, but truly a step forward compared with DD1 (where I sunk 200h in Switch).\n\nCombat is absolutely awesome, especially against Big Monsters (troll fight in the b","author":"STRIKER303","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","personal_experience_details","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198009740854/recommended/"},{"id":"14022577-31f3-41c2-b04e-afd99c32c006","source":"steam","source_id":"steam:230055689","content_type":"review","title":null,"body_preview":"What a gem!\n\nThis game feels lively unlike many rpg games I've played. This game has it's own ecosystem of monsters and pawns interacting with eachother making it feel much like monster hunter wilds.\n","author":"Doranvel","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029047080/recommended/"},{"id":"d6b79fba-6b9a-46d6-ab8a-c50fc114082e","source":"steam","source_id":"steam:230010827","content_type":"review","title":null,"body_preview":"This is an amazing strategy board game with a large amount of freedom. Highly recommended.","author":"featcrazyball","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199217202437/recommended/"},{"id":"a721e8cf-c375-487c-a18d-3a7b9580e5b8","source":"steam","source_id":"steam:230028074","content_type":"review","title":null,"body_preview":"civ 5, but bigger\r\ni'm sure i'll get good at it some day","author":"Mobiusbottle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199708576204/recommended/"},{"id":"0ebe4ae9-c0f0-4497-8337-64348efbf4a6","source":"steam","source_id":"steam:230044280","content_type":"review","title":null,"body_preview":"Gilgamesh loves everyone and we all love Gilgamesh.","author":"Just a Bloke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027563005/recommended/"},{"id":"c6ec06df-e32f-4d4c-ad74-152aed30f3ab","source":"steam","source_id":"steam:230047514","content_type":"review","title":null,"body_preview":"Still the best game of this genre. If you love strategy, you won't be disappointed.","author":"Say My Name","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993176563/recommended/"},{"id":"2ef7e282-5c28-4bf7-bb52-aa021cbdd902","source":"steam","source_id":"steam:230053478","content_type":"review","title":null,"body_preview":"I've put 101 hours into this slop and haven't even come close to win. Now this could be because I'm a ♥♥♥♥♥♥ idiot but I am choosing to blame the game. #♥♥♥♥♥♥♥♥♥♥♥♥♥♥","author":"Gamertotalyawsome","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198433662737/recommended/"},{"id":"44b4203e-df6d-4e77-bbc6-0255b512e8a5","source":"steam","source_id":"steam:230057930","content_type":"review","title":null,"body_preview":"Didn't understand how to do ♥♥♥♥ at first, cause I accidentally skipped the tutorial? Help? Guide? Thingy? I don't know. But I learned it on my own, and it's so fun. Just try it. The money is worth it","author":"leatherlaced","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199717180495/recommended/"},{"id":"e35e5f4d-6c0f-4c18-815d-41eb43c12bc3","source":"steam","source_id":"steam:230064306","content_type":"review","title":null,"body_preview":"way to expensive for what you get but if u get it on special its worth it","author":"raffstudholmegilmour","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199570482113/recommended/"},{"id":"b33b7295-1e57-4a08-8975-424107f94ca2","source":"steam","source_id":"steam:230068547","content_type":"review","title":null,"body_preview":"I freshly reinstalled Civ 6 for the online policies agreement to pop up as normal. But I can't click agree or disagree making the game unplayable.","author":"Snail❤","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040064259/recommended/"},{"id":"4acc232b-1c2d-4472-a0dc-72a37b1b6d97","source":"steam","source_id":"steam:229983405","content_type":"review","title":null,"body_preview":"One of my favorite bloons. People say 5 is better not really, i really like this one its rewarding. Its a good time killer easy to get distracted.","author":"evaristooo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198719529536/recommended/"},{"id":"b869078b-9054-42a4-a21a-e80669f56bed","source":"steam","source_id":"steam:229983798","content_type":"review","title":null,"body_preview":"good monkey game but i had it on moblie for like 3 years 4 years and i dont know how to install mods on pc duhh but if anyone who knows how to can you comment on this","author":"Nathanfrogman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198748973546/recommended/"},{"id":"9ce31ed7-44fe-4777-afb6-c9ea38301ba7","source":"steam","source_id":"steam:229984657","content_type":"review","title":null,"body_preview":"This game changed my life forever, I am sexually attracted to bloons no, especially ddts. I will never be the same after this game. This game inspired me to become a dartling gunner, and now I am want","author":"Mountain Jew(baja blast)","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199815272509/recommended/"},{"id":"495048fd-80d7-40b2-b433-7ec8093ca920","source":"steam","source_id":"steam:229990194","content_type":"review","title":null,"body_preview":"addicting game. i love it \r\nway better than the earlier flash games !so much content and stuff i can do and the micro transactions arent invasive and i can easily play without them.\r\n most ive come to","author":"Monkey Girl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199522073575/recommended/"},{"id":"7a184d80-5a76-4749-a30e-25cac45db511","source":"steam","source_id":"steam:229990259","content_type":"review","title":null,"body_preview":"one of the best tds imo. it has a surprising amount of depth and challenge especially on the later levels.  also decently fun coop to fool around with from time to time, although im not a fan of how l","author":"Cragoon_Dandy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199519302972/recommended/"},{"id":"60030ac8-e32d-4586-a65c-244006e68f27","source":"steam","source_id":"steam:229990479","content_type":"review","title":null,"body_preview":"Game is very very very very fun but the co op is lagger then my 8 year old ipad i put my germs and snots in and that runs faster then the co op","author":"MrBeanMan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199446151015/recommended/"},{"id":"73466837-a0de-4457-9f36-fdcd2121ee78","source":"steam","source_id":"steam:229990904","content_type":"review","title":null,"body_preview":"its actually pretty bad and boring and is way to easy","author":"liam t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198989440492/recommended/"},{"id":"5da3ced1-ba5f-4392-8fe7-7b251eef77b7","source":"steam","source_id":"steam:229993177","content_type":"review","title":null,"body_preview":"my friend hates this game but he has never even played it but this game is peak","author":"MrGuy98","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199769172185/recommended/"},{"id":"eb47ebf9-4b1f-4a80-9882-814de4b8d8f5","source":"steam","source_id":"steam:229998019","content_type":"review","title":null,"body_preview":"Literally the best balloons TD game made And it can run relatively well on low end setups like mine which is just a slightly upgraded Asus M16Q laptop with a little bit of extra RAM for reference like","author":"curtmanps4","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198692761075/recommended/"},{"id":"5344e4c8-04c0-4160-8ac4-eea9d60e4618","source":"steam","source_id":"steam:230000761","content_type":"review","title":null,"body_preview":"fun!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"JAKE2017 (:","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198719092554/recommended/"},{"id":"1d49d47d-75b6-4618-b76e-f1abf751c6f1","source":"steam","source_id":"steam:230053643","content_type":"review","title":null,"body_preview":"one of the best choice making games , highly recommended","author":"GYROS","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199195314828/recommended/"},{"id":"2882b5c5-f496-4c64-ac2f-68827d66cdf1","source":"steam","source_id":"steam:230055008","content_type":"review","title":null,"body_preview":"North died at the march shooting and I sacrificed Kara at the end very sad :(","author":"jani","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199415803381/recommended/"},{"id":"1687ad6a-52fa-4647-a159-d017b98ab4ad","source":"steam","source_id":"steam:230055923","content_type":"review","title":null,"body_preview":"{ Story }\n☐ No Story \n☐ Some lore\n☐ Average \n☐ Good \n☐ Lovely\n☑  You forget what reality is","author":"Jasd","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046913085/recommended/"},{"id":"e840e3b9-b3b6-41aa-b143-7df4801e0f5a","source":"steam","source_id":"steam:230057734","content_type":"review","title":null,"body_preview":"goated. i feel maternal to alice and connor, and i love the story","author":"bluebium","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199882406340/recommended/"},{"id":"de5c6074-2a25-4351-8183-6d3f471755f8","source":"steam","source_id":"steam:230057780","content_type":"review","title":null,"body_preview":"My Kara gameplay ended in 2 chapters, best movie game i've ever played","author":"Dova","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198383180174/recommended/"},{"id":"0943fc2b-ac47-4ca6-a235-42543353a0d8","source":"steam","source_id":"steam:230057875","content_type":"review","title":null,"body_preview":"Ai-je vraiment besoin de préciser ce qui était bien ? Si je dit tout, je crois qu'on sera tous d'accord\n- Should I say what was good ? If I answer  \"everything\", I think we all agree, don't we ?","author":"Falexane","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199768332402/recommended/"},{"id":"18670e21-ea5c-48fd-b78e-a907b7c10743","source":"steam","source_id":"steam:230064756","content_type":"review","title":null,"body_preview":"Detroit: Become Human is a masterpiece of interactive storytelling and one of the finest narrative-driven games ever created. From its opening moments, it immerses you in a beautifully realized futuri","author":"SHELBY","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198678505580/recommended/"},{"id":"a5fe44b6-9a93-4de2-9758-a300502864f8","source":"steam","source_id":"steam:230068281","content_type":"review","title":null,"body_preview":"Very interesting story. I love that choices matter. wish it was more open world.","author":"ceoisboss99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386900680/recommended/"},{"id":"f0e90193-a175-4b5b-9264-31eb74aee8d9","source":"steam","source_id":"steam:230068562","content_type":"review","title":null,"body_preview":"awesome game even though i'll never go through every aspect of the story because i physically can't do the machine connor route\n\nthe thought of being in bad terms with hank is making me break out in a","author":"manisamesirmacunu","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199227532652/recommended/"},{"id":"34a1ab05-e2f1-4cfd-9e41-7b2b8f255750","source":"steam","source_id":"steam:229990691","content_type":"review","title":null,"body_preview":"Slay the le spire is really fun and I really le like it\r\n\r\n9.53566464346355745745756865867965435685736335353535/12\r\n\r\ntoo many stairwells my feet hurt","author":"Potassium","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199346831506/recommended/"},{"id":"38651c1b-a8ac-4d44-8ab5-a156f026c615","source":"steam","source_id":"steam:229995715","content_type":"review","title":null,"body_preview":"This game is unparalleled for killing time. Now, whether or not that's something you'd want to do is another question. \n\nOr so I thought. \n\nBecause having lost 50 hours of my life to Pavlov's wet drea","author":"Ishmael","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199524006492/recommended/"},{"id":"da9a6017-74eb-405a-86b0-b409f6362d59","source":"steam","source_id":"steam:229997053","content_type":"review","title":null,"body_preview":"Best 7ish bucks after tax I've spent on a game yet. Price per hour/enjoyability is top notch. Highly recommend.\n\nVampire Survivors is a similar-ish vibe in  the sense of cheap/good... but for a ~a dol","author":"chroNo <twitch.tv/chrono__>","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197966887784/recommended/"},{"id":"5b425e42-c8aa-4b5f-b8ca-d73aae258d75","source":"steam","source_id":"steam:229998303","content_type":"review","title":null,"body_preview":"i love rouge likes so call me biased but i love this game 10/10 the deck building is fun the need for strategy can get really chalenging and there is a playstyle for everyone I especially love the dai","author":"Specter king of the undead","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199223361386/recommended/"},{"id":"5583cd60-b483-43d6-963f-6d56a35c802e","source":"steam","source_id":"steam:229999246","content_type":"review","title":null,"body_preview":"genuinely have been sleeping on this game until last week in which i put 60+ hours while on vacation.","author":"AuraKnight","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198809572054/recommended/"},{"id":"5bb8a05a-442e-456c-bd05-63937f337698","source":"steam","source_id":"steam:229999622","content_type":"review","title":null,"body_preview":"They should rename this to \"Slay the Marriage\" because that's what it does...Just hook it to my veins.","author":"RockinRickard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198127099702/recommended/"},{"id":"1e32c092-abc6-4df5-a694-45a450c702b0","source":"steam","source_id":"steam:230001478","content_type":"review","title":null,"body_preview":"Not really my kind of game. I never felt like getting to the point where your deck could just 'go' almost ever came up and when it did it came after many attempts. I acknowledge that this is not what ","author":"monkeyman8675309","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199067865792/recommended/"},{"id":"81efd295-6e27-4f0f-8a5f-f7b5b8c2bedc","source":"steam","source_id":"steam:230012638","content_type":"review","title":null,"body_preview":"One of the great games. There is a lot of fun to be had in a just playing it as a casual game and trying to beat it and playing the daily climb challenges. Then there is almost a whole other game in h","author":"kruddel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198820540662/recommended/"},{"id":"66efbc52-2c2a-4735-a09d-a91d738e155d","source":"steam","source_id":"steam:230041884","content_type":"review","title":null,"body_preview":"Got it for 2 dollars which I consider a steal for a game like this (Peak card game)","author":"spacepirate09","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198885781955/recommended/"},{"id":"e621b884-a95f-4ba9-bb25-f88cdb6828d8","source":"steam","source_id":"steam:230049857","content_type":"review","title":null,"body_preview":"This is an addicting rogue deckbuilder that has so many combos of cards that its hard to beat.  A new game a new strategy a new villain or a new character. Take your pick to change it up.","author":"pirate_lady2","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199117257195/recommended/"},{"id":"14b079cc-f2bc-4b42-af37-a90e55b79c77","source":"steam","source_id":"steam:230057407","content_type":"review","title":null,"body_preview":"Challenging, well thought out little game.\r\nEver increasing difficulty keeps the challenge going.\r\nNo one run through the same.","author":"Phaedridge","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992866029/recommended/"},{"id":"0f7f785b-dd79-47ea-9177-c1be4a85ba29","source":"steam","source_id":"steam:230062526","content_type":"review","title":null,"body_preview":"great deck builder roguelike, expansive amount of content specially for its price","author":"cuamercf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198782103441/recommended/"},{"id":"8a4528d4-5776-436f-a54d-9515644e080c","source":"steam","source_id":"steam:230069286","content_type":"review","title":null,"body_preview":"I want to love this game bit Way, WAY to many runs die to ♥♥♥♥♥♥ RNG with card selection. I was hoping for a more deck building experience instead I got a deck manager with ♥♥♥♥♥♥ RNG. The starting de","author":"TheTrueEevee","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198875867686/recommended/"},{"id":"1c0c5fa7-60ec-4c58-a3bb-08579dbebd46","source":"steam","source_id":"steam:230071186","content_type":"review","title":null,"body_preview":"Haven't played very far in the campaign, but liking it so far.  You have certain cards that you start with on every run, and collect/remove cards with different encounters.  This allows you to create ","author":"Lerch Lambert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967093629/recommended/"},{"id":"322e3087-71c8-4da6-82ae-c20f4753a4e9","source":"steam","source_id":"steam:230047340","content_type":"review","title":null,"body_preview":"This game is the best hour I ever spent gaming. Seriously that 13 hours of factory building was awesome. It'll be the best 45 hours you ever spend. A super fun 250 hour session.","author":"Biglet100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197987032444/recommended/"},{"id":"ad6c063f-014f-4080-abcf-8fca63d3f829","source":"steam","source_id":"steam:230053179","content_type":"review","title":null,"body_preview":"Love this game!! From the clever writing and quips to the joy of creating whatever at your own pace. My only complaint would be wishing the story was longer. It fills like a grind but the end results ","author":"chicknwhisperer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199653967359/recommended/"},{"id":"f43e5030-29f1-401f-bec0-65dbaccebf08","source":"steam","source_id":"steam:230058127","content_type":"review","title":null,"body_preview":"Yeah bro just buy this game and hop on for 5 minutes. Those 2 hours are gonna be the best 6 hours of your life","author":"aberrxnt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198313058176/recommended/"},{"id":"98414a45-c206-46e8-95e2-9902aeff18f4","source":"steam","source_id":"steam:230060213","content_type":"review","title":null,"body_preview":"игра затянула  на марафон из 4 дней игры, а вышел я толко по причине вылета игры из за того что я слишком много жаловался на то что трубы в этой игре сломаны","author":"граф растовичь","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199193014800/recommended/"},{"id":"2a173ac9-4f7b-4b2d-b7a7-5c7de569ce62","source":"steam","source_id":"steam:230060249","content_type":"review","title":null,"body_preview":"I've only played the tutorial. Seems like a great game.","author":"DrTinkers","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197971913067/recommended/"},{"id":"05aa68b6-2f15-4089-bce3-43c414f0c7eb","source":"steam","source_id":"steam:230071817","content_type":"review","title":null,"body_preview":"nice game very hard on brain but if i can manage it all then so can u bro :)","author":"Steve","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198297333474/recommended/"},{"id":"04bae14a-8877-49c9-98fd-ee0359517083","source":"steam","source_id":"steam:229987074","content_type":"review","title":null,"body_preview":"I love this game so much. The Sims has been in my life since I was 5. Had you asked me this a few years ago I would recommend it to everyone under the sun. However with the new \"updates\" and the curre","author":"Fantasy Onion","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198966366727/recommended/"},{"id":"ccf0a7d2-61e3-493d-a966-d1ff6fe18937","source":"steam","source_id":"steam:229992141","content_type":"review","title":null,"body_preview":"I'm the type of person to have one save that's normal, and one whereas I buy every flammable item and a crappy stove + sim who's an idiot while leaving the game unpaused.\r\n10/10, I don't think i'm tha","author":"SongofRaven","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198766558746/recommended/"},{"id":"7d1b7e13-5aa5-4f2b-a961-941588ce1e7d","source":"steam","source_id":"steam:229996880","content_type":"review","title":null,"body_preview":"Really good love making up roleplays its also a really good strees relever","author":"thedancykid07","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199530275608/recommended/"},{"id":"f2dc4b44-9b14-41f6-93d6-fe3617e2e16a","source":"steam","source_id":"steam:230007192","content_type":"review","title":null,"body_preview":"really good game, good life simulation. well done :)","author":"NINI","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199156862048/recommended/"},{"id":"cd262258-fbf8-4ebe-81dc-11e8fdff03c5","source":"steam","source_id":"steam:230013783","content_type":"review","title":null,"body_preview":"Won't let me play anymore because I got my email account hacked. \r\n\r\n♥♥♥♥ you, for selling it on steam, but forcing an own site. \r\n\r\nthis is ♥♥♥♥♥♥♥♥. Paid a few hundreds, and now its in the trash, ♥♥","author":"Vincent","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199302238423/recommended/"},{"id":"47a4b220-263c-4427-bfb3-876ad0781f32","source":"steam","source_id":"steam:230014451","content_type":"review","title":null,"body_preview":"absolutely love the sims, ive been playing since sims 1 came out. life long obsession. i love how each new game gets more and more intricate. the DLCs are great! there are a few i wish were just part ","author":"SpinBladeMaster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199154355627/recommended/"},{"id":"47152a0c-d421-4823-b56b-b89edb48ff62","source":"steam","source_id":"steam:230021185","content_type":"review","title":null,"body_preview":"Goodbye social life, hello to 12 hours of non-stop gaming, spamming motherlode, and creating absolute chaos lol ✨","author":"Maria","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198913324357/recommended/"},{"id":"56979252-535f-4dbf-b6a1-567868871716","source":"steam","source_id":"steam:230042075","content_type":"review","title":null,"body_preview":"As a Sims player since the first iteration was released in 1999, I hate what it's become. It's bloated, glitchy, and the company insists on driving it further into the ground with features nobody want","author":"angelofmordor","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199257755224/recommended/"},{"id":"5061081c-e6a1-4ca8-b919-6c67f515ce2b","source":"steam","source_id":"steam:230065235","content_type":"review","title":null,"body_preview":"absolute cinema! i loved both dlc and main storyline endings and all the characters where unique to interact with. I can't wait for Project Orion to progress! this game will be something i always come","author":"舒晨曦","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_opinion","future_anticipation"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198376636149/recommended/"},{"id":"1b0ddc0d-bfaa-4bd9-9f9a-6a295b2c26da","source":"steam","source_id":"steam:230066143","content_type":"review","title":null,"body_preview":"I specifically bought a PC to play Cyberpunk, and it did not disappoint. The gameplay is so much fun, and the story is amazing. 10/10","author":"NonObjective944","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198737494241/recommended/"},{"id":"173d7822-c17c-47c8-a672-1e7312c065aa","source":"steam","source_id":"steam:230067214","content_type":"review","title":null,"body_preview":"I did find the game boring, the story is cool so far but it feels way less open world than I expected, is hard to explain but not much is going on aside the story.\nI never feel the need to go back to ","author":"Tigerborn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198873527045/recommended/"},{"id":"fdab9b4c-a620-4bbf-a83e-0334ef28271c","source":"steam","source_id":"steam:230067622","content_type":"review","title":null,"body_preview":"Be a good game. Shoot bad guy. Cool future and lot of sex image, make funny. Like drive car around city. Story good.","author":"Fa77en_Angel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198865996376/recommended/"},{"id":"0adab559-9fbf-4730-9bf4-b8f98b2c4887","source":"steam","source_id":"steam:230067955","content_type":"review","title":null,"body_preview":"One of the best single-player RPGs of all time! The word-building, graphics, lore, and animations are truly next-level. Only wish that this game had more DLC. Phantom Liberty was a blast.","author":"preston.l.cook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199162638555/recommended/"},{"id":"82ce4dda-eb34-4b2f-a525-10f35ff533b4","source":"steam","source_id":"steam:230068991","content_type":"review","title":null,"body_preview":"HELP MMEE IM GOING CYBERPSYCHOOO AHHHH IT WONT SOTP 2OIRH31UH2","author":"Mega","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198434804466/recommended/"},{"id":"8dc4e4be-7d01-43ac-ae7e-5a9ca4f16898","source":"steam","source_id":"steam:230069684","content_type":"review","title":null,"body_preview":"you're buying the game anyway, why are you reading this","author":"local noob","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198983442516/recommended/"},{"id":"9f716fc1-5af3-4383-a72b-eed8b5c9adf0","source":"steam","source_id":"steam:229991144","content_type":"review","title":null,"body_preview":"this is very welcoming of new players, you get team killed when you do something that \"mr. adhd 2,000 hours\" believes is completely wrong. some of these players seriously need to get medicated","author":"basil","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198237049056/recommended/"},{"id":"1cf620aa-49a8-4007-8c95-3a58e72f6a35","source":"steam","source_id":"steam:229999478","content_type":"review","title":null,"body_preview":"Escape from Tarkov but make it actually fun to play","author":"Duda","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981859248/recommended/"},{"id":"c841fb42-28dc-4826-a780-ac0ac06680b4","source":"steam","source_id":"steam:230000270","content_type":"review","title":null,"body_preview":"I bought this game a couple of days after it released in early access in 2018 and have revisited it on and off over the years.\r\n\r\nI really wanted Hunt to succeed, but every time I come back, I remembe","author":"BigBen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197971317285/recommended/"},{"id":"0f85d8ad-194d-4c32-94b8-b8f8afa8e215","source":"steam","source_id":"steam:230003063","content_type":"review","title":null,"body_preview":"Icarus has flown to close to the sun. Icarus has been headshot by a Prestige 100, Bloodline 100, no-life from 178 meters away with a Maynard Sniper Silenced Subsonic bullet.","author":"SawYerBoobies","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198351658108/recommended/"},{"id":"c1e9d377-7079-4615-b2ae-eed0be087ca1","source":"steam","source_id":"steam:230017864","content_type":"review","title":null,"body_preview":"It used to be fun back in the day. Now it is monetized to ♥♥♥♥ and back. Not enjoyable anymore, just stressful. There are a bunch of meta-stuff going bad as well, but I would suggest reading other and","author":"StarForgeTrooper","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198004408511/recommended/"},{"id":"34b8ee8c-00c4-442d-93ce-932b8f2f1150","source":"steam","source_id":"steam:230018102","content_type":"review","title":null,"body_preview":"Ignore reviews about \"massive amounts of cheaters,\" etc. Those are only in the highest MMR's. If you buy the game now you ain't gonna get there unless you're very good at FPS's. Middling MMR, where I ","author":"Blue Samurai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029203973/recommended/"},{"id":"c7321c8a-2493-4264-b76c-42c6e9df73fc","source":"steam","source_id":"steam:230020026","content_type":"review","title":null,"body_preview":"It is little bit challenging but so exciting to play","author":"Bademjoon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199227545983/recommended/"},{"id":"ac7eeca1-5925-4856-8cba-624166fba689","source":"steam","source_id":"steam:230022904","content_type":"review","title":null,"body_preview":"Played it for a little while I really like the atmosphere but the servers are total rage baits I got kicked out 5 times in 12 matches","author":"Gay Lord","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199158055218/recommended/"},{"id":"966d08d4-2eda-46c7-8013-281c6d7b096b","source":"steam","source_id":"steam:230029864","content_type":"review","title":null,"body_preview":"This game used to be fantastic. It was my favourite game for a while and I can not describe how much fun I used to have, especially playing with friends. The Gun Handling, the design, the world, the A","author":"DrSabberlappen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198078852592/recommended/"},{"id":"71e399d8-dc79-44f2-afec-abb6ec28930b","source":"steam","source_id":"steam:230032410","content_type":"review","title":null,"body_preview":"Give us a single player experience and i will change to positive","author":"gimmeshelter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198299221713/recommended/"},{"id":"daaa7c18-0d94-41ee-adf6-cd61ee64c96b","source":"steam","source_id":"steam:230042174","content_type":"review","title":null,"body_preview":"Hunting hunt, ghunmt tuhmmm uhhhh hunt, showdown eee uhhhh hunt, hunters hunt showdown hunt, 1896","author":"Raikek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198279199856/recommended/"},{"id":"bec21227-c679-4228-8739-e75b3441e222","source":"steam","source_id":"steam:230044481","content_type":"review","title":null,"body_preview":"IF you like extraction shooters this is a good one.","author":"phantos138","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043342031/recommended/"},{"id":"ddf19489-d78f-4b0d-9e32-e3418434bb2e","source":"steam","source_id":"steam:230047533","content_type":"review","title":null,"body_preview":"this game feels like im sticking myself with needles.\r\n\r\n10/10 would recommend","author":"krispyflakes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122080406/recommended/"},{"id":"20a43b71-1d35-4380-8323-0af95b7f2080","source":"steam","source_id":"steam:230048888","content_type":"review","title":null,"body_preview":"I'm not spending 10 years of my life just to get \"okay\" at the game.\r\nI'd rather have fun, than hoping it's going to be fun at some point.\r\nLearning experience my ass.","author":"Styrian","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198063730934/recommended/"},{"id":"40870dfb-0f8d-44c1-92a2-cb98b0b28e70","source":"steam","source_id":"steam:230049207","content_type":"review","title":null,"body_preview":"70 hours in and i gotta say, i still suck at the game, but makes sense when everyone else played it in 4 digits","author":"diavolo32","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_deprecation"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199281663906/recommended/"},{"id":"09c9470d-21e3-4eb2-a205-9c98322fba70","source":"steam","source_id":"steam:230053786","content_type":"review","title":null,"body_preview":"Cowboy cool. nerd with single shotgun not so cool. game yes.","author":"AlienTrooper999","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199663010682/recommended/"},{"id":"3fc1f14b-dfb6-402e-a48e-33f3ba793177","source":"steam","source_id":"steam:230070522","content_type":"review","title":null,"body_preview":"The developers do nothing to ban the cheaters, they act like its not a problem. At the lower MMR its not, however 6 stars is terrible and there are know cheaters that even say it on their profile and ","author":"T00Time","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198402480933/recommended/"},{"id":"b5169e3e-4610-4ad6-ac93-012d223c69ba","source":"steam","source_id":"steam:229521413","content_type":"review","title":null,"body_preview":"Retried this game on 2026 Hell nah optimization rating shoud be 1/10  This is the absolute \" baler game ♥♥♥♥ game if you want to play \"","author":"MDADRIBREZA","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199728686174/recommended/"},{"id":"ebb2c08d-0aa2-47f7-9dd9-f4e8cd851ac0","source":"steam","source_id":"steam:229683611","content_type":"review","title":null,"body_preview":"I do not recommend this game.\n\nThe menu is a total mess -there are 154 different windows, panels, and buttons. You’ll never figure out where anything is. You have to claim rewards in 15 different wind","author":"Viro","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198227948688/recommended/"},{"id":"cc70159a-08d5-43d1-948d-58ca2a11f761","source":"steam","source_id":"steam:229700625","content_type":"review","title":null,"body_preview":"Unique and super competitive game! highly recommend","author":"Sir Majesty","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199215009870/recommended/"},{"id":"737058b6-bf99-4867-9143-820bd6361033","source":"steam","source_id":"steam:229777673","content_type":"review","title":null,"body_preview":"I like the games lore and the exploring based battle royal system. Literally the best melee fight game I've ever experienced. Although the game is very power hungry and Highend GPU oriented. Still I'm","author":"SANDiPON","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199886898791/recommended/"},{"id":"101a1238-306f-41f1-ac74-9432cda2d18e","source":"steam","source_id":"steam:229850685","content_type":"review","title":null,"body_preview":"Very bad, after the update full of bugs:\r\nRanked duo weapons switching automaticaly unable to fight\r\nRanked solo cannot use powers, they stay on 0 cd  or cannot stop running. \r\nIn showdown mode exactl","author":"cometha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752456937/recommended/"},{"id":"6a63b58e-35c1-490f-a854-e2c007ad2e5e","source":"steam","source_id":"steam:229856882","content_type":"review","title":null,"body_preview":"def one of my favourites, LOVE the character customization","author":"randa.banda.","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199070566363/recommended/"},{"id":"7fa08adc-b75e-4367-a91a-dfeb3dcdb441","source":"steam","source_id":"steam:230035822","content_type":"review","title":null,"body_preview":"Its A Pretty Fun game with friends or with just 1 friend, i recommend buying it if you have friends playing it or the game is on sale, Recommended 👍","author":"Jawhar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199284143064/recommended/"},{"id":"4856d4b4-ed12-40e7-a2e6-f4d05a108a0e","source":"steam","source_id":"steam:230041406","content_type":"review","title":null,"body_preview":"Game is a lot worse than it was youve missed the window to play it","author":"BigManPeter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184600852/recommended/"},{"id":"bce05553-d3f8-4932-ac72-4f6380bb4306","source":"steam","source_id":"steam:230042068","content_type":"review","title":null,"body_preview":"I walked into a room saw my breath went to grab a camara lights flikkerd after my kneck got twisted and my tm8 went like a wose in the  truck and left right away bcs he scared of big goshts","author":"smooth cooper","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199245551245/recommended/"},{"id":"d58f8c59-6861-46c1-8937-3f2f3c71c839","source":"steam","source_id":"steam:230045977","content_type":"review","title":null,"body_preview":"Completely unplayable in VR don't get it if you want to play using vr this is strictly a pc game with a garbage vr support system. but it's fun with friends on pc.","author":"Super credits officer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199066720711/recommended/"},{"id":"4051b792-3557-4b58-8f03-ae141c8fdc1f","source":"steam","source_id":"steam:230046568","content_type":"review","title":null,"body_preview":"I cannot manage to play this game. The pause menu is laggy and the buttons are not responsive. Mouse and keyboard inputs do absolutely nothing (W, A, S, D, arrow keys, space, enter, left-click, right-","author":"ozzyNotAussie95","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198936914419/recommended/"},{"id":"e12b5f55-2708-460f-b678-5ecf8578db42","source":"steam","source_id":"steam:230054089","content_type":"review","title":null,"body_preview":"better when play with friends, in VN still hard to find teammates tho. But still a fun game","author":"VN.Hoangg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199879973646/recommended/"},{"id":"f6bc686c-02f7-4ab3-8b1b-88c22d0b31a2","source":"steam","source_id":"steam:230054578","content_type":"review","title":null,"body_preview":"Phasmophobia is one of those games that's at its best when you're playing with friends. Every little noise makes you question whether or not its your teammate or the ghost. Even After dying in a game ","author":"brendanoree","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","balanced_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198971192844/recommended/"},{"id":"acd79d29-58ef-4471-96a5-12550eb98f63","source":"steam","source_id":"steam:230054658","content_type":"review","title":null,"body_preview":"This game is definitely fun playing with friends. Scary and fun to guess the ghosts.","author":"Faeology","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199602593299/recommended/"},{"id":"a348da1c-c97d-41f3-a3cf-03da1f060be6","source":"steam","source_id":"steam:230057132","content_type":"review","title":null,"body_preview":"I love this game it's a fun ghost hunting game if you like horror ghost hunting game's i think you'll enjoy this also the quality is amazing.","author":"Cyber-Xenostudier","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199047476392/recommended/"},{"id":"c3e54b3d-126e-4205-a559-3990e59d4c93","source":"steam","source_id":"steam:230063780","content_type":"review","title":null,"body_preview":"I love this game so much but i dont recommend to play this game if you have epilepsy.","author":"sdb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199531989535/recommended/"},{"id":"dd42c8a6-facf-4160-b5b2-16da46733fee","source":"steam","source_id":"steam:230064597","content_type":"review","title":null,"body_preview":"phasmophobia is very fun if you like ghost hunting.you can get cursed objects, well i meant they can spawn sometimes, and you can ask troll things to the ghost like, are you freaky? and he will answer","author":"spacelover492","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701302433/recommended/"},{"id":"86e8336f-83b3-4e37-9f0a-c0c756a0838b","source":"steam","source_id":"steam:230069059","content_type":"review","title":null,"body_preview":"this game is great and super fun and overall ive never gotten bored of this game ever but please im begging remove the mimic","author":"gaz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199177779835/recommended/"},{"id":"57f4edad-ca99-4d41-a9f5-6f923cb08765","source":"steam","source_id":"steam:230066134","content_type":"review","title":null,"body_preview":"GMOD is more than a game—it's a medium for creativity, a social hangout, and a nostalgia trip. While it can be slightly overwhelming for absolute beginners, it offers unparalleled, limitless entertain","author":"ToxicTM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199253674065/recommended/"},{"id":"2c205ceb-20ee-443d-9b2b-69c537a83e70","source":"steam","source_id":"steam:230066499","content_type":"review","title":null,"body_preview":"I played with my friend and he had epstien NPC and playermodel","author":"sapperboss95","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198995539765/recommended/"},{"id":"1a2cb8f2-0541-4947-b556-47f15402d6ed","source":"steam","source_id":"steam:230066753","content_type":"review","title":null,"body_preview":"This is just tuff. \"Garry's mod\" more like \"Tuffy's Mod\"","author":"cocaina ambulante","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198693126204/recommended/"},{"id":"b679b3e7-ff2c-4bc6-895d-663188f21b89","source":"steam","source_id":"steam:230069918","content_type":"review","title":null,"body_preview":"jogo bom de mais, com mods é melhor ainda, recomendo, 10/10","author":"iss4c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701899398/recommended/"},{"id":"054c050e-93a1-494d-8254-18e8f065724d","source":"steam","source_id":"steam:230072428","content_type":"review","title":null,"body_preview":"you can be a femboy furry in this game cool worth the money","author":"zzyzx72","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199438653862/recommended/"},{"id":"d867a98d-e468-40a7-8751-b1a5a6ae68fe","source":"steam","source_id":"steam:230074557","content_type":"review","title":null,"body_preview":"other than problems loading into multiplayer servers its aight.","author":"rattz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199810830251/recommended/"},{"id":"69ce6ba4-a748-44e5-899b-96a01f992be9","source":"steam","source_id":"steam:229985391","content_type":"review","title":null,"body_preview":"its a game about portals. for the only game of this genre its a 10/10","author":"Cristi neputinciosul","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184432420/recommended/"},{"id":"e2409c30-fa07-4ddc-aaa9-ea5262aedb23","source":"steam","source_id":"steam:229989652","content_type":"review","title":null,"body_preview":"Very good. lots of gameplay, cool voice acting, and puzzles that make you think. Also glados bullying you is funny","author":"Sawboy34","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199204890391/recommended/"},{"id":"6e0febfe-cae1-4643-9733-f44319154e26","source":"steam","source_id":"steam:229994352","content_type":"review","title":null,"body_preview":"Maybe the real Portal was the 2 we made along the way.","author":"Lapis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198259393444/recommended/"},{"id":"2e4c28bf-d681-4333-8385-bac18d6fa608","source":"steam","source_id":"steam:230001921","content_type":"review","title":null,"body_preview":"its like portal but with more content and a moronic spjere","author":"Cet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199130132201/recommended/"},{"id":"a1e631bc-97f9-4e51-bf3e-bfeaa13cb2ca","source":"steam","source_id":"steam:230002289","content_type":"review","title":null,"body_preview":"Gaben made a masterpiece, would recommend to new players to steam, and the game has so much lore it has layers like an onion. don't play the second game before the first like me, play Portal 1 first. ","author":"mistern7814","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199829435725/recommended/"},{"id":"7525be93-3d7a-44b0-bff0-7e21ac5f8280","source":"steam","source_id":"steam:230002291","content_type":"review","title":null,"body_preview":"Fifteen years later, Portal 2 is still one of the finest puzzle games ever made.\n\nIts greatest achievement isn't the story or the humor—it's the level design.\n\nThe entire game revolves around a single","author":"Harwa","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199251017476/recommended/"},{"id":"4dfdd61f-0084-4bc6-b995-2bf0d11ebfa7","source":"steam","source_id":"steam:230003185","content_type":"review","title":null,"body_preview":"Played this again so many years after its original release. I am genuinely (re)impressed and nostalgic at the same time. This game was so impeccably well made, especially for its time. So much attenti","author":"CombatDave","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960392584/recommended/"},{"id":"46c2b9be-2214-43ad-aef8-f9709126f3fb","source":"steam","source_id":"steam:229978168","content_type":"review","title":null,"body_preview":"In good conciousness I cannot recommend this port of DS3, it is laggy and full of bugs that prevent the game from running. I have played 100's of hours of DS3 on PS4-5. This bums me out incredibly wit","author":"Crucible","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198443698958/recommended/"},{"id":"26e47b87-85a5-42e0-9dcf-29c5cd16d7b8","source":"steam","source_id":"steam:229984401","content_type":"review","title":null,"body_preview":"i can't do this anymore, i might go hollow, good bye friends.","author":"Lil $ilit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199568201860/recommended/"},{"id":"e7a9d96d-b08b-42e3-9034-60df79f6bf0a","source":"steam","source_id":"steam:230000230","content_type":"review","title":null,"body_preview":"While I still have a soft spot for the first game and prefer PvP in Dark Souls 2 but Dark Souls 3 is an excellent conclusion to the trilogy and a fantastic action RPG in its own right. The game leans ","author":"Retro Tata","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","pros_cons_list"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198005121934/recommended/"},{"id":"684fcd2d-5614-4237-bcac-97a10b2f8d18","source":"steam","source_id":"steam:230029234","content_type":"review","title":null,"body_preview":"Dark Souls III is still, to this day, my favorite Soulsborne game.\n\nEven with newer titles in the genre, this game remains something special. The atmosphere, world design, bosses, soundtrack, combat, ","author":"Vash the Stampede","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120963915/recommended/"},{"id":"ec6ec73c-108a-4b4d-a0c2-e4c73a776a30","source":"steam","source_id":"steam:230035067","content_type":"review","title":null,"body_preview":"Never let people believe Elden Ring is somehow remotely better than this.","author":"󠀡󠀡","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14285714285714285,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198022006155/recommended/"},{"id":"d25a0a6c-db95-4534-bd63-a7bdccbab241","source":"steam","source_id":"steam:230070423","content_type":"review","title":null,"body_preview":"game is really fun and get to play with other people","author":"CrypticalElite","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199843130002/recommended/"},{"id":"c01ce5c7-7dc9-4cc1-b506-f04d8ce938aa","source":"steam","source_id":"steam:230070753","content_type":"review","title":null,"body_preview":"Left 4 Dead 2 is the best co-op game you could ever ask for. What more? You kill zombies, you complete campaigns, and you laugh with your friends when a tank instant kills your whole team. But the amo","author":"LaoGunma","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199465831467/recommended/"},{"id":"57d50118-4791-4234-adfa-f61c68448760","source":"steam","source_id":"steam:230070782","content_type":"review","title":null,"body_preview":"I played this with a PvZ mod safe to say im deathly afraid of Gargantuars now","author":"mikikerovodac","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199143004647/recommended/"},{"id":"9b6811f0-5fbc-4555-a716-0a39af6e6447","source":"steam","source_id":"steam:230075003","content_type":"review","title":null,"body_preview":"Very fun game, good variety of weapons, unique special infected, and overall, amazing experience, would recommend (also get the uncensored DLC if you want gore)","author":"Tactical Flareon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198786747493/recommended/"},{"id":"c57c5da8-5a76-412c-afda-85f72fac0223","source":"steam","source_id":"steam:230075028","content_type":"review","title":null,"body_preview":"One of my childhood games, even better on steam and pc.","author":"DryerLint","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199275436171/recommended/"},{"id":"59e45947-7f18-4058-9c55-291321d31c5b","source":"steam","source_id":"steam:229960640","content_type":"review","title":null,"body_preview":"the game is full of ♥♥♥♥♥♥♥ hackers teamers and everything its a ♥♥♥♥ game do not play it it makes you mad since all the players are gulible retareds","author":"MurkLurkeR","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198171337813/recommended/"},{"id":"3bc31db9-090b-4d92-9b1c-c9de40eaf88c","source":"steam","source_id":"steam:229964505","content_type":"review","title":null,"body_preview":"its so cool and challenging but its a fun classic game everyone knows it its awesome so cool awesome","author":"koksuck4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199807897536/recommended/"},{"id":"88c525dd-662f-4385-b1f6-fc219e975720","source":"steam","source_id":"steam:229964783","content_type":"review","title":null,"body_preview":"a few years ago I started having a bug where I could not authenticate and I would be unable to play. I tried every workaround and nothing worked. I tried playing again yesterday just to see if this is","author":"Saucy Jack","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198295427603/recommended/"},{"id":"869a7ddf-e463-436f-bdb3-d247dda0b3f8","source":"steam","source_id":"steam:229965867","content_type":"review","title":null,"body_preview":"It's amoung us so of course it's gonna be a good game. What. Did you think I was gonna say something bad about this game? no. I'm not an ♥♥♥♥♥♥♥.","author":"NolanFurry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199859785197/recommended/"},{"id":"ceb991ca-af79-4d48-8456-945dd1fdf985","source":"steam","source_id":"steam:229966946","content_type":"review","title":null,"body_preview":"Very good and goody good gooder then most games but good as a goody good bag but not as good as playing with you goody good friends unless you friednless if so go touch grass you goody goody tissue","author":"R3TrOP-MSM","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199540214979/recommended/"},{"id":"66042607-040b-41eb-a1bd-0b3e7c16381f","source":"steam","source_id":"steam:230065395","content_type":"review","title":null,"body_preview":"fun game started on masters mode won it then thought i try calamity and realized early game can play it self.","author":"■■■","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199280663356/recommended/"},{"id":"c288df47-a235-42b0-bfb2-7edc0e83aa88","source":"steam","source_id":"steam:230065945","content_type":"review","title":null,"body_preview":"vanilla terraria is ass but tmod is also ass but better","author":"scotty doesn't know","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199571025234/recommended/"},{"id":"b47a0276-aefb-4f21-b1fd-5d783f366f06","source":"steam","source_id":"steam:230066975","content_type":"review","title":null,"body_preview":"This games an absolute 10/10 exploration, combat and sandbox experience.\r\n\r\n(when your not in the very beginning game, early hard mode, or post golem through lunar events. and also the best game to pl","author":"SuperMelloU","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199471072676/recommended/"},{"id":"b4c1a095-1b18-47cd-8415-77bc37ea792b","source":"steam","source_id":"steam:230068868","content_type":"review","title":null,"body_preview":"very ggood kinda like monecraft mixed with shovel knight","author":"Jackatron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199589882955/recommended/"},{"id":"c425157d-7c97-4974-b2ae-063cd140caf3","source":"steam","source_id":"steam:230069935","content_type":"review","title":null,"body_preview":"So fun a little complicated but thats the fun of it","author":"sophia.hkatx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199477082740/recommended/"},{"id":"b2c55b98-33f1-4bb3-97be-50253b7715e4","source":"steam","source_id":"steam:230071038","content_type":"review","title":null,"body_preview":"3 best game ever minecraft is 1 and elden ring is 2","author":"LeakyDogde","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199375010373/recommended/"},{"id":"0821cce1-bab7-4294-a0c6-420e663bca09","source":"steam","source_id":"steam:230071439","content_type":"review","title":null,"body_preview":"I would scrape my balls through 10 miles of glass to listen to zoologist fart through a walkie talkie","author":"Oompa Loompa Devious Dih","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199886087081/recommended/"},{"id":"6ab8affa-3eee-4b33-b18a-a3793f2d1288","source":"steam","source_id":"steam:230053615","content_type":"review","title":null,"body_preview":"Elden Ring is hands down the best game I've ever played. Every moment feels rewarding, from exploring its breathtaking world to overcoming incredibly challenging bosses. The freedom to play your own w","author":"CH3F NL","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198814311604/recommended/"},{"id":"ca5bdac8-9692-4c5f-93e9-848d2b645c0d","source":"steam","source_id":"steam:230056211","content_type":"review","title":null,"body_preview":"well what can I say, the game is good alright, but\n- it is empty like dragon age 3\n- it has caves and mount and JUMPS like skyrim\n- i cannot recall the osts from this game beyond some parts of the mai","author":"POZHILOI PEPEL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198144708170/recommended/"},{"id":"eeed2f1e-924f-4f81-9859-87ef7b56efdf","source":"steam","source_id":"steam:230059771","content_type":"review","title":null,"body_preview":"They tell me to do things  I HEAR THEM the VOICES AHHHHHHHHHHH","author":"Wassermensch","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199284213001/recommended/"},{"id":"dd6ffaf8-f439-429c-a33b-1c0d9285d405","source":"steam","source_id":"steam:230063088","content_type":"review","title":null,"body_preview":"Elden Ring isn't just a masterpiece. It's the gold standard for open-world RPGs.\r\n\r\nThe Lands Between is breathtaking, filled with secrets, unforgettable locations, and endless reasons to explore. Eve","author":"Nightshade","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199387942084/recommended/"},{"id":"4575d6d3-0515-428c-b2b3-283297b58ad2","source":"steam","source_id":"steam:230063803","content_type":"review","title":null,"body_preview":"More than anything, I've died to misjudged fall damage from jumping off small hills with Torrent.","author":"Troll_Toll","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044126124/recommended/"},{"id":"d6b1c6c7-bce0-4075-9672-519a911a7cd1","source":"steam","source_id":"steam:230068487","content_type":"review","title":null,"body_preview":"what else can I say? Everything about this game has already been said; what a modern masterpiece...","author":"lightler","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199071094528/recommended/"},{"id":"62d822db-66f8-4ba4-9915-8ebafa87ec9d","source":"steam","source_id":"steam:230071687","content_type":"review","title":null,"body_preview":"Game was fine, then they updated the anti cheat and now it WILL crash depending on your hardware, when it does it will corrupt your save file. I just lost 200 hours, thanks a lot formsoft and epic gam","author":"Na'ak Ba'ran","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124604190/recommended/"},{"id":"e0f1d826-92a7-4def-ab1a-e06aec1d50e2","source":"steam","source_id":"steam:230073743","content_type":"review","title":null,"body_preview":"It's really good and has a lot to do but this is only a game I see myself playing every once in a blue moon, Miyazaki/From games normally have high replay value but I just don't feel it with Elden Rin","author":"(Un)Common Raida","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040671929/recommended/"},{"id":"381ea63a-f360-4940-af0f-a6464b596d0c","source":"steam","source_id":"steam:230042262","content_type":"review","title":null,"body_preview":"Is worth it regardless of if on sale or not.\nu unlock recipes as u gain new types of items and for ore is smelted version that unlock recipe even for scrap metal gotta smelt \nthe game is good has big ","author":"SaltDragon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198139790233/recommended/"},{"id":"604f9181-cdff-4d79-92b5-70736309c228","source":"steam","source_id":"steam:230042978","content_type":"review","title":null,"body_preview":"At first I  dislike it so much and even earlier this year I completely hated it. But now I totally get it.","author":"Sexus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074355980/recommended/"},{"id":"4980d15b-085d-475b-bfa8-44a4a3788a89","source":"steam","source_id":"steam:230045019","content_type":"review","title":null,"body_preview":"This an amazing game and I highly recommend anyone who love survival games to try this game! This game can be punishingly brutal, but can also be extremely rewarding. Probably the best/most enjoyable ","author":"Kraibot","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199865033308/recommended/"},{"id":"2107ee94-c78c-423f-8ea9-e9ccdac7c3ea","source":"steam","source_id":"steam:230055170","content_type":"review","title":null,"body_preview":"Needs mods to fix annoying quality of life issues. Otherwise, A+ game","author":"Copium","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098552097/recommended/"},{"id":"10ff2e6a-6b5d-49d2-8994-b23d3c79608d","source":"steam","source_id":"steam:230056140","content_type":"review","title":null,"body_preview":"a very good game , you can die as you would do it in real life , its perfect for a good feeling and relax","author":"ghita_sergiu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199590463783/recommended/"},{"id":"36cba1be-a6af-4c9d-ab57-155ff07ebbbc","source":"steam","source_id":"steam:230063666","content_type":"review","title":null,"body_preview":"Game can be insanely frustrating but worth it in the end. Perfect survival game","author":"Real Truth News","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198843048280/recommended/"},{"id":"671fbdfc-ca59-454b-844d-7510fad33366","source":"steam","source_id":"steam:230063746","content_type":"review","title":null,"body_preview":"One of the best games exploration wise hands down, comparable to Abiotic Factor, this is up there and is a 11/10 for me!","author":"Spiffy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198355190662/recommended/"},{"id":"03ce349d-d58a-41bd-b32c-dfd8afb2b3fa","source":"steam","source_id":"steam:230064468","content_type":"review","title":null,"body_preview":"The game is truly excellent; I’m closing in on 1,000 hours of playtime and still haven't gotten bored—I always come back for a bit more. My friends joke that it’s \"Minecraft for men,\" haha. The only t","author":"Billy_Antunes","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199376220846/recommended/"},{"id":"e5236aa9-77ed-40a0-9153-ebdeee7aef05","source":"steam","source_id":"steam:230066093","content_type":"review","title":null,"body_preview":"'This time we'll go fast and finish the game' - Famous last words before building an entire medieval town that serves no purpose other than to get Sh*t on by raids","author":"Brattemans","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197982942246/recommended/"},{"id":"69adcceb-acca-4ae4-a7da-0e2012e346c3","source":"steam","source_id":"steam:230057657","content_type":"review","title":null,"body_preview":"FANTASTIC GAME, beat it on series X and will be beating it again on the PC i just built.","author":"Autobot7177","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199772782815/recommended/"},{"id":"c56150ec-d47d-4675-9b35-c753d129485a","source":"steam","source_id":"steam:230062337","content_type":"review","title":null,"body_preview":"this is sometning for need play month years and decenije","author":"arminnadircehajic","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199058044700/recommended/"},{"id":"570366c2-7dee-42c8-9800-22b1b00dc946","source":"steam","source_id":"steam:230064075","content_type":"review","title":null,"body_preview":"This is a mess. The game launches, flashes a black screen, and then just closes itself with no proper error and no real explanation. I’ve tried every fix I could find, changed launch options, checked ","author":"WhiteEnOwl","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199278519227/recommended/"},{"id":"0aed7df7-30d8-49fd-ab76-0be1df0eba3a","source":"steam","source_id":"steam:230065155","content_type":"review","title":null,"body_preview":"Can I please erase my memory just so I can play this masterpiece again for the first time?\r\n\r\nSorry, but RDR2 is Rockstar's best creation. GTA V is legendary... but Arthur Morgan walked so everyone el","author":"fr0st","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198362997685/recommended/"},{"id":"9001f0a2-dc0c-466f-a5fe-21f48862a1a9","source":"steam","source_id":"steam:230065286","content_type":"review","title":null,"body_preview":"on my first playthroigh and im at chapter 6 right now just got out of gurama and spoilers arthurs just giot tb  i played rdr1 before this and so far this is the best gam ei ahev ever played the graphi","author":"Grease","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199564823457/recommended/"},{"id":"b9c0e3e3-0eb1-4843-a1c4-9a741d9b1905","source":"steam","source_id":"steam:230068125","content_type":"review","title":null,"body_preview":"Rootin tootin shootin western with a beautiful story, beautiful gameplay and some damn good features.\r\nBeware, includes a big ♥♥♥♥♥♥♥ rat that you cant get rid of until the end of the game.","author":"SamaelMiko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198366208136/recommended/"},{"id":"26996b07-3858-462c-af5b-fcb217f3c452","source":"steam","source_id":"steam:230068773","content_type":"review","title":null,"body_preview":"No combat challenge, and no resource scarcity. This isn't a game so much as an interactive movie. If that's your thing, you'll have a good time. But if you need a feeling of overcoming a challenge, th","author":"TheBenPerson","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021822522/recommended/"},{"id":"8549b115-6b02-4f73-ab3b-96f829d30b23","source":"steam","source_id":"steam:230053237","content_type":"review","title":null,"body_preview":"I LOVE THIS GAME AND EVERYTHING ABOUT IT SM CONTENT U CAN PLAY FOR YEARS","author":"aceiiani","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199239939173/recommended/"},{"id":"668d1e01-c065-4735-981b-b4d1279889f7","source":"steam","source_id":"steam:230053846","content_type":"review","title":null,"body_preview":"Best me liked it. Friend gip so technically it's free. Bless friend who gip this awesome game 10000000/10","author":"Wan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199548470842/recommended/"},{"id":"78b62be0-6048-4a1b-a503-fc0f6de9d2d0","source":"steam","source_id":"steam:230054508","content_type":"review","title":null,"body_preview":"grow a garden + fishing simulator + mining simulator = 土豆","author":"rexyhaha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199071161554/recommended/"},{"id":"893c5ab4-8ceb-45cf-8fa1-e7bb167c790e","source":"steam","source_id":"steam:230055282","content_type":"review","title":null,"body_preview":"Stardew Valley is an amazingly built game with so many different paths to choose. When you play, it feels as if you're inside you're own, beautiful world. 10/10","author":"gerbrandtzach","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198682597479/recommended/"},{"id":"671a80bc-688a-4bb2-8905-a2ace7780fad","source":"steam","source_id":"steam:230064726","content_type":"review","title":null,"body_preview":"super sí para todos los teas del mundo, por su atención, muchas graxia","author":"kitisuabe642","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199159838555/recommended/"},{"id":"ec16498e-7d7c-4d73-9182-76e82241ba3d","source":"steam","source_id":"steam:230065294","content_type":"review","title":null,"body_preview":"You don't need to read this, you already know the games good. just pull the plug and buy it for your collection.","author":"Owllamour","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124824054/recommended/"},{"id":"9aa32547-22c6-4e0a-b26d-e2c41f95637c","source":"steam","source_id":"steam:230066467","content_type":"review","title":null,"body_preview":"Absolutely amazing game holy moly. There are a few common bugs where your spouse and other characters appera out of frame/bounds, but it doesn't really affect gameplay at all. Each character is well w","author":"PotatoesAreTheBest1738","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","opinion_without_overqualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199034457040/recommended/"},{"id":"a0987965-534a-4f37-8710-68c9a80f80d2","source":"steam","source_id":"steam:230066918","content_type":"review","title":null,"body_preview":"Very nice game that allows choices, but doesn't push them too much.","author":"ATiredDragoness","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752185300/recommended/"},{"id":"96bc4121-1c65-44ca-b85d-6c158a393374","source":"steam","source_id":"steam:230049832","content_type":"review","title":null,"body_preview":"gross community which sucks for an app that relies on its community for its wallpapers","author":"Rites","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199031176491/recommended/"},{"id":"dc8763ec-20a9-47b2-bd1d-774e007f1732","source":"steam","source_id":"steam:230053357","content_type":"review","title":null,"body_preview":"Will always be one of the best wallpaper apps I have ever used! What I love about this too is that you can make your own wallpapers within Wallpaper Engine, which makes it easy for small artists like ","author":"princesssarahtdp","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229556607/recommended/"},{"id":"198f20b0-5f7f-4fc1-99df-4e070a34400e","source":"steam","source_id":"steam:230055017","content_type":"review","title":null,"body_preview":"it’s one of the best software purchases I’ve made on Steam.\r\n\r\nThe customization options are amazing, and the Workshop has endless wallpapers for every mood, setup, and theme. More fun and satisfying ","author":"vishalramshankar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199051394027/recommended/"},{"id":"d2ea8f72-13a3-49ad-96fb-7b97782dc941","source":"steam","source_id":"steam:230056139","content_type":"review","title":null,"body_preview":"NICE SOFTWARE FOR WALLPAPER AND GAMING ASTHETIC LOOKS FOR PC SETUP","author":"TECHNICAL DEY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199054430682/recommended/"},{"id":"03f49ed4-9bc0-4c8c-8d1a-de5e1d141f90","source":"steam","source_id":"steam:230057813","content_type":"review","title":null,"body_preview":"Best software for wallpapers. I wouldn't use any other. Its simple, easy to use, and easy to learn if you want to create some wallpapers. The current catalog is already pretty vast, quality ranges. Bu","author":"Heads up Huntz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199410206298/recommended/"},{"id":"919fd354-1a9d-41d9-904b-ac35ae9f7c43","source":"steam","source_id":"steam:230063588","content_type":"review","title":null,"body_preview":"i think this is a really good game/app on steam to get your wall papers from","author":"CamTooSmooth","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198110835937/recommended/"},{"id":"0931e46e-735b-4fa1-81b1-15451ad87386","source":"steam","source_id":"steam:230029611","content_type":"review","title":null,"body_preview":"First day: play the game, nothin much to do then hop off\r\nSecond day: Download some mods to make the game more playable\r\nThird day: enjoy.","author":"/|\\","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199758540892/recommended/"},{"id":"61fbbd84-705b-4497-ad2c-794dc1e6378e","source":"steam","source_id":"steam:230036944","content_type":"review","title":null,"body_preview":"I prefer this gameplay to other fallouts, but this games story feels very off, I enjoyed Nuka-world for a bit, far harbor too, but it feels too weird, with all those dumb creation club items (like ser","author":"TortoisePie","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198880128919/recommended/"},{"id":"11dc15cf-47c9-4d6f-966a-68b70a4116f1","source":"steam","source_id":"steam:230040956","content_type":"review","title":null,"body_preview":"Fun! The factions are meh but i like everything else. Bethesda could do better but for what its worth this game has hours upon hours of content.","author":"Kleenexbox desu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069707240/recommended/"},{"id":"205bebf2-90e2-42a8-86d3-5dc8481015b6","source":"steam","source_id":"steam:230043050","content_type":"review","title":null,"body_preview":"Bethesda is a scumbag studio that treats their customers like ♥♥♥♥. Decided to do a vanilla survival playthrough on Steam Deck and it is shocking how little they've fixed in this game since its origin","author":"Nunya","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058603742/recommended/"},{"id":"0c4eed89-7247-4024-92b5-0f20127aec2c","source":"steam","source_id":"steam:230045097","content_type":"review","title":null,"body_preview":"I heard this game has a story, but I dont have time for it, because another settlement needs my help.","author":"NexusMCZ","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198302987864/recommended/"},{"id":"49a5c0c2-d662-4bec-9d43-66c833e6bac7","source":"steam","source_id":"steam:230047237","content_type":"review","title":null,"body_preview":"Will always be my favorite game on all time, played on my xbox one back in 2015 and Ive been invested since. Incredible franchise, love fallout.","author":"crunchysharks","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199566523680/recommended/"},{"id":"bd85e643-100c-485c-804d-531e45cbe5d6","source":"steam","source_id":"steam:230049483","content_type":"review","title":null,"body_preview":"I have mods and so does everyone else that plays this game, base game sucks ass, mods good","author":"God Capybara","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199735884407/recommended/"},{"id":"c9a2a528-068e-4b94-aee5-e4b26cd249fa","source":"steam","source_id":"steam:230050225","content_type":"review","title":null,"body_preview":"Started a few campaigns but it didn't scratch the right itch until i tried survival mode. Feels incredibly rewarding to scout a place, plan the approach, and survive the encounter.\r\n\r\nWatch out for mi","author":"YourPsychiatrist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198083821182/recommended/"},{"id":"3c5f6a87-12a5-4271-b651-7b5b661455f2","source":"steam","source_id":"steam:230050958","content_type":"review","title":null,"body_preview":"Travis made me turn off the radio and never turn it back on. Crazy how New Vegas actually felt like a Fallout 4. This Fallout 4 feels like a Fallout 3.5","author":"Tom Cruise","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024514405/recommended/"},{"id":"12b9c82d-f34a-4da4-97a9-f0115df68fcf","source":"steam","source_id":"steam:230052881","content_type":"review","title":null,"body_preview":"I know Fallout 4 isn't a perfect game. It has its flaws, and I completely understand why a lot of people criticize it, especially when it comes to the RPG elements. But for some reason, I just can't h","author":"CrookedLips","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","template_phrases","polished_first_draft","human_indicators_missing"],"bot_score":0.35100532737583773,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811616622/recommended/"},{"id":"198456c4-35d3-4c26-82f3-bce8678a3a77","source":"steam","source_id":"steam:230053681","content_type":"review","title":null,"body_preview":"Not ever playing this game again, CC just makes it bad, Bethesda changes how it does things one the fly. Flowers are a pain it the ass. Just done whit this ♥♥♥♥. Enjoy if you like but I have had it.","author":"cvander","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025883172/recommended/"},{"id":"716c93f4-e756-4a14-8269-91f12d172d67","source":"steam","source_id":"steam:230055764","content_type":"review","title":null,"body_preview":"one of my favorite games of all time! fallout 4 and skyrim got me into playing through the bethesda backlog. i heavily recommend this game! it plays great in handheld as long as you don't install the ","author":"AlucardLuxVT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198870297965/recommended/"},{"id":"f4f5b4c9-c4ab-4b61-9ac1-78c590cd475b","source":"steam","source_id":"steam:230068609","content_type":"review","title":null,"body_preview":"Likes to get stuck on loading screens and then freeze or crash. Game is not bad but probably not worth buying for most people.","author":"Paper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198128786536/recommended/"},{"id":"71cbe6e5-d001-4ff1-86bd-4530e1243dfe","source":"steam","source_id":"steam:230070706","content_type":"review","title":null,"body_preview":"I don't know what they did but the loading times and loading screens are so horrible it forced me to stop playing the game.","author":"guccimane","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198012641069/recommended/"},{"id":"8a2b3e3b-524c-436a-8e8b-baeff7e2e2b3","source":"steam","source_id":"steam:230042404","content_type":"review","title":null,"body_preview":"I have 44 hours in the game. I'm barely 40% through the story. One of the best open-worlds, super fun. It's like an interactive movie yuhyuhyuhhhhhhhhh 9.2/10 (so far)","author":"akusii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198992767115/recommended/"},{"id":"3ecd1665-4b14-4c0f-a517-7a6e78075932","source":"steam","source_id":"steam:230047502","content_type":"review","title":null,"body_preview":"Excellent locations with stunning visuals that surpass those of many AAA games released in recent years.\r\nGreat characters, awesome dialogues and an incredible atmosphere. Many of these elements simpl","author":"MG","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010403271/recommended/"},{"id":"98faf44e-a435-48ec-8568-f5ba5958a9a2","source":"steam","source_id":"steam:230052983","content_type":"review","title":null,"body_preview":"Great storyline and game mechanics. Highly recommend!","author":"ckdizzle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198875053678/recommended/"},{"id":"93da767a-f2da-492e-808d-f87693e5a771","source":"steam","source_id":"steam:230062763","content_type":"review","title":null,"body_preview":"a bit of a slow start but once you get into the baron quest, the game really starts to pick up. make sure to do as many side quests as some of them are just as good as the main story.","author":"Danny Boy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198165725569/recommended/"},{"id":"ed646da4-608d-4b6a-98b5-de69f89a01f1","source":"steam","source_id":"steam:230064043","content_type":"review","title":null,"body_preview":"It’s hard to believe this game is over 10 years old. It often costs little more than a hamburger during Steam sales, yet it still receives updates—and it absolutely deserves all the praise and hype.\n\n","author":"𝔰𝔢𝔫𝔰𝔢𝔦","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199193976309/recommended/"},{"id":"00af7a62-8527-4fb6-a0e9-449b7345a2a1","source":"steam","source_id":"steam:229758681","content_type":"review","title":null,"body_preview":"The game has sort of moved on from when I last played, and with POE2 now the hot-ticket item, POE1 is something of a relic of its time. But I played this game from closed beta until the 5th league con","author":"Thicket","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044000625/recommended/"},{"id":"a8848fbf-ecec-429d-8d03-fcf4d85e23e5","source":"steam","source_id":"steam:229786977","content_type":"review","title":null,"body_preview":"Bruh i played almost 100 hours for absolutely nothing. The most insanely new player-unfriendly game I've ever played in my life.","author":"22_solo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198342664588/recommended/"},{"id":"b1be520b-5fe1-4376-ba34-8c8992d21c94","source":"steam","source_id":"steam:229825377","content_type":"review","title":null,"body_preview":"despite 2 existing they still do things with this game, id rather kill myself on hardcore mode than dare leave anything but a positive review","author":"Light Mode Moth","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197999436844/recommended/"},{"id":"d1a44589-4adb-48ff-81d2-7282fb2a9e68","source":"steam","source_id":"steam:229960619","content_type":"review","title":null,"body_preview":"Boring, repetitive crap for fans of the same crap—Diablo. Some armor, some gems with some abilities or buffs inserted into it. But it doesn't matter, because the gameplay won't change at all. It's jus","author":"f1rstheavybrain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198775536754/recommended/"},{"id":"623d6427-5c2d-4cd4-aacb-d7007fdb8fcb","source":"steam","source_id":"steam:229994003","content_type":"review","title":null,"body_preview":"A very decent game, closest to old diablo there is, have not found many similar ones and free to play. Of course there are differences, over the years this game has evolved, the skills were vast even ","author":"SakeSnake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197999680029/recommended/"},{"id":"2aa621d8-4f49-46a1-af09-68d950b5d05b","source":"steam","source_id":"steam:230009360","content_type":"review","title":null,"body_preview":"Best ARPG that exists. Gear progression, loot, grinding, and infinite build possibilities. Absolutely ZERO pay-to-win options. If you're looking for an RPG that you can sink thousands of hours into, t","author":"Bubonic Obelisk","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198388332390/recommended/"},{"id":"62c16427-3cd2-4740-975c-5df281aefc0c","source":"steam","source_id":"steam:230011184","content_type":"review","title":null,"body_preview":"Impossible to put into words how good this is. 10/10.","author":"put a load in this guy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098657376/recommended/"},{"id":"fcc3c0dc-8a38-4dbb-8d40-0122f11c2bff","source":"steam","source_id":"steam:230028591","content_type":"review","title":null,"body_preview":"Honestly, PoE is the best of its genre. It has 10 acts to teach you the mechanics of the game such as the legendary skill tree before you start playing the actual game. In the endgame, you get to spec","author":"Negroni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198860583675/recommended/"},{"id":"f1d8f8f4-cdb9-4895-bafa-6f38437776bc","source":"steam","source_id":"steam:229994399","content_type":"review","title":null,"body_preview":"it was a hell yeah, \r\nbought and played this game before payday 3 was even released\r\nand this game will stay with my soul till i die","author":"Hosi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199544521958/recommended/"},{"id":"b3ab4c79-426c-4b8b-bf2d-d022e819b820","source":"steam","source_id":"steam:229996171","content_type":"review","title":null,"body_preview":"this game goes from a 4/10 to a -2/10, exclusively due to the existance of \"Big Oil\"","author":"Larpyurmion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199017692803/recommended/"},{"id":"ebf96169-e440-4924-8816-186eb48f9b5e","source":"steam","source_id":"steam:230005574","content_type":"review","title":null,"body_preview":"100x better than the flop sequel known as Payday 3","author":"dan.abdz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198354715897/recommended/"},{"id":"04c91c58-5edd-4e11-bf4a-19481051dc51","source":"steam","source_id":"steam:230006717","content_type":"review","title":null,"body_preview":"All in all the game was pretty good would recomend","author":"NIKOTZOBLIS","classification":"human_created","confidence":0.68,"indicators":["terse_replies","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199563223227/recommended/"},{"id":"e503c6b6-534b-4346-b4f5-3b640176fe13","source":"steam","source_id":"steam:230007482","content_type":"review","title":null,"body_preview":"Russianbadger brought me here, stayed for the amazing amount of weapon variety, customization of said guns, perk decks, and upgrades really make it so you can have no two similar runs. The enemies giv","author":"Slinkster","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198416638321/recommended/"},{"id":"726365a9-c43d-47d5-8f1b-3798a6a6c0a3","source":"steam","source_id":"steam:230009278","content_type":"review","title":null,"body_preview":"whoever made framing frame a thing plz end your life","author":"BoboOffDaBenzo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198432708092/recommended/"},{"id":"f6d3f6b8-551b-4f90-a132-20c4a607854b","source":"steam","source_id":"steam:230014152","content_type":"review","title":null,"body_preview":"used to play on console but its thousands of times better on pc because of mods. \nthey upgraded the engine recently but as to be expected pretty much all mods are broken. glad to see they are still wo","author":"xTipsii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199114678375/recommended/"},{"id":"f3b512fa-e0ce-4521-97a6-20dca7dd2868","source":"steam","source_id":"steam:230045006","content_type":"review","title":null,"body_preview":"best free to play experience by far. highly recommend this little gem to anyone that loves a good sci-fi third person shooter/melee with a load of different content you can lose yourself in for hour, ","author":"ChronicNebula","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198255371600/recommended/"},{"id":"10aea64e-9de8-436e-9a0f-1bc229494501","source":"steam","source_id":"steam:230049826","content_type":"review","title":null,"body_preview":"uh warfram is ga and peak but grind fnu and end gamee confuse me","author":"Ablazedlight","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199476209637/recommended/"},{"id":"01e31bc1-f4c5-4cde-8914-918934305e6b","source":"steam","source_id":"steam:230052929","content_type":"review","title":null,"body_preview":"leaving a positive review because my girlfriend would twist my penis into a black hole if I didn't","author":"Goofball Luca","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198177319065/recommended/"},{"id":"701fddd8-46e1-4761-a173-cebc08300d6c","source":"steam","source_id":"steam:230057060","content_type":"review","title":null,"body_preview":"A fantastic game, and all non-cosmetic content is freely available to the player. If you spend the $30-$60 you'd normally spend on a game on Plat when you have a 75% off coupon, You can buy all the co","author":"TimothyWiggins127","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198112945781/recommended/"},{"id":"8f68daf6-1c4e-4d3b-bd05-3ee703976831","source":"steam","source_id":"steam:230057750","content_type":"review","title":null,"body_preview":"Wholeheartedly recommend playing, the first few hours would deter you a little bit but i highly suggest you to keep playing and gradually learn about the game. It inst really hard in the early game an","author":"DUNDERBIRD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198435298192/recommended/"},{"id":"52402544-d5e1-4c87-83c9-80af4b8df093","source":"steam","source_id":"steam:230049133","content_type":"review","title":null,"body_preview":"True to being a game made by a Russian company, this is a fighter aircraft and tank game whose balance revolves almost entirely around Russian overpowered vehicles. Among the major nations, only the U","author":"ᚣᚢᛗᛖ","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","comparison_to_competitor","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199490260525/recommended/"},{"id":"8b2d16dc-50aa-4fa9-b215-1917ef253856","source":"steam","source_id":"steam:230049539","content_type":"review","title":null,"body_preview":"The developers claim that this game focuses heavily on historical accuracy and semi-historical designs, unlike World of Tanks, which introduces fictional tanks. In reality, though, it's better describ","author":"ᚹᛟᛞᚨᚾᚨᛉ","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198148482222/recommended/"},{"id":"94a07a94-6083-4f53-a0d2-0ec0d2d1f63a","source":"steam","source_id":"steam:230051536","content_type":"review","title":null,"body_preview":"worst game oat but the snail has my soul in a full nelson","author":"saukar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199210533031/recommended/"},{"id":"cf733c02-9460-445c-94a2-37096c672000","source":"steam","source_id":"steam:230052139","content_type":"review","title":null,"body_preview":"go go go away premium flankers!\r\nMake sure to look up your local suicide hotline and mental hospital before playing!","author":"oshiiruko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199405866086/recommended/"},{"id":"bf05be37-3a58-444b-9289-a2f2687ee7ed","source":"steam","source_id":"steam:230058638","content_type":"review","title":null,"body_preview":"war thunder more like slop thunder copy paste vehicel every update cringe premium players, a lvl 9 player got into my game with t58 ♥♥♥♥♥ german player and teammates every match salt the f###ing snail","author":"Nero'","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199496930616/recommended/"},{"id":"5460013c-a362-4e86-b53f-a838d11d6f01","source":"steam","source_id":"steam:230058732","content_type":"review","title":null,"body_preview":"This is not a game, do not download this and do not give the \"developers\" any of your money. It is a marketing campaign for a game that you will never be able to play unless your time and money hold n","author":"Samaritan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197996717556/recommended/"},{"id":"59701b04-f4e2-4fb4-a147-8b0133fc1663","source":"steam","source_id":"steam:229496636","content_type":"review","title":null,"body_preview":"Compounding systems to milk you for everything you have and frustrate you to the point of spending money. An amazing game with great gameplay, ruined by terrible, greedy monetization. The only way to ","author":"Sinistersaints","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198109428436/recommended/"},{"id":"56bc6db6-f91b-4ae4-89df-ebfb2e3c7f93","source":"steam","source_id":"steam:229814457","content_type":"review","title":null,"body_preview":"The Raids, Combat, and visuals are AMAZING. However all of the progression systems are glorified slot machines. Honing gear feels horrible. I'd rather go months without loot in a traditional MMO over ","author":"Mister Melons","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197996336633/recommended/"},{"id":"e9dab41f-da1d-4d17-ab39-aa3ab84839cf","source":"steam","source_id":"steam:229917256","content_type":"review","title":null,"body_preview":"terrible servers, and will load 40 percent of the time","author":"Cantmore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198384079573/recommended/"},{"id":"47696bf7-3e90-4ed3-b940-07e378017f7d","source":"steam","source_id":"steam:229999638","content_type":"review","title":null,"body_preview":"i have no idea what this game is about, but some guy hacked in my account in like 2022 and got banned lol, doesnt look very appealing tho","author":"waste","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","opinion_without_elaboration"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199000690122/recommended/"},{"id":"2c6b9144-ffb9-4a07-acd5-313f03019e4d","source":"steam","source_id":"steam:230037397","content_type":"review","title":null,"body_preview":"1. FULL ANGRY REVIEW (maximum pissed off)\r\nLost Ark is one of the most fun ARPG/MMO hybrids I’ve ever touched, and it drives me insane that I can’t fully enjoy it because the devs refuse to fix one of","author":"blackjohn132","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198418563986/recommended/"},{"id":"80e9ad9a-a640-4ede-873b-c518b21c45d4","source":"steam","source_id":"steam:230038104","content_type":"review","title":null,"body_preview":"Really lovely game. Very enjoyable. Isometric is my jam.  I did make the mistake of powerpassing and got overwhelmed but once I started a new character, it's much more chill. Good stuff and free and m","author":"WorCannibal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198176538747/recommended/"},{"id":"33356cf1-2614-4361-957f-73b0ff27568e","source":"steam","source_id":"steam:230036376","content_type":"review","title":null,"body_preview":"My 2nd favourite beneath the big nautica other than below zero","author":"FBIgov","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_potential"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199813399812/recommended/"},{"id":"b89300a9-c741-4df0-84a1-fff80f591e53","source":"steam","source_id":"steam:230042927","content_type":"review","title":null,"body_preview":"this game is so ass and every game ive played have been cheaters","author":"mckenzili299","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198746047130/recommended/"},{"id":"71fa270c-50f4-40a3-ab86-d0d3f66e7a31","source":"steam","source_id":"steam:230043521","content_type":"review","title":null,"body_preview":"I feel like im losing my mind playing with these teammates. However its the best dopamine hit ive ever gotten.","author":"SSSTARSCOURGE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199273670376/recommended/"},{"id":"3339d890-decb-47fa-a8e2-fca25c1a1f0d","source":"steam","source_id":"steam:230048629","content_type":"review","title":null,"body_preview":"Most of my hours are on Ubisoft connect but ubi themselves would have to pay me to give this game a good review after all the torture I've been through. (im still gonna play it for some reason)","author":"Dino","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199092991018/recommended/"},{"id":"286d0fcb-339a-46f1-ab43-3acf43510b94","source":"steam","source_id":"steam:230048952","content_type":"review","title":null,"body_preview":"I spent over 600 hours in Siege, so this isn't coming from someone who gave up after a few matches. At its core, this game has one of the best tactical FPS concepts ever made. The operator system, des","author":"CrookedLips","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.35100532737583773,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811616622/recommended/"},{"id":"6b4773d6-76f6-4851-9762-5d134aa0d7d5","source":"steam","source_id":"steam:230049770","content_type":"review","title":null,"body_preview":"This games pretty fun when my teammates don't throw a C4 at me. Good game tho","author":"arkane3447","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198753630061/recommended/"},{"id":"e54074b7-7369-4042-9837-138f7a01411d","source":"steam","source_id":"steam:230059666","content_type":"review","title":null,"body_preview":"Spawned in, roamed around with a rock, got some sulfur and stone, started making tools, a crazed naked neanderthal shot me with an arrow 2 times on my body, got close to him pulled out a hatchet hit m","author":"ChupaKabra","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199047497517/recommended/"},{"id":"2edd2d02-d367-4000-9b10-3c13acc37396","source":"steam","source_id":"steam:230061240","content_type":"review","title":null,"body_preview":"got banned today 7/9/2026 for no reason im a legit player and there saying im cheating ♥♥♥♥ this game.","author":"Phineas","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199035639945/recommended/"},{"id":"25a50d19-ba09-4d7d-be3f-d4cc4f009f83","source":"steam","source_id":"steam:230062674","content_type":"review","title":null,"body_preview":"10/10 would recommend buying and playing mmo rpg modded rust servers or other modded servers if your not that good but take a mental break every now and then or it feels like your giving yourself 50 l","author":"clankerchus19","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199644647658/recommended/"},{"id":"7ac8d720-8d17-4412-8005-1e50609e3504","source":"steam","source_id":"steam:230064151","content_type":"review","title":null,"body_preview":"the game can be compared to getting addicted to hardcore drugs then going cold turkey (getting offlined) and then fighting the cocaine withdrawals with only a tomato rock left in my hand","author":"SKT T1 Faker","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199189449563/recommended/"},{"id":"84bffe24-a247-44c4-baac-6ce600976672","source":"steam","source_id":"steam:230064350","content_type":"review","title":null,"body_preview":"very good game love the graphics buildin bases \r\nhate players who run to you with gun and absolutely destroy you","author":"76561199557512986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199557512986/recommended/"},{"id":"faf8d46f-d1ab-4483-9fd5-7b426165e34c","source":"steam","source_id":"steam:230033141","content_type":"review","title":null,"body_preview":"Once you start playing, it gets a lot more fun! Would recommend playing.","author":"classicwintage","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198824630837/recommended/"},{"id":"cfdf55ec-6b4c-49cd-8eca-26770412a715","source":"steam","source_id":"steam:230039186","content_type":"review","title":null,"body_preview":"My friends used my dinosaurs as cannon fodder for a boss. It nuked them within 1 second of it spawning. 10/10 would watch my friends kill my pets again. \n\nP.S. The game is better with mods.","author":"TaxFraudTodd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198045904277/recommended/"},{"id":"504a8ba8-a8ae-4ce6-abcd-48d7e46d4383","source":"steam","source_id":"steam:230047577","content_type":"review","title":null,"body_preview":"I think ARK: Survival Evolved is a really fun survival game because you get to explore a huge world full of dinosaurs. You have to collect resources, build a base, tame dinosaurs, and survive against ","author":"AnInusualGamerYT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199699104165/recommended/"},{"id":"fdecc20b-650f-46ea-8974-4dbfd9f7d3d4","source":"steam","source_id":"steam:230049746","content_type":"review","title":null,"body_preview":"Its a fun game you just have to make sure your pc can handle it","author":"Gojo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199440415479/recommended/"},{"id":"390239d5-e09f-494d-8ad8-b5d4d173a66f","source":"steam","source_id":"steam:230051777","content_type":"review","title":null,"body_preview":"better then asa in almost everyway possible \r\nless greed runs better and (in my opinion) looks better then asa by being less bright and more \"dirty\"\r\nonly $15 and all the good dlcs and free can beat i","author":"Tynashkal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198262145316/recommended/"},{"id":"d2c6c2a6-00e7-4d01-b886-2013816a4961","source":"steam","source_id":"steam:230054576","content_type":"review","title":null,"body_preview":"Dinosaurs, crashes, and the longest game I've played. I have nearly 50 hours at the time of writing and I haven't beaten a single world yet. Possibly a skill issue, but I enjoy the game's unique survi","author":"Alexinfinity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference","genuine_specificity","strong_opinions"],"bot_score":0.5444683034941619,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198936373055/recommended/"},{"id":"10f9dccc-5928-4518-a8a6-112b739327cc","source":"steam","source_id":"steam:230066181","content_type":"review","title":null,"body_preview":"i had to make a server cause my friends internet is in india or something. and then got dragged to the bottom of the ocean after he went in a cave.","author":"■■■","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199280663356/recommended/"},{"id":"a6e3459e-8a69-431b-8993-526d59869fb6","source":"steam","source_id":"steam:230068422","content_type":"review","title":null,"body_preview":"Game crashed during the broodmother fight and lost everything because my game kept crashing when trying to load back in funny dino game but tons of bugs and glitchs just wont get fixed because wildcar","author":"daviszcs14","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756352397/recommended/"},{"id":"5d516a36-d60d-4880-bbee-145566d345f4","source":"steam","source_id":"steam:230072353","content_type":"review","title":null,"body_preview":"died 100 times at the start but extremely fun with friends","author":"aithepieiscold","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199657419708/recommended/"},{"id":"fbc5179a-bbf9-4e02-bace-73aa95e45a78","source":"steam","source_id":"steam:229964741","content_type":"review","title":null,"body_preview":"This game works best and online is good too GTA VI launching soon i cant wait for it","author":"AndyGamerRO","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199389940081/recommended/"},{"id":"29b3474f-2b36-4628-bbde-d8ba8ac75c48","source":"steam","source_id":"steam:229969313","content_type":"review","title":null,"body_preview":"thsi i sfun and the shoe store is not a real shoe store","author":"pickleman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198757683998/recommended/"},{"id":"9126e2a0-242f-4342-9bc1-9072246d91e2","source":"steam","source_id":"steam:229984547","content_type":"review","title":null,"body_preview":"Wow, what can I say about this long-lived game franchise. It has a great story; great characters and the online gaming offer a variety of play that is hard to match. Been playing since day one and dar","author":"MarzAce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","personal_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010456962/recommended/"},{"id":"29c7e44c-1c40-4cf2-bdb0-a89ec656c6b5","source":"steam","source_id":"steam:230056840","content_type":"review","title":null,"body_preview":"very bad game , please remove this game from steam","author":"⚔ مناضل الله العر","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199246000755/recommended/"},{"id":"d3e94671-6052-4d0c-99d5-cf1c03f21dfc","source":"steam","source_id":"steam:230057555","content_type":"review","title":null,"body_preview":"this game will make you preform a lobotomy on yourself","author":"da mud dude","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199840806242/recommended/"},{"id":"32e9ff75-7f98-49e0-b9f1-7b7993838c55","source":"steam","source_id":"steam:230061401","content_type":"review","title":null,"body_preview":"Just another shooter to play when bored. Pretty good game, I just suck at it.","author":"Dninja","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198713018367/recommended/"},{"id":"204a25f5-1272-435b-8e7f-f1872232abfb","source":"steam","source_id":"steam:230048195","content_type":"review","title":null,"body_preview":"amazing game \r\nthe random teammates are a different bread of slow through, they never help or do anything for the team, they play octane and rush and die and leave, my nan could do better than these p","author":"Emplyes Mustwashhands","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199401758943/recommended/"},{"id":"60747f73-6928-4579-8b26-a4f6e78eec38","source":"steam","source_id":"steam:230053626","content_type":"review","title":null,"body_preview":"i play this game a couple times back in lockdown and i couldnt imagine a worse game its honestly in my opinion been dragged out from the depths of hell. you only like this game if you are good at it a","author":"Sam Playz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197971103803/recommended/"},{"id":"5b62cd9e-acbd-4581-9f11-f0fb60dddb12","source":"steam","source_id":"steam:230053771","content_type":"review","title":null,"body_preview":"Do you like getting 6th partied after one gunshot while also not seeing anyone the entire game? Than this game is for you.","author":"Chisak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199117849300/recommended/"},{"id":"8799116a-a477-41f8-b7c3-38a917431c30","source":"steam","source_id":"steam:230054443","content_type":"review","title":null,"body_preview":"EA is still greedy, definitely p2w, but I personally can't complain about the overall gameplay. Grinding for other characters will take a WHILE without spending money, but great game overall in my opi","author":"Alexinfinity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5444683034941619,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198936373055/recommended/"},{"id":"2fcae1ab-36f8-4f16-b7ce-65928ad185d5","source":"steam","source_id":"steam:230057532","content_type":"review","title":null,"body_preview":"if you are looking for a fun, advanced, hard mechanilly battle royale to play this will be a game you enjoy alot. The game is deep and convolouted with the many different movement mechanics ring and m","author":"applejuiceツ","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199143589290/recommended/"},{"id":"906fb3ce-5146-46bf-8f1c-00bae14bcf5d","source":"steam","source_id":"steam:230058147","content_type":"review","title":null,"body_preview":"A free to play modernization of DotA designed by the original creator IceFrog. The only things that cost money are cosmetic or analysis.","author":"stratelite","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197980170354/recommended/"},{"id":"1075882f-3e59-4711-9a50-79cd722b60f6","source":"steam","source_id":"steam:230067807","content_type":"review","title":null,"body_preview":"782 hours in, still in the tutorial. Best game ever made","author":"Zekky","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198266865969/recommended/"},{"id":"1ebd8076-dc45-4132-a973-5a5ff705218d","source":"steam","source_id":"steam:230070384","content_type":"review","title":null,"body_preview":"Im starting to understand how to play.... I think.","author":"Aubi Baby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199194161586/recommended/"},{"id":"32fc2215-3671-40c0-9e31-d92600bca7ff","source":"steam","source_id":"steam:230070683","content_type":"review","title":null,"body_preview":"its very good tactical shooter game highly reccommended","author":"Winter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199020499166/recommended/"},{"id":"af6843c3-b99e-47ca-a992-5731476fc314","source":"steam","source_id":"steam:230073066","content_type":"review","title":null,"body_preview":"OMFG BEST ♥♥♥♥♥♥♥ GAMEN EVER I ♥♥♥♥♥♥♥ LOVE THE M4A1-S AND I LOVE THE SG 553 TOO","author":"guicho is a illegal immigrant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199172941137/recommended/"},{"id":"c70bfa04-38f7-4387-af6d-22963dbf7ba7","source":"steam","source_id":"steam:230074317","content_type":"review","title":null,"body_preview":"ive been matchmaking banned more then ive completed actual matches.","author":"Crapif","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198976604587/recommended/"},{"id":"e91cd120-b0f7-4705-8c5b-2f4ed2f9f55a","source":"steam","source_id":"steam:230074399","content_type":"review","title":null,"body_preview":"very good game until the first rounds after you buy premium","author":"gaming333life","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198678177238/recommended/"},{"id":"4c4b50e4-88d1-4b8d-b61a-254f0b095fe2","source":"steam","source_id":"steam:230074771","content_type":"review","title":null,"body_preview":"This game is full of cheaters. Please take care Valve","author":"lepsi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198697213593/recommended/"},{"id":"00b6c26b-ce15-4c24-a69d-bff227be8429","source":"steam","source_id":"steam:230052601","content_type":"review","title":null,"body_preview":"Remove Rondo from ranked. Lots of cheaters but this map is a disgrace: no loot, awful terrain. 100% panzerfaust map","author":"Matveu4uk1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199217977050/recommended/"},{"id":"d2d1a4fb-212c-4526-84b7-f53f2b4a572f","source":"steam","source_id":"steam:230053522","content_type":"review","title":null,"body_preview":"After 300+ hours in PUBG, I can say that this game is still one of the most intense battle royale experiences out there.\n\nThe biggest strength of PUBG is the feeling that every match can create a diff","author":"K3NZ","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199016591350/recommended/"},{"id":"319ed291-e3fa-409e-96f5-d1a8eae4b13e","source":"steam","source_id":"steam:230057264","content_type":"review","title":null,"body_preview":"coupons!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"GogYK","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199069941541/recommended/"},{"id":"e9b837ab-cd5a-478a-8a04-73382fc9f5ff","source":"steam","source_id":"steam:230067386","content_type":"review","title":null,"body_preview":"i love this game but the only bad thing about it is there is no cross-play, so i cant play with my brother because he has no pc. other than that the game runs well, looks okay and is a solid battle ro","author":"axel.volk1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199680403271/recommended/"},{"id":"b05b3465-09c2-4ac1-844d-1b3d21ed6bcf","source":"steam","source_id":"steam:230069471","content_type":"review","title":null,"body_preview":"your games too buggy it won't let me play, but it did let me launched the games, but crash during loading screen \n(crash bug) can you fix this bug issues","author":"Vinnyvince","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","direct_complaint"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 10 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199650695498/recommended/"},{"id":"9bb8999a-85eb-444d-9fe0-03014c3cb22e","source":"hackernews","source_id":"48822640","content_type":"comment","title":null,"body_preview":"Any good debian-ish distros that integrate TTS and STT in a usable shell?","author":"elevation","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822640"},{"id":"abc8bae9-b199-4b10-8c48-c88c2f39433d","source":"hackernews","source_id":"48832850","content_type":"comment","title":null,"body_preview":"I was kind of waiting for Apple to ship something like this and using speechify in the meantime, so I was pleasantly surprised to stumble across Kokoro in a thread on HN a few days ago. The voices are","author":"jonmagic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","opinion_and_preference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832850"},{"id":"e79f2362-665a-4ad7-bb02-15be8224c882","source":"hackernews","source_id":"48824873","content_type":"comment","title":null,"body_preview":"I just hooked it up to my personal AI Japanese Teacher app, pretty good quality / natural sounding speech in mixed English / Japanese while running fast on CPU so I don't waste VRAM.","author":"cat_plus_plus","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824873"},{"id":"d26a9f0e-b7e4-4cc5-9dbb-6c73182af5fb","source":"hackernews","source_id":"48825012","content_type":"comment","title":null,"body_preview":"Naive question, but I once downloaded a particular voice file that I wanted to use with some other RVC TTS project, but ended up not being able to run it CPU only, so I only kept the voice I wanted.\nT","author":"miscandlanneous","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825012"},{"id":"f95e0d40-a719-44f9-b169-faca1e01cc44","source":"hackernews","source_id":"48825291","content_type":"comment","title":null,"body_preview":"I am entirely sold on Qwen3-TTS's voice cloning. \nIt runs locally and I can run it as many times as I want.","author":"jsemrau","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825291"},{"id":"238ed3d3-ba40-412d-b184-aa52d4425aa7","source":"hackernews","source_id":"48826061","content_type":"comment","title":null,"body_preview":"I built a pipeline through hermes using edge-tts to automate and listen to links that I provide to it just this morning, google notebooklm style. I replaced the TTS model with Kokoro after seeing this","author":"ilteris","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826061"},{"id":"f4a908bc-33fc-4317-a97e-735b0c1b1f0b","source":"hackernews","source_id":"48822415","content_type":"comment","title":null,"body_preview":"I'm using exactly this TTS engine for my intercom door system I built. The quality of the TTS is very good.","author":"kn100","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822415"},{"id":"023c2693-08b6-4f38-b917-0b9fc96fcd67","source":"hackernews","source_id":"48823242","content_type":"comment","title":null,"body_preview":"Cool I actually got it ported to iPhone’s ANE finally yesterday! So we can get both rt natural local TTS and 4x less battery drainage and thermals","author":"mowmiatlas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823242"},{"id":"d524b50b-c534-4a76-a4d5-ef1e940f60f8","source":"hackernews","source_id":"48822329","content_type":"comment","title":null,"body_preview":"kokoro is decent but pocket-tts is much better especially when you rip a good voice. https://github.com/kyutai-labs/pocket-tts\nthe onnx version of pocket-tts does perform better. https://huggingface.c","author":"teravor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.12072875067206254,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822329"},{"id":"febf6778-f35b-4475-a932-17eb2b2cfc34","source":"hackernews","source_id":"48834337","content_type":"comment","title":null,"body_preview":"Kokoro voices were the non-human actors directed by Opus, featured in the sound performance \"God Bless the United States of Aliens\". A theatrical adaptation of a liturgical texts, a surveilled mass ce","author":"daqhris","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834337"},{"id":"bf2fd183-3a4e-4846-8902-8894cc5005be","source":"hackernews","source_id":"48822745","content_type":"comment","title":null,"body_preview":"I'm using Kokoro for a fun little side-project browser-based game I'm working on. It's legitimately super good for being only 85mb (for the wasm version) or 300mb (for the webgpu version).","author":"dvt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.07129511059380668,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822745"},{"id":"194197f7-2878-4642-aff8-dd75a53e3af8","source":"hackernews","source_id":"48823947","content_type":"comment","title":null,"body_preview":"I spent a day fiddling with AI and dropping the expensive layers in kokoro, on phones, on CPU, on MNN, it runs 3x faster.\nQuality is very close.\nWill vary in your setup, but here is my script: https:/","author":"deivid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823947"},{"id":"82b96c13-ecc2-400f-8db5-11a94278d475","source":"hackernews","source_id":"48850404","content_type":"comment","title":null,"body_preview":"I wrote a CLI-based Text-to-Speech that also uses Kokoro-82M. I've been using this everyday and HN folks might find this useful too.\nhttps://github.com/realpacific/readthis","author":"rpac0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850404"},{"id":"8206294b-719d-42d2-9c88-65b96cbb3912","source":"hackernews","source_id":"48825023","content_type":"comment","title":null,"body_preview":"Super cool!!\nI've been using my own solution since January. I'm on Linux, and can't use Aqua, Whipsrflow etc... So i made my own.\nRecently cleaned it up and made it install friendly.\nIf anyone is inte","author":"montenegrohugo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825023"},{"id":"8df7ec3a-2f13-4b15-a205-f992ced8160e","source":"hackernews","source_id":"48829731","content_type":"comment","title":null,"body_preview":"TTS has come incredible long way, there are so many options. There is Kokoro of course, then there is Pocket TTS which is also a tiny 100M model that allows voice cloning. There is also Chatterbox Tur","author":"armcat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","list_heavy_advice"],"bot_score":0.0827971325599082,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829731"},{"id":"bec770e6-544c-47fe-8a2b-f475e9c66c06","source":"hackernews","source_id":"48825367","content_type":"comment","title":null,"body_preview":"This repo is a good starting point for comparing TTS models https://github.com/5uck1ess/tts-bench\nKokoro is a really good model, considered it’s released 1.5 years ago. It’s punching above its weight ","author":"karimf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1229395415694961,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825367"},{"id":"bcc09a9e-a2dd-4feb-807b-2da7633d503b","source":"hackernews","source_id":"48824438","content_type":"comment","title":null,"body_preview":"A couple months back I wrote a chrome extension that does this on any webpage, with simultaneous highlighting of the sentence being read. Skips both the container launching step and the copy pasting w","author":"SambhavGupta","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824438"},{"id":"70a71962-8a36-4a25-b36f-a7bb96c741a5","source":"hackernews","source_id":"48824673","content_type":"comment","title":null,"body_preview":"Love this model. I’m GPU poor and have had FOMO that I haven’t played with local models at all. About a month ago I setup Kokoro on my GTX1650 to do TTS for an article reader. A simple WebUI lets me p","author":"bronco21016","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824673"},{"id":"7b3e209f-cdb0-4934-9189-5d2f1cb0974e","source":"hackernews","source_id":"48822845","content_type":"comment","title":null,"body_preview":"Fun... This is something I actually care about...\nI used to keep a version of whisperx around, because I think it's important to have not just transcription, but also timing and speaker identification","author":"dmayle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822845"},{"id":"6a761497-f9a3-4127-a5ff-165993b3ff21","source":"hackernews","source_id":"48823393","content_type":"comment","title":null,"body_preview":"I have used Kokoro fairly extensively for an accessibility product. I have loved working with it (especially because I don't have an NVidia GPU like many TTS of similar quality require).\nI particularl","author":"sudobash1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","niche_expertise","self_reference"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823393"},{"id":"adc61d84-0f5d-4af5-bfd7-32f63d5bfeb0","source":"hackernews","source_id":"48823043","content_type":"comment","title":null,"body_preview":"It seems like this person is incredibly intelligent and resourceful. Why not just design a new PCB for this instead of modding one? Surely the component cost of 2 connectors and a little PCB could sti","author":"lukevp","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823043"},{"id":"cd95ec23-2e15-4bef-ba39-58f30281b5da","source":"hackernews","source_id":"48830795","content_type":"comment","title":null,"body_preview":"This post just makes me realize that one day I need to buy myself an oscilloscope.","author":"nticompass","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_desire"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830795"},{"id":"686b1145-368f-40d7-8bd1-f40f10d88c5c","source":"hackernews","source_id":"48827295","content_type":"comment","title":null,"body_preview":"Extron made great audio extractors and they can be found for cheap.  Also nice is it provides balanced stereo output.  I have a bunch lf them for getting audio to my mixer from whatever with hdmi.","author":"blightful","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827295"},{"id":"9736aaeb-cb4e-4733-86f6-f7ace3256c90","source":"hackernews","source_id":"48796696","content_type":"comment","title":null,"body_preview":"What kind of mixer do you use?\nIf it has balanced xlr inputs a DI will completely eliminate the earth hum. That the signal is dropped to mic level doesn’t matter much as the impedance is correct, the ","author":"olelele","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48796696"},{"id":"1d43e838-a279-4bbd-a400-f7d6fe369015","source":"hackernews","source_id":"48796227","content_type":"comment","title":null,"body_preview":"These chips appear to be 8051s with multi hundred MHz DACs.\nBe fun to program them but I can’t find any programmable devboards with the Capstone CS5213.","author":"andrewstuart","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48796227"},{"id":"890e855b-81f6-4193-8b2b-1e9f52634ff6","source":"hackernews","source_id":"48822388","content_type":"comment","title":null,"body_preview":"The weird edge cases that live around connectors never cease to amaze. I recall one, I think it was also HDMI (maybe displayport or VGA), that showed there's a very low resolution digital graphic or t","author":"0xWTF","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822388"},{"id":"8ddc6ad2-e49c-4ebf-a68f-e9a6df8dd9cc","source":"hackernews","source_id":"48823055","content_type":"comment","title":null,"body_preview":"> Annoyingly the input pins had a constant DC offset of over 2 volts, which went away when shorted to ground but reappeared moments after I removed the short.\nMic inputs on audio codecs always have DC","author":"Kirby64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823055"},{"id":"fe783e1f-7e86-4cb5-a87e-771aecc9abc6","source":"hackernews","source_id":"48795603","content_type":"comment","title":null,"body_preview":">> A photo revealed the chip was a NX3303X; I could not find any datasheets\nNot much information out there but these are similar chips, possibly it’s a clone?\nCapstone CS5213 datasheet:\nhttps://file.e","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48795603"},{"id":"919fb224-0092-4abb-952d-4d57f87296ec","source":"hackernews","source_id":"48822486","content_type":"comment","title":null,"body_preview":"I love it when people go so far into the weeds to solve a problem on their own and then document the process for everyone.\nI learned a lot from this writeup, and really enjoyed the read even though I ","author":"BizarroLand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822486"},{"id":"d883c199-b3b9-4e50-b6fa-562fe0668705","source":"hackernews","source_id":"48847243","content_type":"comment","title":null,"body_preview":"That a person who seemingly is a EE will go on a deep dive like this just to figure out how to do it themselves (rather than just buy something that will work) just warms my heart about the human spir","author":"intralogic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847243"},{"id":"d7353f10-26bf-4853-aff8-b7b9aef88742","source":"hackernews","source_id":"48852130","content_type":"comment","title":null,"body_preview":"I have a big external spinning HDD. Someone suggested creating an encrypted APFS partition, and put a single big file inside (mount it as unencrypted HFS+ image). Would this work? And would I still su","author":"lifeteam715","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852130"},{"id":"a0a42e58-cab6-497e-b909-4e93152e445e","source":"hackernews","source_id":"48838841","content_type":"comment","title":null,"body_preview":"I wonder why they're removing support for encryption when clearly they have the code for it and still supporting the actual FS","author":"edude03","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838841"},{"id":"7474b63f-ddd4-4f5a-89bf-8459122812dc","source":"hackernews","source_id":"48823817","content_type":"comment","title":null,"body_preview":"I have a manual 2003 Golf TDI (purchased in 2003; has a tape deck!) that's slowly rusting, and I'm not looking forward to when I have to replace it.\nI don't have a garage/drive way, and so have to par","author":"throw0101d","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823817"},{"id":"f6aab88f-24c7-480b-95f0-66086073e49d","source":"hackernews","source_id":"48846577","content_type":"comment","title":null,"body_preview":"Is it just HN or is Europe really a surveillance state? Seems every article posted on here is about how different governments in Europe are passing more laws to spy on their citizens.\nIf it truly is l","author":"phyzix5761","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08942473457047923,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846577"},{"id":"bfb46ee7-1851-4852-9e4e-23d69e2484ce","source":"hackernews","source_id":"48832456","content_type":"comment","title":null,"body_preview":"We were just in Sicily for vacation and got a new BYD for rent. At first I was excited, coming from US I never tried a Chinese car and wanted to check it out. Excitement was quickly replaced with anno","author":"commiepatrol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832456"},{"id":"7cda0992-23e8-4c90-bb18-917d3879bd39","source":"hackernews","source_id":"48824426","content_type":"comment","title":null,"body_preview":"I love the warning about not having hands on the steering wheel.\nIt goes off all the time. And each time, my hands are on the steering wheel.\nIt doesn't actually detect contact - it checks to see if y","author":"BeetleB","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824426"},{"id":"d8b36418-21b6-4e95-a880-8dc039260ba6","source":"hackernews","source_id":"48825073","content_type":"comment","title":null,"body_preview":"The overregulation and the constant attempt to destroy any notion of privacy has really pushed me towards being anti EU. I wonder if ressources are spent seeding that sentiment.","author":"zero0529","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825073"},{"id":"98701c5e-fb63-42ec-adae-df693efe8c33","source":"hackernews","source_id":"48825314","content_type":"comment","title":null,"body_preview":">Regulators are responding to a real problem: EU-funded research estimates driver distraction plays a role in 5% to 25% of car crashes\n>Article 6(3) of the GSR states that the system should be designe","author":"msm_","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825314"},{"id":"b50e6651-d0a9-4b58-a5e7-83e93c59af89","source":"hackernews","source_id":"48825128","content_type":"comment","title":null,"body_preview":"This is alarming. Very soon there will be no point driving because insurance is going to jump in and mandate strict rules around how to sit, hold the steering wheel and how I should be looking and the","author":"yalogin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_expression","platform_fluency"],"bot_score":0.23272529264269678,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825128"},{"id":"09da1440-7da4-4341-b445-18f5e468f584","source":"hackernews","source_id":"48823676","content_type":"comment","title":null,"body_preview":"I was recently in the Uk and one of the cars I was in would alert the driver if he was over the speed limit. Fair enough. But the alert itself is distracting. Are we to review every single alert from ","author":"xvxvx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823676"},{"id":"d2dec0bb-20a8-4e67-be2d-614a649e59a7","source":"hackernews","source_id":"48825080","content_type":"comment","title":null,"body_preview":"This stuff is a nightmare for new manufacturers and is usually lobbied-for by large OEMs or to keep startups out of the market or as a patent trap\nThe most recent regulatory disaster that blew up a bu","author":"aetherspawn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825080"},{"id":"99316d2d-20ee-4d30-86e4-61385fd26d11","source":"hackernews","source_id":"48825386","content_type":"comment","title":null,"body_preview":"I found this useful:\nhttps://seeingmachines.com/understanding-advanced-driver-dis...\nFrom that article:\n\"Like DDAW systems, ADDW systems must function without the use of biometric information, includi","author":"jamesgill","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825386"},{"id":"626c28fd-c088-40a6-8e38-1b8f2296c338","source":"hackernews","source_id":"48824238","content_type":"comment","title":null,"body_preview":"If I hate anything about the EU, its the morons writing regulations for cars. My car constantly distracts me with some beeps, sometimes loud enough to be dangerous. Its surely one of the reasons far r","author":"aenis","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","specific_examples"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824238"},{"id":"609ff060-ac8a-4166-bf0f-be5b323f6b13","source":"hackernews","source_id":"48823728","content_type":"comment","title":null,"body_preview":"To start your car please look into camera and repeat:  \"Doritos™ Dew™ it right!\"","author":"mr_toad","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823728"},{"id":"b459ce9e-2d84-4d7a-a2ea-df917b6598e5","source":"hackernews","source_id":"48828371","content_type":"comment","title":null,"body_preview":"I rented a car that had this feature and instantly hated it. I forget the make, but if it detected you were not looking at the road for a period of time, it would slam on the brakes and release. A way","author":"EagnaIonat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828371"},{"id":"d97d1cb0-afef-479e-8d3c-ffccbf311dc0","source":"hackernews","source_id":"48826448","content_type":"comment","title":null,"body_preview":"I hired a Chinese Haval Car for a weekend last year (Australia).  It started beeping at me for being distracted because I was checking for traffic in the other lanes - which is crucial when driving in","author":"Humphrey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826448"},{"id":"559e25db-fa73-4ce8-b341-8f2967da4d54","source":"hackernews","source_id":"48823881","content_type":"comment","title":null,"body_preview":"\"The cars have all have cameras checking for bad behavior, why shouldn't your phone and laptop?\" said the esteemed lawmaker.\n\"Oh course there will be exceptions for politicians and authorized individu","author":"avaer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","quoted_text_with_commentary","platform_fluency"],"bot_score":0.10625948737459091,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823881"},{"id":"77cebf3a-c1fc-4da6-92dc-27453b9994fd","source":"hackernews","source_id":"48823671","content_type":"comment","title":null,"body_preview":"Ford has had that since Blue Cruise 2.0, or thereabouts. It really shocked me how often it catches my attention being diverted. Things like talking to my passengers, adjusting the climate controls, or","author":"awakeasleep","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823671"},{"id":"3b0cb89c-678c-4951-b168-88768b9d24ea","source":"hackernews","source_id":"48824093","content_type":"comment","title":null,"body_preview":"New cars are UX nightmares. I'm driving an electric Toyota bz4x. Lovely mechanics, but the general UX (some are because of Android Auto) is terrible.\nThe remote's lock/unlock don't do anything when th","author":"aljgz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","specific_personal_experience","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824093"},{"id":"7792f8b1-71e0-4126-9067-42303816615b","source":"hackernews","source_id":"48825098","content_type":"comment","title":null,"body_preview":"Boeing found out the problem with \"beeping\" alarms.\nThe first time they installed a warning horn, I think it was the stall warning, it was a big success. So, they started adding different horns for ot","author":"WalterBright","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","personal_experience_anecdote","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.13922053725454636,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825098"},{"id":"240e2631-1e25-4276-9839-11d0e25255e0","source":"hackernews","source_id":"48823665","content_type":"comment","title":null,"body_preview":"All new cars.\nAt this point I don't know if I'd buy anything made after 2008.  Whenever I rent a new car around here (in the EU) I find them very annoying.  The worst is the cruise control that tries ","author":"A_D_E_P_T","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823665"},{"id":"8671cd0d-46c6-4fbd-92e1-3d94ec03a84e","source":"hackernews","source_id":"48830270","content_type":"comment","title":null,"body_preview":"I sometimes wonder how these systems are being tested on the road and whether there's any feedback from the test drivers, or what kind of morons are there saying \"this is completely fine, exactly like","author":"dvratil","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830270"},{"id":"9e6ab9ca-8d38-4519-b9a5-c75e7b0dcbd2","source":"hackernews","source_id":"48831556","content_type":"comment","title":null,"body_preview":"What are best practices for using Excel as a front end for python tooling? I’ve got a use case where the business users are maintaining a complex spreadsheet and we need to hook some genuine optimizat","author":"pbronez","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831556"},{"id":"5fcac03c-7122-4a3a-8ef1-6d400e6829b0","source":"hackernews","source_id":"48832419","content_type":"comment","title":null,"body_preview":"\"Stop wasting your time on Excel and waste even more coding an Excel parser in Python!\"","author":"My_Name","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832419"},{"id":"d5047bca-258d-47f6-a6ab-ade5afa92ed4","source":"hackernews","source_id":"48832992","content_type":"comment","title":null,"body_preview":"Yesterday I asked an AI to generate a report as a CSV. But then I wanted it split into multiple sheets, and to add some formulas, so I asked it to create an XLSX, and it did (with Python). I'm imagini","author":"0xbadcafebee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1279060329546111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832992"},{"id":"606a3fa4-ad34-4864-a7f5-3672208574f1","source":"hackernews","source_id":"48834413","content_type":"comment","title":null,"body_preview":"Many negative comments here stem from readers applying some specific corporate contexts and dismissing the book's use cases. That misses the point. This book isn't an advanced automation manual for 20","author":"haddr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","contextual_understanding","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834413"},{"id":"70c98cd1-54f3-4e22-833e-07a293f95ca8","source":"hackernews","source_id":"48829433","content_type":"comment","title":null,"body_preview":"Terrible title. Nothing to do with automating excel. From what I can tell it seems to be about ingesting spreadsheets into panda (and incredibly narrow use of Excel) and working outside of Excel.","author":"cm2187","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829433"},{"id":"b082d5ed-c6dc-4065-8664-9a7cfefe1e74","source":"hackernews","source_id":"48830622","content_type":"comment","title":null,"body_preview":"in a world of ai agents, python is just an implementation detail that you don't need to know, between you and your data/business task","author":"snickmy","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830622"},{"id":"b37645d6-aaf8-4ce6-a787-9e05f51c93b4","source":"hackernews","source_id":"48833724","content_type":"comment","title":null,"body_preview":"I am guessing from the TOC that they are using pandas.  My team quickly ran into memory spikes when multiple programs using pandas would run.  We have since migrated to using ibis with a duckdb backen","author":"tmaly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.13389710852589806,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833724"},{"id":"1f210baf-d7d7-48f4-8071-611320998470","source":"hackernews","source_id":"48829384","content_type":"comment","title":null,"body_preview":"Been working on a dashboard that takes in a bunch of different public data sources in different formats and pandas has truly been a godsend for this.\nI've got csv, txt, xlsx in all different shapes an","author":"janlaureys","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829384"},{"id":"d4a046de-96c1-4f90-9b9e-5e3e850b415e","source":"hackernews","source_id":"48829500","content_type":"comment","title":null,"body_preview":"Looking at the content, if you are familiar at all with Python and basic programming, this provides very little new. I sometimes have to stuff massive Excel-abominations with 50k+ rows and rip data I ","author":"delis-thumbs-7e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829500"},{"id":"04c9910e-6ade-4dc6-a1a0-d087ee206a01","source":"hackernews","source_id":"48831354","content_type":"comment","title":null,"body_preview":"This is just an advertisement for a book.  And a terrible advertisement.  No sample chapters to evaluate the book.","author":"rantingdemon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.457703081232493,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831354"},{"id":"389eda2f-a2cf-4272-b03a-bd1c9dcbb9a6","source":"hackernews","source_id":"48828888","content_type":"comment","title":null,"body_preview":"These sort of things always seem to assume a fairly relaxed software environment.\nIn practice I’ve found the big corporates try hard to keep their excel files with financial data and their Python envi","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828888"},{"id":"b7723769-3139-4e33-9050-5294e47854a6","source":"hackernews","source_id":"48852501","content_type":"comment","title":null,"body_preview":"[dupe] read the site we beg of you https://news.ycombinator.com/item?id=48817191","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852501"},{"id":"79358568-c0a6-494b-b396-75fcb76b925a","source":"hackernews","source_id":"48837818","content_type":"comment","title":null,"body_preview":"So is this the end? Are we at that point in time where ordinary people are not allowed to use more advanced models? If so this happened sooner than expected. After that point only priveleged few will ","author":"ozgung","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837818"},{"id":"ed40f07c-b7ab-4ff9-acf5-76ebe3328158","source":"hackernews","source_id":"48838061","content_type":"comment","title":null,"body_preview":"The only way for them to release Fable is with this stuff in front. Overall, the experience is fine. It dumps me down transparently to Opus if it has a problem and does whatever it can otherwise. The ","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_digressions"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838061"},{"id":"fd30c13e-05fd-4803-ad61-5fceeaf5350c","source":"hackernews","source_id":"48837733","content_type":"comment","title":null,"body_preview":"I've had mixed results with downgrading on Fable. I was able to do a complete audit of my OAuth implementation without any issue. But when I asked for an OWASP top-ten review of my code base it got th","author":"stillpointlab","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837733"},{"id":"c94395a9-1dfc-4c1b-99b5-552358057b4f","source":"hackernews","source_id":"48837304","content_type":"comment","title":null,"body_preview":"I feel sorry for the author. I have asked Fable several mathematics questions and Fable’s answers were far beyond what Opus achieved.","author":"kccqzy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","emotional_authenticity"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837304"},{"id":"0efac600-b2f0-4b6e-a110-b9c402febd68","source":"hackernews","source_id":"48837278","content_type":"comment","title":null,"body_preview":"Do we think that someone at Anthropic, OpenAI, the government... has access to SOTA models without censorship? \"How do I build an effective weapon?\", \"How do I effectively control the masses?\"...\nIt's","author":"slowin","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837278"},{"id":"2d4a278e-c286-4d28-aaaf-7fa29ec1c67c","source":"hackernews","source_id":"48837941","content_type":"comment","title":null,"body_preview":"I am wondering about the author's allegation that there is a user filter, not just a prompt filter.\nOf course it could also be the case that it is just a prompt filter, but Fable sees memories from th","author":"jsw97","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","synthetic_empathy","over_qualification"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837941"},{"id":"18763d3c-cb56-449c-a2bd-1cc5d6068495","source":"hackernews","source_id":"48837339","content_type":"comment","title":null,"body_preview":"Bottom line: “California AI” (in Yann LeCun’s terminology) can not be relied upon. It could change at any time, and stop working for your project.\nFor the future of AI, we need to look elsewhere.","author":"g42gregory","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","concise_statement"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837339"},{"id":"55240fbe-872e-4cd6-aa67-bfb7df5d7be3","source":"hackernews","source_id":"48837327","content_type":"comment","title":null,"body_preview":"The honest way to say this is that Fable is not useful for bio-related work. The author is working on processing RNA sequences and similar biology tasks, and Fable's classifier has a hair trigger on t","author":"rictic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837327"},{"id":"36f581ee-4804-4a93-94e2-d326e27ab783","source":"hackernews","source_id":"48837407","content_type":"comment","title":null,"body_preview":"The story here is that proprietary AI sucks and you shouldn't use it.","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837407"},{"id":"4bb59bb0-4f95-413f-a8a2-9c641baa60d2","source":"hackernews","source_id":"48838560","content_type":"comment","title":null,"body_preview":"The most basic machine learning-related query gets flagged for me. For example:\n  In flax nnx, what's the idiomatic way to store state on a Module. For example, if I'm handling the carry manually for ","author":"ainch","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838560"},{"id":"d45be099-fef7-4cca-b721-08bd575a4d8f","source":"hackernews","source_id":"48837681","content_type":"comment","title":null,"body_preview":"the ancestry predicate at the beginning of the formal problem statement here is dominance, at least as applied to their rooted trees.\nBecause it is a rooted tree, only DFS intervals are required to de","author":"DannyBee","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency","natural_digressions"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837681"},{"id":"faca93db-3e4e-4808-aa46-d2a6ee9f32fe","source":"hackernews","source_id":"48837364","content_type":"comment","title":null,"body_preview":"To summarize: the classifiers Anthropic puts in front of Fable are way, way too zealous and have way too many false positives.\nFrom my experience, the model itself is very useful when it isn't refusin","author":"meowface","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","personal_experience"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837364"},{"id":"f54a1e4e-bbc7-4fb9-89b6-d7071a8cdf3d","source":"hackernews","source_id":"48837246","content_type":"comment","title":null,"body_preview":"I've had good luck getting it to debug (and patch) a tricky WebRTC issue that had all the other models stumped. Sorry it didn't work on your problem, I guess?","author":"ai_critic","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837246"},{"id":"af2aa253-8e2f-47dd-a08c-7224ac840106","source":"hackernews","source_id":"48838080","content_type":"comment","title":null,"body_preview":"I've found in my current work on a security auditing harness and benchmarks, both Fable and Opus are useless. I recently switched to using GPT for Nelson and the security benchmarks I've been doing be","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.10385595817077443,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838080"},{"id":"74d5f57c-a37a-4700-9bb9-f2193e9d6ae3","source":"hackernews","source_id":"48837429","content_type":"comment","title":null,"body_preview":"I'm curious what the state of alignment research is. My gut says this is basically impossible. People have different moral frameworks. Each individual probably has an inconsistent moral framework. Eve","author":"sobellian","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837429"},{"id":"e68dce6f-9acd-4399-a634-0dc83fdd9082","source":"hackernews","source_id":"48837302","content_type":"comment","title":null,"body_preview":"I asked it a question about indoor carbon dioxide levels (wholly innocuous question), which it flagged as involving biology, therefore downgraded to Opus.\nIt's a pretty good strategy if they're hoping","author":"ergonaught","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837302"},{"id":"0ed4d8ad-24fe-4e29-9987-7959119c7443","source":"hackernews","source_id":"48837828","content_type":"comment","title":null,"body_preview":"I'm a medical physicist. I literally haven't been able to get Fable to answer a question I have written -- all of my work is verboten. I have however asked Claude Code (opus 4.8) to ultracode \"a Fable","author":"azalemeth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837828"},{"id":"05f25ecd-b298-4122-a43e-91df92913e21","source":"hackernews","source_id":"48837340","content_type":"comment","title":null,"body_preview":"Fable was refusing to patch vllm for me when trying to get mtp to work on r9700 gpus. Kept on bumping down to opus. Tried to really sanitize my prompts and everything but it seemed intrinsically prohi","author":"vardalab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837340"},{"id":"f2f76a6e-7c21-4662-9154-a362b6742f98","source":"hackernews","source_id":"48837496","content_type":"comment","title":null,"body_preview":"For anyone using these models for anything remotely sensitive, keep in mind that Anthropic says [0]:\n> We retain inputs and outputs for up to 2 years and trust and safety classification scores for up ","author":"amluto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13759297245028,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837496"},{"id":"4fadcac3-0780-4dcc-9080-2bb960ec7ef2","source":"hackernews","source_id":"48837275","content_type":"comment","title":null,"body_preview":"This post can essentially be distilled down to: yes, Fable's classifier (which is meant to downgrade cybersecurity, biology, or jailbreak attempts to Opus 4.8) is definitely overly sensitive to the po","author":"mft_","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Thu Jul 09 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837275"},{"id":"77f3b30a-80f7-49a4-89b7-fb1e9d147922","source":"hackernews","source_id":"48852068","content_type":"comment","title":null,"body_preview":"I personally just use pipes and tesseract, no need for another tool imo:\nflameshot gui --raw | tesseract stdin stdout -l eng | xclip -in -selection clipboard","author":"jerlendds","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852068"},{"id":"8a4420a2-b7ac-4b6a-bf7f-c5340ab12a25","source":"hackernews","source_id":"48826749","content_type":"comment","title":null,"body_preview":"These 1986 lectures are the definitive SICP experience — the Hal and Gerry show at its peak. The presentation quality holds up remarkably well, and seeing the metacircular evaluator built live is some","author":"tangsoupgallery","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826749"},{"id":"76a8be2c-57b1-4c92-8c99-bca6d9c20937","source":"hackernews","source_id":"48827864","content_type":"comment","title":null,"body_preview":"These sound a little better than I remember. I wonder if the sound was cleaned up?","author":"mbrezu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827864"},{"id":"5e8d9f46-eeb1-41c6-ac4f-d55441c3b57f","source":"hackernews","source_id":"48836881","content_type":"comment","title":null,"body_preview":"Reading SICP was some of the best advice I got from /g/","author":"midtake","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience","terse_reply"],"bot_score":0.17610794049684064,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836881"},{"id":"df1f17c1-60ab-4236-9e0b-db257e1b57ea","source":"hackernews","source_id":"48830347","content_type":"comment","title":null,"body_preview":"The audio is so bad on these lectures.\nIs there any way to clean them up?","author":"boobsbr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830347"},{"id":"2edb2179-e63b-4fcd-8ded-38f153eaecb1","source":"hackernews","source_id":"48830855","content_type":"comment","title":null,"body_preview":"What could someone interested in systems programming gain from this?","author":"xqb64","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830855"},{"id":"39175e9a-2289-4689-8ffe-c4588a8f9bf0","source":"hackernews","source_id":"48836665","content_type":"comment","title":null,"body_preview":"You don't have to do the exercises or follow along with the book. No matter if you are new to the field or have decades of experience: almost everyone would benefit from watching these videos if they ","author":"xenadu02","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.22390359525563186,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836665"},{"id":"afc7861e-6ba5-4a2d-9708-40837abb0812","source":"hackernews","source_id":"48830799","content_type":"comment","title":null,"body_preview":"This is how I learned lisp. I then went on to learn Clojure and built a career around it.","author":"j_m_b","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830799"},{"id":"59eac785-2cd4-493f-954b-fd9d10520138","source":"hackernews","source_id":"48834468","content_type":"comment","title":null,"body_preview":"I worked through these videos and the full book. Via news groups I organized an in-person study group. What a blast and a big unlock for me. The study group started having attrition about halfway thro","author":"ozten","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834468"},{"id":"3f5f7152-12df-4641-9233-12015b1e6c14","source":"hackernews","source_id":"48827700","content_type":"comment","title":null,"body_preview":"Cannot recommend these enough. Watch the first one and you'll be hooked","author":"bloppe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827700"},{"id":"7e794d35-8e37-4495-a463-8d1719c83af6","source":"hackernews","source_id":"48827573","content_type":"comment","title":null,"body_preview":"I tried SICP straight from the book once, but I think the lectures are much better and the book acts as a supplemental reference.","author":"dirteater_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_preference","terse_reply"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827573"},{"id":"662addcc-cc51-4e71-8263-891b67cb3f8e","source":"hackernews","source_id":"48833752","content_type":"comment","title":null,"body_preview":"Every programmer should learn LISP. or at least give an earnest attempt to study it. The vast majority of applied programmers only know how to think like C programmers (procedural). LISP is a “beautif","author":"sanmarzano","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833752"},{"id":"595cfeb8-f4f1-4203-ab35-1eccd325693a","source":"hackernews","source_id":"48826886","content_type":"comment","title":null,"body_preview":"If you want to work through SICP, you can use MIT Scheme, but another option is to use Racket or DrRacket, with this add-on package: https://docs.racket-lang.org/sicp-manual/","author":"neilv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826886"},{"id":"2754442d-7325-42ca-a681-7eb9911697b2","source":"hackernews","source_id":"48815868","content_type":"comment","title":null,"body_preview":"Don't feed the pdfs into Fable, compile a email of errors -> Knuth","author":"small_model","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1054149850430401,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48815868"},{"id":"b77c8676-a74c-4f6b-a0d6-a14aec308dc6","source":"hackernews","source_id":"48827936","content_type":"comment","title":null,"body_preview":"35000 Rs for these books?????????????? are you serious? you could buy groceries for 6 months on that price","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.08817099563290204,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827936"},{"id":"6bad611a-46e9-4f22-ab6f-d3d599e916c2","source":"hackernews","source_id":"48817254","content_type":"comment","title":null,"body_preview":"I wonder how many of the problems he lists on https://www-cs-faculty.stanford.edu/~knuth/news.html could be solved/checked with something like Fable at this point.","author":"laichzeit0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817254"},{"id":"55076d8b-1271-41ce-80d1-4430d1a0657c","source":"hackernews","source_id":"48817383","content_type":"comment","title":null,"body_preview":"The valuable prose aside, I never liked that code examples were in a pseudo assembly language.","author":"zerr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817383"},{"id":"098d545a-47f0-4efb-ae6e-33fe7a61fa79","source":"hackernews","source_id":"48815443","content_type":"comment","title":null,"body_preview":"Where can the books be found in PDFs for purchase?! First time I have heard of a non paperback novel.\nObviously I know I can probably find them on the high seas.","author":"philips","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48815443"},{"id":"b6d34c6b-c4c5-4689-9b95-bcea9a0fc767","source":"hackernews","source_id":"48827922","content_type":"comment","title":null,"body_preview":"Let C, chapters\nV, volumes\nW, words\nIs Knuth producing V, optimally and asymptomatically approaches O(n)? Explain.  If not O(n) the explain how to approach or better.","author":"jzer0cool","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","over_qualification","technical_query_style"],"bot_score":0.17589933342669692,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827922"},{"id":"cde75d1d-445b-46d5-b211-f49d37a29411","source":"hackernews","source_id":"48836543","content_type":"comment","title":null,"body_preview":"I am curious how good are the frontier LLM at recollecting reliably facts and proofs from these books.","author":"almaya","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836543"},{"id":"230d7ae4-7589-48b0-87a4-799a26d0271f","source":"hackernews","source_id":"48816089","content_type":"comment","title":null,"body_preview":"I really like the books listed in the link to American Scientist's book recommendations[0] on that page.\n[0]: https://www.americanscientist.org/article/100-or-so-books-th...","author":"sourdecor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48816089"},{"id":"9e6698bb-ffb9-4bc6-9364-60db3c71e1ec","source":"hackernews","source_id":"48817737","content_type":"comment","title":null,"body_preview":"From Future Plans...\n> And after Volumes 1--5 are done, God willing, I plan to publish Volume 6 (the theory of context-free languages) and Volume 7 (Compiler techniques), but only if the things I want","author":"jdnier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817737"},{"id":"c0681d9e-5cca-496a-9487-2ca8cab5c14e","source":"hackernews","source_id":"48816514","content_type":"comment","title":null,"body_preview":"I'm sure most of it is above my head, but I purchased the entire set in a mispricing for approximately ~$40 some time ago, and I'm really happy to have it in my library.","author":"ocd","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48816514"},{"id":"17e23d15-b746-4c7d-8633-4fd002b6ffa9","source":"hackernews","source_id":"48820032","content_type":"comment","title":null,"body_preview":"Receiving one of Don's cheques (\"Bank of San Serif\" ;-) a few months after pointing out an error has been many a computer scientist's career highlight!","author":"jll29","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820032"},{"id":"18289be8-c682-4c2b-965a-c8673d6a8ee4","source":"hackernews","source_id":"48817409","content_type":"comment","title":null,"body_preview":"After years of dipping into random chapters for reference I read through the first 2.5 volumes sequentially until life got too busy. I plan on gifting the current full set to myself this xmas- but eve","author":"klik99","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817409"},{"id":"4f4c4f42-7ec3-4172-bb58-6af11f4cadbe","source":"hackernews","source_id":"48815635","content_type":"comment","title":null,"body_preview":"About $340 for the full set of eBooks.\nAlso: \"Please do not tell me about errors that you find in an eBook, whether it's PDF or not, unless the same errors are present in a printed copy; such mistakes","author":"jagged-chisel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48815635"},{"id":"e1b106d0-aade-474b-bcff-4b3b274f4778","source":"hackernews","source_id":"48815865","content_type":"comment","title":null,"body_preview":"I am not a believer, but pray that whichever $DEITY is watching over Donald Knuth allows him a healthy and long life to reach the achievement of finishing volume 7.","author":"TheChaplain","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48815865"},{"id":"2c947b5f-885b-4af7-936c-f7db02f6e22b","source":"hackernews","source_id":"48817873","content_type":"comment","title":null,"body_preview":"Latest Knuth preprint: \"Fillomino Densities\", dated 2026-07-01\nFrom a previous preprint titled \"Claude’s Cycle\", dated 2026-02-28 [2]:\n  It seems that I’ll have to revise my opinions about “generative","author":"dolmen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817873"},{"id":"beedf5c9-cdee-43c2-9666-af12049728e0","source":"hackernews","source_id":"48839988","content_type":"comment","title":null,"body_preview":"Even better question: Compute the moving median.\nComputing a moving average with samples being pumped through an n-element buffer is easy. Doing so for the median requires more thought. It's also very","author":"dreamcompiler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839988"},{"id":"a8eeca84-d79a-4326-a151-1064c05393b8","source":"hackernews","source_id":"48840024","content_type":"comment","title":null,"body_preview":"Id screw this up assuming that sort and pick the middle is to obvious and do something dumb lol","author":"tayo42","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840024"},{"id":"edb5f4dd-7952-4747-be4d-8ec95402c08e","source":"hackernews","source_id":"48839911","content_type":"comment","title":null,"body_preview":"without thinking about it or looking at the article, this feels rather radixy","author":"meltyness","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839911"},{"id":"161612d8-0450-4bd6-8461-1e2e11937a0c","source":"hackernews","source_id":"48848026","content_type":"comment","title":null,"body_preview":"Given `data`, here's a one liner:\n  median = statistics.median(data)  # `import statistics` first\n\nHere's another one-liner:\n  median = (lambda x: (lambda s,n: s[n//2] if n%2 else (s[n//2-1]+s[n//2])/","author":"OutOfHere","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0.15709105202687385,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848026"},{"id":"dd2664f4-79c8-4ca1-a936-edc355a8a91a","source":"hackernews","source_id":"48839753","content_type":"comment","title":null,"body_preview":"Only the median (or pair around the median) needs to be sorted, the other numbers can be unsorted :)","author":"ukoki","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839753"},{"id":"572c0cb4-c256-46f5-8b19-a91274a3aa75","source":"hackernews","source_id":"48840195","content_type":"comment","title":null,"body_preview":"After the candidate has finished this, you could then ask them to compute the weighted median. Chances are, the candidate has never heard of this term and yet the term is simple enough that without pr","author":"kccqzy","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840195"},{"id":"5d769a53-44cb-4f32-9850-0a89cf2dca03","source":"hackernews","source_id":"48840305","content_type":"comment","title":null,"body_preview":"> Right out the gate: the numbers must be sorted.\nif you are not aware of quickselect algorithm.","author":"halayli","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840305"},{"id":"0ee534f7-9b8e-4620-a2e7-f22401dfba0c","source":"hackernews","source_id":"48844669","content_type":"comment","title":null,"body_preview":"A pretty good related question is - compute a running median (or window median).","author":"aldanor","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3726315623737977,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844669"},{"id":"94c6bc83-c0a6-4383-81f9-471ec52bcd80","source":"hackernews","source_id":"48840042","content_type":"comment","title":null,"body_preview":"Huh, feels overly simple to me.\nHow about something like the beginnings of a spreadsheet engine?\nOr.. count the number of distinctly shaped black regions in a bitmap image.","author":"SeanSullivan86","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840042"},{"id":"d8828127-93ce-4e21-ba28-c585a5556b79","source":"hackernews","source_id":"48840184","content_type":"comment","title":null,"body_preview":"there is an algorithm called quick-select. getting median of an array should not require full sort of the whole array, only a partial sort is needed to get the median. quick-select does this.","author":"ycui7","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840184"},{"id":"151d60aa-c59b-4317-a54c-368e0f1c20c2","source":"hackernews","source_id":"48839805","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Floyd%E2%80%93Rivest_algorithm","author":"floxy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.17930379615206501,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839805"},{"id":"40969c11-53d1-4d9a-b310-924d191c2f41","source":"hackernews","source_id":"48840115","content_type":"comment","title":null,"body_preview":"You can do it a bit faster by not quicksorting the entire array, as you don't really care about the order of the lowest and highest numbers as long as they are not close to the middle.\nThere is also a","author":"dimview","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0.4555555555555555,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840115"},{"id":"f8ca3588-c89e-4515-a36a-11994bc7e319","source":"hackernews","source_id":"48839735","content_type":"comment","title":null,"body_preview":"I also like this question.\nA fun follow up is asking a candidate how to compute the 25th and 75th percentiles or more broadly, the n-th percentile.","author":"joshdavham","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839735"},{"id":"4a61940c-23b1-445c-91a0-6df3b3270e3b","source":"hackernews","source_id":"48839856","content_type":"comment","title":null,"body_preview":"I don't know... I've been coding for ~30 years, and I've never had to write code to compute the median so it doesn't seem that useful unless it's somehow relevant to the job","author":"ta93754829","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839856"},{"id":"2440c6cc-31fa-4358-94df-d190778ddab6","source":"hackernews","source_id":"48840143","content_type":"comment","title":null,"body_preview":"I find this kind of thing too limited and you can't do much with it.  I like to take problems from our domain. We work with all kinds of measurement data for agriculture / mining / utilities, I'll usu","author":"keithnz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08976962045069233,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840143"},{"id":"62af7f13-2d5c-4e41-9ff6-1840a6b37240","source":"hackernews","source_id":"48840261","content_type":"comment","title":null,"body_preview":"> Right out the gate: the numbers must be sorted.\nI was somewhat pained by this, as this is an interview question I've gotten, and I clearly annoyed the interviewer by knowing this isn't true, and you","author":"nitwit005","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840261"},{"id":"72f684f2-837e-4fdc-8354-8413d7741160","source":"hackernews","source_id":"48839717","content_type":"comment","title":null,"body_preview":"In addition to the points listed, it gives the algorithm nerds the opportunity to show their overqualification by whipping out the O(n) median algorithm and proving that it works in linear time.","author":"apricot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839717"},{"id":"8f84ef09-ad36-4317-8d59-59accd5123c6","source":"hackernews","source_id":"48840410","content_type":"comment","title":null,"body_preview":"We used to use this, but it was a broader conversation around tradeoffs to meet different constraints. If the expected array is small, then sort + index is probably fine. If it’s big (bigger than main","author":"cgearhart","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840410"},{"id":"571ea2e0-5b08-41ee-af3d-a8a94add4667","source":"hackernews","source_id":"48840790","content_type":"comment","title":null,"body_preview":"This question, and many \"but make it a bit more challenging!\" comments always strike me as CS101 navelgazing type questions. The best part of this question is that it is simple and can be used to swin","author":"lubujackson","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.0739426758319563,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840790"},{"id":"9b40aebf-9a1b-4b82-b946-6ce295aed3a4","source":"hackernews","source_id":"48838701","content_type":"comment","title":null,"body_preview":"Very cool. Takes some getting used to but its powerful","author":"tt_dev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.17943034037160804,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838701"},{"id":"66a06db8-36a9-4073-8cad-e90fd247132c","source":"hackernews","source_id":"48838653","content_type":"comment","title":null,"body_preview":"This is a great idea! I see so many use cases, esepically in education. I could've really used something like back when I was tutoring in grad school.","author":"vanditk194","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838653"},{"id":"36d4892c-c22c-4cdd-bd55-1faa86486412","source":"hackernews","source_id":"48837616","content_type":"comment","title":null,"body_preview":"Good idea! It could be fun to try creating an RSA-esque visual explanation video instead of using canvas selection (https://youtu.be/zDZFcDGpL4U).","author":"mkolodny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837616"},{"id":"0dae8ddd-06c5-44a3-96c8-9234f4c6b572","source":"hackernews","source_id":"48837622","content_type":"comment","title":null,"body_preview":"A very interesting way of interacting with an AI agent. I tried out the demo for creating mind maps, and it was an interesting experience to see it grow and be able to explore different branches. An i","author":"3kidsinacoat","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837622"},{"id":"18def807-34d8-470c-ae57-8c8fd975af4b","source":"hackernews","source_id":"48839522","content_type":"comment","title":null,"body_preview":"Heh. I do something like this when I'm at work in meetings, basically dynamically trying to map out what people are saying so that I can build mental models.\nFunny that soon the AI can define my own m","author":"eventualcomp","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839522"},{"id":"5f9ea7a3-00fc-4f79-8e17-2256401816bd","source":"hackernews","source_id":"48840381","content_type":"comment","title":null,"body_preview":"This is sick! I built a similar tool at https://shimmerdiagrams.com\nI really enjoyed reading your blog post, it was pretty informative about the techniques. I had built mine as a prototype and specifi","author":"ldubinets","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840381"},{"id":"b4da0ae9-78eb-45f7-b756-5c230b8ad393","source":"hackernews","source_id":"48821002","content_type":"comment","title":null,"body_preview":"Kolmogorov Complexity looks interesting. It seems to formalize Occam’s Razor and the notion that intelligence = compression.","author":"prideout","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821002"},{"id":"07b6ee94-14c7-4ce0-acd6-e8a9e5a7faca","source":"hackernews","source_id":"48832763","content_type":"comment","title":null,"body_preview":"I read most of those papers a few years ago and wrote up an overview and summaries:\nhttps://mfaulk.github.io/2024/06/19/ilya-papers.html","author":"mfaulk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832763"},{"id":"54c2b024-730b-4763-a09d-b2ec6a3341ce","source":"hackernews","source_id":"48822963","content_type":"comment","title":null,"body_preview":"So the styling and animation work looks really cool (when isolated), but they distract from the content itself, IMO.\nI think it'd work better if you featured the animated background effect toward the ","author":"jackp96","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822963"},{"id":"d770ad2d-6515-49aa-abc8-49d35617db26","source":"hackernews","source_id":"48821117","content_type":"comment","title":null,"body_preview":"I thought the actual 30 papers have never been disclosed. Do you have a source tying the recommendations back to Ilya, or did you come up with this list?","author":"omneity","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821117"},{"id":"f44ad638-1f09-4a6d-afea-32751052888a","source":"hackernews","source_id":"48846823","content_type":"comment","title":null,"body_preview":"The \"ML\" here seems to stand for \"Machine Learning\" (not \"Meta Language\" as in SML or OCaml).","author":"hwj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846823"},{"id":"8f90552d-8508-4536-b5d2-3c65aeaf981e","source":"hackernews","source_id":"48822397","content_type":"comment","title":null,"body_preview":"Someone posts on X, \"These are Ilya’s 30 papers\", gives no source, doesn't say where he got it from, and isn't connected to either Ilya or Carmack (Ilya gave him the list).\nThen someone vibe codes a b","author":"HAL3000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822397"},{"id":"5d79b77d-5731-4144-9c50-5a39225a1230","source":"hackernews","source_id":"48826880","content_type":"comment","title":null,"body_preview":"Sutskever's List : https://www.manning.com/books/sutskevers-list","author":"anonymzz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826880"},{"id":"1bc7acbc-01cd-4b7b-8535-618a556afd1e","source":"hackernews","source_id":"48822131","content_type":"comment","title":null,"body_preview":"No need stupid moving texts.\nCS231n: Convolutional Neural Networks for Visual Recognition - https://cs231n.github.io/\nThe Unreasonable Effectiveness of Recurrent Neural Networks - https://karpathy.git","author":"cute_boi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","list_heavy_advice","absence_of_personality"],"bot_score":0.11909003636315685,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822131"},{"id":"e2b08457-bfda-4f9c-941c-11572e0c708c","source":"hackernews","source_id":"48825889","content_type":"comment","title":null,"body_preview":"Possibly the original X tweet that popularized this list? 2024, 876k views\nhttps://x.com/keshavchan/status/1787861946173186062\nIn my opinion, whether it was actually by Ilya or not is not worthy of de","author":"amemi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825889"},{"id":"1b2a8495-7cd3-49e0-ae5d-cb33128ea8eb","source":"hackernews","source_id":"48820885","content_type":"comment","title":null,"body_preview":"Nice presentation of the list!\nI'd recommend watching a few of his talks/podcasts before during reading these to get the overview and how all the bits in these works tie together.\nhttps://www.dwarkesh","author":"imenani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820885"},{"id":"6de829f1-0e3e-4b73-b563-350189318355","source":"hackernews","source_id":"48820856","content_type":"comment","title":null,"body_preview":"I was confused for a minute, I thought this was \"top 30 papers by Ilya\" and was then wondering why \"Quantifying the Rise and Fall of Complexity in Closed Systems: The Coffee Automaton\" is on the list.","author":"quibono","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820856"},{"id":"3ce55bb4-1f5f-4e63-b855-54bb18cd9ab8","source":"hackernews","source_id":"48826904","content_type":"comment","title":null,"body_preview":"always a fun day when someone rediscovers these. Lucky 10000\nin case folks are interested, i wrote up a ~layman's review of each paper over the course of two years a while back. Several of those revie","author":"theahura","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","specific_details","niche_expertise"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826904"},{"id":"1335e1d7-c368-4ccb-906f-8f50fa02dd25","source":"hackernews","source_id":"48821953","content_type":"comment","title":null,"body_preview":"Noting the theory papers on Kolmorogov complexity. For those not familiar, Ilya argues that the reason why neural networks generalize -- why they work at all -- is because they are effectively finding","author":"jawarner","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821953"},{"id":"3d4e2ebf-19f3-44f7-9c1b-f1be07eac9bc","source":"hackernews","source_id":"48822617","content_type":"comment","title":null,"body_preview":"After seeing this for the first time, I've build PdfToMp3 to listen to these papers. It has now evolved into ListenDock. Fun fact: PdfToMp3 existed before NotebookLM and I already had \"overviews\", but","author":"janpmz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12263156237379769,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822617"},{"id":"95d4bf7b-2e36-4d4d-aafc-c421270058a0","source":"hackernews","source_id":"48824171","content_type":"comment","title":null,"body_preview":"For beginners I'd recommend the Welch Labs Illustrated Guide To AI if your not well versed in reading papers. Its a beautiful book that I've enjoyed going through. I'd recommend going through these pa","author":"lwarfield","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824171"},{"id":"ef49ddc7-99d0-4ed1-873a-654b7918b546","source":"hackernews","source_id":"48821436","content_type":"comment","title":null,"body_preview":"I wish this were organized according to suggested/logical reading order. For example, the paper introducing the attention mechanism probably ought to precede \"attention is all you need\".","author":"clintonc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821436"},{"id":"2bec3861-6f87-4b0e-adea-e7eddcdf5697","source":"hackernews","source_id":"48819659","content_type":"comment","title":null,"body_preview":"Author here. First year CS student at Trinity College Dublin. I Built this because when I was getting into reading research papers I ended up burning a ton of my Claude usage asking questions other pe","author":"notmcrowley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.24993967025421285,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819659"},{"id":"484dfb90-d9d2-445f-9fce-bf574b70922b","source":"hackernews","source_id":"48825143","content_type":"comment","title":null,"body_preview":"Hey guys, I really appreciate all of the attention this post has received. I honestly thought it was going to be just a small project to help some of my friends get into reading research papers.\nA lar","author":"notmcrowley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.24993967025421285,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825143"},{"id":"d3c7ba3b-8e9b-4622-8625-ab6532212254","source":"hackernews","source_id":"48834648","content_type":"comment","title":null,"body_preview":"I was hopeful that they avoided the well known sultry voice this go around, but alas. There is little hope for these companies.\nThe full duplex is awesome, and the feedback that it is getting what you","author":"altcognito","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","cultural_references","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834648"},{"id":"5a4e06d5-da08-4f63-aa69-d81a47168098","source":"hackernews","source_id":"48834521","content_type":"comment","title":null,"body_preview":"Hoping to use this for natural conversation language learning. Previous iterations of the app kept correcting my words/grammar before it got to the model, causing issues with identifying mistakes in s","author":"OsrsNeedsf2P","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834521"},{"id":"b7c1b5ff-4ce2-4368-bb9d-93e72051935a","source":"hackernews","source_id":"48834495","content_type":"comment","title":null,"body_preview":"This solves my biggest annoyance with the current advanced voice: its speech getting interrupted by me setting yup or even background noise if loud enough","author":"sonicslayer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834495"},{"id":"0d917ef2-c9c0-4f45-9f72-a46b40efb8ff","source":"hackernews","source_id":"48835069","content_type":"comment","title":null,"body_preview":"For the first actor - why does her accent change the longer she talks. It's like they had an \"Estelle Costanza\" dial that they started at zero and slowly rolled up to 8 or 9.","author":"evtothedev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835069"},{"id":"40f0de18-4456-4c12-8f13-7137c7d2d450","source":"hackernews","source_id":"48836725","content_type":"comment","title":null,"body_preview":"It was obvious from the live demo that this thing still hasn't learned when to shut up. When it stops tacking on \"I'm here when you need me\" to every response that could have just been \"ok\" or simply ","author":"modeless","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836725"},{"id":"62aa4e60-b958-41e0-80f5-9885e96c99c6","source":"hackernews","source_id":"48834775","content_type":"comment","title":null,"body_preview":"Does this model do better ignoring side conversations? That's the biggest hindrance to using ChatGPT's carplay feature is someone will say something, stopping ChatGPT from speaking or taking it in a d","author":"softwaredoug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834775"},{"id":"b6083d2f-42aa-45ce-b620-c4b5a5a001c4","source":"hackernews","source_id":"48837872","content_type":"comment","title":null,"body_preview":"I am surprised that Siri has only been mentioned 5 times here, out of the current 355 comments.\nI am wondering if this because Siri is so bad, people think of Siri now as a voice activation method rat","author":"ksec","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837872"},{"id":"6042ec15-ad26-47a0-983f-6fa131ee727a","source":"hackernews","source_id":"48835594","content_type":"comment","title":null,"body_preview":"Last night, I was using voice for the first time in a few weeks, and it interrupted me and said, a bit aggressively...\n\"I'm going to stop you right there. Let's keep the conversation focused on the to","author":"gotrythis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835594"},{"id":"b40e9883-413f-4735-ae92-4a4594b4d10a","source":"hackernews","source_id":"48835212","content_type":"comment","title":null,"body_preview":"I'm crying, that guy who tries to get it to count to 100 may actually have a chance","author":"rcarrol6","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835212"},{"id":"27e95328-f556-4ea3-86a5-f2e72c49989b","source":"hackernews","source_id":"48834685","content_type":"comment","title":null,"body_preview":"I'm so mad that this might make me re-subscribe to ChatGPT. I wouldn't have believed how much I use the voice feature before LLMs and ChatGPT currently has the best voice interface. I think Grok's int","author":"joshmarlow","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834685"},{"id":"e8a262dd-676e-41f3-abfe-ff59b0553a9e","source":"hackernews","source_id":"48834546","content_type":"comment","title":null,"body_preview":"Are there any open source full duplex models that are out besides PersonaPlex? There was a chinese open one, maybe Fun Audio chat or something, that said it was going to release a full duplex version ","author":"ilaksh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","specific_query"],"bot_score":0.18271509572897426,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834546"},{"id":"2d3159d6-0c3b-48d8-b32f-ea3fe6e73165","source":"hackernews","source_id":"48834713","content_type":"comment","title":null,"body_preview":"Gemini live has been able to do this for over a year now. I can just activate it on my phone and it really works surprisingly well, especially the interruption. I've tested it with my 95 year old Dutc","author":"ZeroCool2u","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834713"},{"id":"0f44c2af-a9bd-460d-bf5e-f6c22e4dac16","source":"hackernews","source_id":"48835624","content_type":"comment","title":null,"body_preview":"Much better than it was before but it’s still significantly weaker than a direct chat.\nFor example I asked\n“Why should LLM attention use dot product instead of cosine similarity, being that we often h","author":"WhitneyLand","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience","specific_details","natural_digressions"],"bot_score":0.1354737512336026,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835624"},{"id":"6722effa-832b-47cc-9d02-a0250f8157f5","source":"hackernews","source_id":"48842633","content_type":"comment","title":null,"body_preview":"The ad with the grandmas is cute and funny, but from the first 20 seconds you can see that the voice annoyingly interrupts people while they are talking. It's almost as if it tries to reply too fast -","author":"OrangeMusic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842633"},{"id":"60d1022d-1920-4b84-890d-48008789555d","source":"hackernews","source_id":"48834670","content_type":"comment","title":null,"body_preview":"(Atty from OpenAI here)\nGPT-Live-1 is the first version of a new generation of models, and we believe the full-duplex architecture + delegation enables entirely new ways of human-AI interaction.\nWould","author":"athyuttamre","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834670"},{"id":"d585cda9-2f39-429e-a16c-531a864d1440","source":"hackernews","source_id":"48836749","content_type":"comment","title":null,"body_preview":"Like a lot of AI things, this seems both cool and kind of creeps me out. I've never used voice interfaces in the past (siri, the google one, whatever is on my tv) so I'm probably not the target market","author":"overgard","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836749"},{"id":"46dd2ecf-75d8-41e9-bde5-d817f7a29e52","source":"hackernews","source_id":"48841663","content_type":"comment","title":null,"body_preview":"Once this gets video capabilities and is ported to glasses, it'll be a major revolution for blind people (and I say this as a blind person).\nPeople have tried \"smart <thing> that helps blind people na","author":"miki123211","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841663"},{"id":"2415f105-91cc-48a4-9eb4-59b3a5e3fa42","source":"hackernews","source_id":"48834659","content_type":"comment","title":null,"body_preview":"What I’m missing from this announcement is the capability to use connectors and tools. I don’t really get it - NONE of the frontier assistants can use tools / connectors while in voice mode - Claude, ","author":"artdigital","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834659"},{"id":"eee4baa9-dc7c-4785-8faf-cd2e1ab19e91","source":"hackernews","source_id":"48834902","content_type":"comment","title":null,"body_preview":"This is the opposite direction AI should be going. Human relationships are the most valuable thing we have, and so, naturally, technology seeks to intermediate and now replace them.\nI'm not Catholic, ","author":"jonstaab","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834902"},{"id":"018816b2-66be-412d-90f5-d3f1df887213","source":"hackernews","source_id":"48834625","content_type":"comment","title":null,"body_preview":"I had preview access to this one for a few weeks. It's very good. I had one conversation that lasted a full hour while I was walking the dog, got some good brainstorming done against one of my project","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834625"},{"id":"9d48c79a-31ac-4bbb-b1c1-081137dda6b0","source":"hackernews","source_id":"48843381","content_type":"comment","title":null,"body_preview":"That isn't the title on the page. Nor the title applied to the questions. It looks to just be AI slop/summary of: https://piechowski.io/post/how-i-audit-a-legacy-rails-codeba...","author":"codingdave","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.05062415918818671,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843381"},{"id":"1a5e551c-193f-4600-91a9-999c73ba5089","source":"hackernews","source_id":"48829501","content_type":"comment","title":null,"body_preview":"I've seen it last night, and I was like wtf?! Frankly, if they tried to build in some backdoor, I bet they would have done it differently, not so obviously. This must have been some sort of stupidity ","author":"deeddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829501"},{"id":"7757a5b5-cc1d-4d01-9521-fbc3a73dedd8","source":"hackernews","source_id":"48828095","content_type":"comment","title":null,"body_preview":"So will this finally be treated as sabotage/criminal hacking, or is it just yet another example of letting manufacturers do whatever they want to their customers without any punishment? Meanwhile if I","author":"like_any_other","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828095"},{"id":"5b151486-5994-402d-9fc9-0573c3eb1c77","source":"hackernews","source_id":"48832557","content_type":"comment","title":null,"body_preview":"Most of the software is this way, it seems. Military intelligenece in our country were recently changing configs on peoples routers without their knowledge or consent to get rid of similarly dangerous","author":"megous","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832557"},{"id":"1830e106-73d2-481f-9f94-54c480d6e8ab","source":"hackernews","source_id":"48827718","content_type":"comment","title":null,"body_preview":"Not to sound too alarming. But\nSecurity holes in networking equipment\nAffects not just the compromised devices.","author":"emsign","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827718"},{"id":"3ac87e06-722a-4a4b-be9e-8da2f89902f3","source":"hackernews","source_id":"48831551","content_type":"comment","title":null,"body_preview":"Reminds me of LKWPETER. I lost a bet when insinsting this couldn't be true.","author":"cedel2k1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_anecdote"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831551"},{"id":"0fa59cb2-c8ae-4de1-b4b7-8e23d942dc0f","source":"hackernews","source_id":"48829248","content_type":"comment","title":null,"body_preview":"Common situation for small-company software...\nBackdoor passwords left for convenient debugging are not surprising anymore.","author":"linzhangrun","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.20085221904052197,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829248"},{"id":"e23a6a46-da90-4ca9-8b8d-95822e32131b","source":"hackernews","source_id":"48829695","content_type":"comment","title":null,"body_preview":"this is definitely a backdoor, not necessarily that they use it to infiltrate users but definitely they put them at risk.\nreminds me of a bug I found in some tplink router it compared passwords of 3 d","author":"high_byte","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829695"},{"id":"47d8e559-0da7-4d6a-9781-f01f9c4a4b87","source":"hackernews","source_id":"48835466","content_type":"comment","title":null,"body_preview":"Was that admin password intended for internal testing but ended in prod?\n\"Unfortunately, we were unable to reach the vendor\"\nWith the widespread adoption of Tenda products in my local area, someone ca","author":"allankoech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835466"},{"id":"7c95a29f-8244-4dab-baf7-638b9890c316","source":"hackernews","source_id":"48828518","content_type":"comment","title":null,"body_preview":"A quick search reveals several other serious vulnerabilities in Tenda routers that could grant administrator privileges. Therefore, I tend to believe this is due to the company's incompetence and lack","author":"chirsz","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828518"},{"id":"a53e2eec-ba29-4001-ad73-e437a19819e8","source":"hackernews","source_id":"48827670","content_type":"comment","title":null,"body_preview":"It looks like recent Tenda hardware/firmware is encrypted per below examples, making it harder to audit.\nbinwalk US_AC10V6.0si_V16.03.62.09_multi_TDE01.bin\n  DECIMAL       HEXADECIMAL     DESCRIPTION\n","author":"dhx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827670"},{"id":"9a6ce401-8e4e-4761-95ff-9d424cd434fa","source":"hackernews","source_id":"48827652","content_type":"comment","title":null,"body_preview":"My ifconfig is simple: if it's made in Shenzhen, throw it out","author":"matltc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827652"},{"id":"3fc30540-c5f6-4c44-9910-9a59f874f03d","source":"hackernews","source_id":"48827153","content_type":"comment","title":null,"body_preview":"The US/Israel would never do such a thing, buy UniFi/Fortinet/Palo Alto!","author":"HDBaseT","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11929560593947214,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827153"},{"id":"fbbcc9b2-abd9-4e45-ad30-dd1e6ce6de77","source":"hackernews","source_id":"48827137","content_type":"comment","title":null,"body_preview":"Have used their travel wifi product back when hotel wifi was a strange beast. Wouldn't expect to need it now eSIM and ubiquitous internet travel pricing means the hotel wifi may be the LEAST valid pat","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience","niche_expertise"],"bot_score":0.12885050313678054,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827137"},{"id":"1f8c830f-6b2d-4b8c-94c3-76a826be6b45","source":"hackernews","source_id":"48827054","content_type":"comment","title":null,"body_preview":"And this is why I handroll my own routers/firewalls, using commodity hardware and a Linux distribution.","author":"drnick1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827054"},{"id":"b773a80d-3fb1-4d78-a046-5d17f50cd123","source":"hackernews","source_id":"48830205","content_type":"comment","title":null,"body_preview":"Oh this is amazing! I have a few of their cube routers sitting around and I always hated how app-locked their firmware was when it really is just a wifi repeater with a few extras (mesh) on top. Root ","author":"Fabricio20","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830205"},{"id":"aab61395-0b6d-4bdb-b30f-0213d29ae8e3","source":"hackernews","source_id":"48828695","content_type":"comment","title":null,"body_preview":"The consistency with which networking hardware companies produce such garbage is crazy.\nAnd it’s always amateur hour backdoors somehow. If it was something sophisticated they might get a pass on „ok s","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828695"},{"id":"d8dcfb0d-ba57-4f17-b480-25b8685ae5f4","source":"hackernews","source_id":"48829230","content_type":"comment","title":null,"body_preview":"> The associated username is not validated, so any provided username will succeed when paired with the backdoor password.\nGreat. I am really wondering why should the customers trust these manufacturer","author":"pbasista","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829230"},{"id":"6a15ef46-beb9-4dc1-b1a6-0e175bdf5a17","source":"hackernews","source_id":"48826616","content_type":"comment","title":null,"body_preview":"> Tenda is a supplier of home and business network devices such as routers, switches, wireless access points, and video surveillance equipment.\nI was unfamiliar with Tenda.\n> Shenzhen Tenda Technology","author":"fusslo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826616"},{"id":"32515f92-7bb7-4707-bbf1-98f51a4f62b2","source":"hackernews","source_id":"48826983","content_type":"comment","title":null,"body_preview":"The article doesn't disclose the value of \"sys.rzadmin.password\", but this writeup from 2022 does:\nhttps://boschko.ca/tenda_ac1200_router/\nSpoiler: it's \"rzadmin\".  And it looks like there are a bunch","author":"greyface-","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826983"},{"id":"a2e51f38-f59a-4cf5-9464-8f21b0643e1e","source":"hackernews","source_id":"48828037","content_type":"comment","title":null,"body_preview":"Cute but your volume and camera buttons don’t work at all","author":"purple-leafy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.04457707033278251,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828037"},{"id":"e91baf8e-5e15-4141-acfb-74eb7a7d0818","source":"hackernews","source_id":"48828122","content_type":"comment","title":null,"body_preview":"Cars are driving on the wrong side of the road - presumably in terror of His Neilness!","author":"jackvalentine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828122"},{"id":"055f3c25-3100-4aea-a86d-bab5d2e87696","source":"hackernews","source_id":"48828903","content_type":"comment","title":null,"body_preview":"Great work! I had some rendering issues with some part of the houses' roofs not showing","author":"E-Machine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828903"},{"id":"18c923c5-1656-44b0-917a-9531243c9031","source":"hackernews","source_id":"48827456","content_type":"comment","title":null,"body_preview":"This is pretty hilarious. :D Feels like a combination of Untitled Goose Game and Goat Simulator. Vibe-coded? It's pretty impressive.","author":"HanClinto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827456"},{"id":"f54b1519-07c8-4636-bc3a-4dd5dbacdd03","source":"hackernews","source_id":"48827784","content_type":"comment","title":null,"body_preview":"Brilliant, I love Neil, great idea to immortalize him.","author":"mrspacejam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827784"},{"id":"dd114eeb-ea9a-4a5b-8a14-49dadd7ed376","source":"hackernews","source_id":"48833563","content_type":"comment","title":null,"body_preview":"This is great! Whats the tech stack?\nI started thumping cars but then got into an infinite spiral I couldn’t get out of.","author":"YPCrumble","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833563"},{"id":"5d2ce696-fb18-432f-a449-01e7d870612e","source":"hackernews","source_id":"48827646","content_type":"comment","title":null,"body_preview":"I can't blow up the servo, even though I've totally wrecked it.","author":"davewasthere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827646"},{"id":"0625fa7c-0c3d-46cb-9158-e4db5c7a7dbd","source":"hackernews","source_id":"48831390","content_type":"comment","title":null,"body_preview":"On my desktop, On Firefox, I just got a uniform blue screen. On Chrome, I could turn left or right, but that was all. The W, S, and C keys didn't work.","author":"rickydroll","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831390"},{"id":"fb8e1dbf-e7cf-4d8e-8491-8304a40b0058","source":"hackernews","source_id":"48827671","content_type":"comment","title":null,"body_preview":"Sound isn't working in Firefox on Linux, but otherwise very fun. The only thing it's missing are Neil's favorite traffic cones ;)\nAlso glad that Neil is getting the protection he needs (and the public","author":"chao-","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827671"},{"id":"cdd94062-c7de-43d3-a120-56b6a7324a11","source":"hackernews","source_id":"48837114","content_type":"comment","title":null,"body_preview":"This is great. I don't know how to get chain reaction but I have already spent a decent amount of my work say knocking off achievements....","author":"UrMomsRobotLovr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837114"},{"id":"0ec1d5ed-2640-48aa-a536-fa85f0886226","source":"hackernews","source_id":"48831075","content_type":"comment","title":null,"body_preview":"You inspired me to make one for kids to create in Scratch\nhttps://projects.raspberrypi.org/en/projects/neil-the-seal/0","author":"MarcScott","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831075"},{"id":"58559f8b-0df6-4fce-a3cc-1b97ceee18dc","source":"hackernews","source_id":"48827770","content_type":"comment","title":null,"body_preview":"My preschooler loves the Untitled Goose Game, please vibe-port this to the Switch (:","author":"jumploops","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10242678340195753,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827770"},{"id":"0def55ca-76d5-4ba6-b22b-59880d89b5fa","source":"hackernews","source_id":"48838020","content_type":"comment","title":null,"body_preview":"Loving the Cleveland Brown reference (if that's the intention) of people falling out of knocked down houses in their bath tubs.","author":"retentionissue","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838020"},{"id":"57648e32-8160-4110-80ad-c9f077563d6a","source":"hackernews","source_id":"48828425","content_type":"comment","title":null,"body_preview":"i regret to inform you that we drive on the left in australia","author":"byhemechi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828425"},{"id":"26758982-1340-432b-968e-e9afc21788db","source":"hackernews","source_id":"48833733","content_type":"comment","title":null,"body_preview":"Cool game! Reminds me of the untitled Goose Game, bullying citizens, is that a genre? It should definitely be a genre.","author":"robbiejs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833733"},{"id":"fc5bcaec-7cd3-43a4-8f07-1af64c8402fb","source":"hackernews","source_id":"48836135","content_type":"comment","title":null,"body_preview":"For those who don't know Neil....\nhttps://en.wikipedia.org/wiki/Neil_the_Seal","author":"ninju","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836135"},{"id":"1baf27d2-4aca-4cf3-b728-604ce0b625ef","source":"hackernews","source_id":"48827876","content_type":"comment","title":null,"body_preview":"Cute! But the car challenges in Tier 8 feel undoable -- they're a bear to \"steer\" and can't seem to go more than a short distance before bursting into flames.","author":"Jordan-117","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827876"},{"id":"877d5306-a121-4005-a085-37ac6b795f2f","source":"hackernews","source_id":"48825853","content_type":"comment","title":null,"body_preview":"Quality is an opinion based on your perspective. The author articulates quality from their perspective, which has value, but isn’t universal.","author":"arscan","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825853"},{"id":"1daf457b-f080-460f-a854-55d7345f216a","source":"hackernews","source_id":"48823232","content_type":"comment","title":null,"body_preview":"> The agreed-upon best-designed software in the industry has noticeable problems.\nThe what?  Since when has \"the industry\" been able to define best-designed, much less agree on it?","author":"Arainach","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823232"},{"id":"f5346800-1320-4b33-90d0-7aa71a8bacb9","source":"hackernews","source_id":"48829181","content_type":"comment","title":null,"body_preview":"Quality is the extent to which the end product meets expectations. Also, quality attributes are well-defined in the ISO 25010 standard so I'd stick to those rather than imagining some for myself.","author":"j0llyj0hns0n","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829181"},{"id":"6b11f79e-e9e5-4177-b594-64a2cc96748e","source":"hackernews","source_id":"48823285","content_type":"comment","title":null,"body_preview":"Why no security? It's mid-2026, high quality software must be secure by design or you won't be using it.","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13895169998021595,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823285"},{"id":"1b7aa88c-2835-4fe3-b1eb-0a4bca03c08a","source":"hackernews","source_id":"48827754","content_type":"comment","title":null,"body_preview":"Isn't high quality defined by how easy it is to maintain as the scale grows? I feel there is a disconnect between the \"quality as perceived by developers\" and the \"quality as experienced by designers ","author":"d-yoda","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827754"},{"id":"4615ac21-d6c3-4821-a11b-0abf0e0547bb","source":"hackernews","source_id":"48824155","content_type":"comment","title":null,"body_preview":"Strangely \"elegance\" isn't even mentioned. \"Beauty\" comes close but is not the same.\nAnd \"simplicity\" comes to mind. Also not mentioned.","author":"RetroTechie","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824155"},{"id":"9e4eebaa-3061-424c-99aa-ee237e6299ed","source":"hackernews","source_id":"48824175","content_type":"comment","title":null,"body_preview":"I also think of Quality as “usable,” “discoverable,” “pleasant,” and “accessible.” He covers them, in some fashion.\nSome of these are difficult to quantify, but are often the difference between succes","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1372630435368728,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824175"},{"id":"d4ace4d2-06f6-4b8e-b038-288b476726e2","source":"hackernews","source_id":"48822971","content_type":"comment","title":null,"body_preview":"> Beliefs about quality I want to disprove... (lists 38 bullets)\nSure you didn't miss one? You can't have an exhaustive list because any of those can be just as true as false depending on the situatio","author":"sublinear","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13154830663347514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822971"},{"id":"fb764e15-8747-4b66-9397-f6ce3f0147f0","source":"hackernews","source_id":"48829778","content_type":"comment","title":null,"body_preview":"Quality is the ratio of the value you derive from the software to the cost to you of using it.\nMost typical quality attributes can be subsumed under this schema.\nIf the software costs too much to chan","author":"prmph","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829778"},{"id":"dfad5750-e197-406e-a699-024fdb3ca39e","source":"hackernews","source_id":"48830126","content_type":"comment","title":null,"body_preview":"“Zen and the art of motorcycle maintenance” is a good read on the topic of Quality.","author":"inatreecrown2","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.16546921284277025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830126"},{"id":"89052294-dd01-4b1c-a432-30b08faf049a","source":"hackernews","source_id":"48827245","content_type":"comment","title":null,"body_preview":"Quality software meets its requirements. Both functional and non-functional. Of course our industry still cannot quantify non-functional requirements, or discover a way to predictably implement functi","author":"aryehof","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827245"},{"id":"cc6a70cf-ff11-4fcf-9260-232251104017","source":"hackernews","source_id":"48829980","content_type":"comment","title":null,"body_preview":"A more rigorous definition of software quality can be found in ISO 25010.\n> The quality of a system is the degree to which the system satisfies the stated and implied needs of its various stakeholders","author":"Lutger","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829980"},{"id":"7ba7febb-cf0d-43c3-b967-ea0083e50c37","source":"hackernews","source_id":"48824440","content_type":"comment","title":null,"body_preview":"> Quality is impossible at scale\nThat's a \"yes and no\" thing. Handmade quality, yes, but some companies get pretty good at finding a \"sweet spot,\" between better-than-average quality, and \"Rolls Royce","author":"ChrisMarshallNY","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1372630435368728,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824440"},{"id":"ac75a585-d7ee-458d-91bb-3bcc1f20c1b2","source":"hackernews","source_id":"48824457","content_type":"comment","title":null,"body_preview":"I tend to agree with a few others here, Quality is not just the absence of problems, it is something deeper.\nFor me it means care and attention were paid while developing, the rough edges have been sm","author":"kwakker35","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824457"},{"id":"ccd3954f-4db7-4ca8-86b1-dc7d804a82b4","source":"hackernews","source_id":"48822667","content_type":"comment","title":null,"body_preview":"Right off the bat, I disagree with the assertion that software quality is merely a concept of how it functions now. In reality software is a living thing and quality is so much more than whether there","author":"christina97","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822667"},{"id":"6ac52d24-647f-4543-b3f3-464e46922ff7","source":"hackernews","source_id":"48822879","content_type":"comment","title":null,"body_preview":"Keep in mind that there are people for whom thinking about quality has been their whole career, for decades. There've been long-running industry studies on software quality that have gathered metrics ","author":"0xbadcafebee","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","human_indicators_absent"],"bot_score":0.1279060329546111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822879"},{"id":"93493edc-c1fa-4c14-8a62-58f97ab15989","source":"hackernews","source_id":"48823096","content_type":"comment","title":null,"body_preview":"I assume this is written by a UI designer or something, and it certainly feels like \"notes\" and not a cohesive article. Claiming \"The six signals of quality in software\" and then listing only user-fac","author":"chickensong","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823096"},{"id":"d6fc9d90-cf54-41d4-b6cb-4bd198555829","source":"hackernews","source_id":"48822091","content_type":"comment","title":null,"body_preview":"> Some people don’t care enough\n>\n> The more people you hire, the more likely you are to hire people who don’t care enough about good interface design. Good interface design needs to be valued by ever","author":"manoDev","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822091"},{"id":"c1d0a7c0-a148-460a-837c-7f76f8174818","source":"hackernews","source_id":"48823333","content_type":"comment","title":null,"body_preview":"I disagree with the initial premise\n>Quality is the absence of problems\nA low quality code base can be problem free if surrounding circumstances are forgiving enough. Conversely, a high quality codeba","author":"amarant","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823333"},{"id":"946809fc-270c-4b09-8460-8e0c8e7552ab","source":"hackernews","source_id":"48823795","content_type":"comment","title":null,"body_preview":"If thorough testing and 100 experts can’t find a problem, the thing is probably perfect.\nIf you can get 100 experts to agree on something then you've cracked a much harder problem than software qualit","author":"onion2k","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823795"},{"id":"1cb8a2ed-88c2-47c0-b718-25ecd0daa5b7","source":"hackernews","source_id":"48847598","content_type":"comment","title":null,"body_preview":"in the youtube video, by 'product' do they mean 'website' ?\nI feel I'm missing some basics as to what this can do for me or what problem it solves.\nedit so it's like google analytics .","author":"jaffa2","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847598"},{"id":"0d26e5fb-eed7-4bc8-9ba9-a22f63d27b17","source":"hackernews","source_id":"48847647","content_type":"comment","title":null,"body_preview":"Looks like they created mess with AI and then open sourced it. I remembered I had to shift from them to metabase because they closed sourced their deployments docker/kubernetes I guess it was 3 years ","author":"gagan2020","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847647"},{"id":"c8baf853-ac8b-40fb-8b52-c7c4eed56852","source":"hackernews","source_id":"48848915","content_type":"comment","title":null,"body_preview":"What the actual fuck is going on with web development nowadays?\nLook at the sheer number of ancillary files in this repo:\n    .agents\n    .claude\n    .config\n    .cursor\n    .dagster_home\n    .depot\n ","author":"wackget","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848915"},{"id":"137dd90d-5a1f-4ba1-9139-aaab7ece1edc","source":"hackernews","source_id":"48847627","content_type":"comment","title":null,"body_preview":"um... we've had this posthog-foss repo for years now. No idea why it made front page. This is not news.\nSource: I was there\nTo clarify: PostHog has been MIT licensed since day 1, with the exception of","author":"mariusandra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847627"},{"id":"c1a7621d-6970-49c3-a70c-f558dd6a04e0","source":"hackernews","source_id":"48848374","content_type":"comment","title":null,"body_preview":"PostHog has always been open source.\nPlease update title accordingly.","author":"paulddraper","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848374"},{"id":"04188ab4-467c-42a3-835e-4ea1a13a9852","source":"hackernews","source_id":"48847208","content_type":"comment","title":null,"body_preview":"The AGENTS.md is interesting, apparently the primary most important principle is, \"Avoid em-dashes like the plague\".\nThat's an odd request. I always use my own voice for certain things, such as postin","author":"xnorswap","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847208"},{"id":"4b0cf169-192f-48d9-8c76-f73511a96acd","source":"hackernews","source_id":"48847056","content_type":"comment","title":null,"body_preview":"The sheer number of files in the root of that project is making my OCD itch like crazy. That would drive me insane.","author":"drcongo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847056"},{"id":"145e56ab-67bf-4dd9-b379-3a7be1ae0269","source":"hackernews","source_id":"48847487","content_type":"comment","title":null,"body_preview":"It's hard for me to express how much I dislike their marketing website. Sometimes when you have a \"cool idea\" you should sit with it a moment and then pull back.","author":"mrcwinn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847487"},{"id":"0382ef25-78c4-4058-ada9-f40bd098a11f","source":"hackernews","source_id":"48848400","content_type":"comment","title":null,"body_preview":"I recently had to turn off posthog on my app, it was collecting so much information that wasn't needed that it was making my app unusably slow.  I'm sure i'm missing some knob, but the fact that after","author":"mips_avatar","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10738827368449608,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848400"},{"id":"1b449ef7-79b8-4fed-b882-ef190626bf1d","source":"hackernews","source_id":"48847773","content_type":"comment","title":null,"body_preview":"I just recently switched to posthog self hosted and it works fine","author":"jnstrdm05","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847773"},{"id":"807abeae-655d-4210-852e-8a720d754b0d","source":"hackernews","source_id":"48847844","content_type":"comment","title":null,"body_preview":"I used to like their product but now they too many modules and knobs that I find it difficult to understand and navigate.\nI think is a bit of product slopification.","author":"heyheyhouhou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_over_qualification","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847844"},{"id":"7c74c168-58a9-4f9a-9453-b67be28488de","source":"hackernews","source_id":"48847302","content_type":"comment","title":null,"body_preview":"Last time I checked, Posthog self hosted was basically unusable. They have a hobby deployment script which just pulls the latest build from master which varies from “somewhat works” to “completely bro","author":"madjam002","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847302"},{"id":"8335a151-797b-4be7-a8bc-7a22805b4c1c","source":"hackernews","source_id":"48846428","content_type":"comment","title":null,"body_preview":"Does anyone know what the context for this is? Because https://github.com/PostHog/posthog exists as well","author":"thatxliner","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09779447911257995,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846428"},{"id":"934bbc13-566e-4519-907b-7cd5701a76fb","source":"hackernews","source_id":"48848684","content_type":"comment","title":null,"body_preview":"Open sourced ?! I believe it was open source from day one.","author":"theHocineSaad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848684"},{"id":"a9d52819-12eb-48c7-9ec6-c6ce241bcb60","source":"hackernews","source_id":"48849268","content_type":"comment","title":null,"body_preview":"Hey, Rafa from PostHog here :)\nWe've always been open source, so I'm not sure I understand what this is about! This is linking to our `posthog-foss` repository which has been a thing for years now, it","author":"rbaudibert","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849268"},{"id":"f1eb1f53-22db-4aa6-8df3-6f8c4cc3574c","source":"hackernews","source_id":"48821996","content_type":"comment","title":null,"body_preview":"As someone who does not know what k4, qSQL, or q are, reading through the landing page of this website was giving me mild schizophrenia. And then I tried to search for these things in the old way, and","author":"bikeshaving","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions","synthetic_empathy"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821996"},{"id":"5b2ab6a4-489a-4a0e-b56a-a24cac42e24f","source":"hackernews","source_id":"48827958","content_type":"comment","title":null,"body_preview":"| Memory is relatively slower.\nMemory got faster, no?","author":"bingemaker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827958"},{"id":"c374a0e6-1a5d-4482-9ee9-73d73a7fe34a","source":"hackernews","source_id":"48826340","content_type":"comment","title":null,"body_preview":"I thought too long to find out what a means in a new runtime.","author":"plastic041","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.10240039924497095,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826340"},{"id":"4301fd50-24ac-43b4-a53f-eae0b070a3a3","source":"hackernews","source_id":"48823005","content_type":"comment","title":null,"body_preview":"These single letter names are getting out of hand.","author":"Xirdus","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823005"},{"id":"9c4454c8-fa28-418d-93a2-f3daa1194281","source":"hackernews","source_id":"48826563","content_type":"comment","title":null,"body_preview":"If this kind of thing interests you, you can try KlongPy (based on Klong) which also now has backprop support making it a differential array language.","author":"eismcc","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826563"},{"id":"fa838199-8d4b-4a1f-a148-2e189c01375c","source":"hackernews","source_id":"48828923","content_type":"comment","title":null,"body_preview":"So many keyboard warriors with all the hate about a vibe coded website? If you judge a project based on its website, that tells everything about you.","author":"AUnterrainer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828923"},{"id":"f406cbda-4ec9-41ca-87ef-b9d8dde253af","source":"hackernews","source_id":"48822956","content_type":"comment","title":null,"body_preview":"We'd like to see some benchmarks against open and closed k interpreters please! I'm curious how well a vibe coded k/q interpreter stands up to Shakti or whatever Mr. Whitney is letting out the door ri","author":"vessenes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10261019379702875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822956"},{"id":"8feaf6c0-758e-40a6-8279-cb371fce3ebd","source":"hackernews","source_id":"48836480","content_type":"comment","title":null,"body_preview":"These languages are very niche, isn't it? Unless you are interested in getting a job with specific companies, I don't see why you would learn them.","author":"mctwo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.6702419667885785,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836480"},{"id":"e9207044-0276-4087-8e73-10fe3710caf5","source":"hackernews","source_id":"48832131","content_type":"comment","title":null,"body_preview":"Quite the cryptic tytle. Were they trying to save tokens?","author":"carra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832131"},{"id":"43d73ad6-8604-475e-a1cb-09041fa18567","source":"hackernews","source_id":"48823377","content_type":"comment","title":null,"body_preview":"benchmarks at https://github.com/l-labs\nunlike klong/ngn/bqn et al (which are GREAT) this has the goal of full production database compatibility (and full language compatibility).","author":"jloveless","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823377"},{"id":"e0743d73-5ba9-4ff8-93b7-36b8becd0552","source":"hackernews","source_id":"48823468","content_type":"comment","title":null,"body_preview":"q is the programming language underpinning kdb+ by Kx Systems - often claimed (by Kx) to be \"the fastest database in the world\". Possibly also the most expensive?\nL is an independent implementation of","author":"jazza68","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823468"},{"id":"3e305341-0ed4-45d4-a425-1e860e18023a","source":"hackernews","source_id":"48822353","content_type":"comment","title":null,"body_preview":"Not sure why all the hate (sure site may be vibecoded, not all of us are front-end masters and it's at least not spartan)... I've always found k to be fascinating, and cool idea to try and roll a new ","author":"zacharynewton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822353"},{"id":"3217c775-9378-4d93-ae7d-506df44416e5","source":"hackernews","source_id":"48822527","content_type":"comment","title":null,"body_preview":"if you k you k ;-)\nfor the uninitiated, this looks like some wallstreet quant's new startup. Initially I thought it was the rebrand of shakti, Arthur Whites most recent rewrite of an array language. I","author":"chews","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822527"},{"id":"b6fc2280-fba5-4eb5-b64a-70f6d88a4149","source":"hackernews","source_id":"48832969","content_type":"comment","title":null,"body_preview":"First, this is an incredible achievement.  I hope that the author(s) can monetize this project.  I guess they can try to undercut kx.com's current insanely high subscription costs.  Is that a goal?  I","author":"throwaway2037","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832969"},{"id":"f39f91a2-3bac-43e8-bdf0-02667972c08c","source":"hackernews","source_id":"48824012","content_type":"comment","title":null,"body_preview":"Closed source (and vibe-coded) software, especially for a language runtime, is a non-starter for many people including myself. But proprietary license is actually common in the APL and K family of lan","author":"lioeters","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.11307571288122545,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824012"},{"id":"058b43dd-0ebb-43bf-b423-0d4c4189e1f8","source":"hackernews","source_id":"48822686","content_type":"comment","title":null,"body_preview":"Quite cool, but for a new runtime of an existing language it might make sense to compare to, y'know, the other[0] runtimes of that language?  Even if one has to omit the best, closed ones for lack of ","author":"kristjansson","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822686"},{"id":"42d99a3e-75f5-44c5-b822-65452b5c9a98","source":"hackernews","source_id":"48822690","content_type":"comment","title":null,"body_preview":"yeah the site's clearly vibecoded and isn't opensource, but i also think this is a genuinely interesting design space and more people should be building in it. APL (https://www.dyalog.com/), BQN (http","author":"enduku","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822690"},{"id":"d7584b47-be97-42f7-b5c7-2f58f9857652","source":"hackernews","source_id":"48848469","content_type":"comment","title":null,"body_preview":"Deepseek v4 flash only costs about $0.13 by the time I hit 200,000 to 250,000 tokens.","author":"fouc","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848469"},{"id":"fbaa09c0-5fa0-4464-81d3-abedf95beaf7","source":"hackernews","source_id":"48847851","content_type":"comment","title":null,"body_preview":"TW: Article written by clanker.\nFeels like, just like humans, the response to \"Hi\" can be hard-coded. The system already knows the user, or if it's anonymous, it can respond the way a hotel concierge ","author":"netsharc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847851"},{"id":"38ae9a04-7119-4078-8e48-75c5d20dae9c","source":"hackernews","source_id":"48845169","content_type":"comment","title":null,"body_preview":"This is fine. It's fairly harmless tho, like stuff I did in college. Why is the name so grandiose sounding?","author":"everyone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845169"},{"id":"f45f9406-684b-48d9-b691-f72cce2eb5cc","source":"hackernews","source_id":"48844981","content_type":"comment","title":null,"body_preview":"What is this supposed to be? The title is gibberish.","author":"tempfile","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844981"},{"id":"78b24583-5e99-4f2d-ac13-1112b77f6011","source":"hackernews","source_id":"48832087","content_type":"comment","title":null,"body_preview":"I really want to read a bunch of old papers from the IEE library but it looks very hard to get access to at any reasonable price for personal usage.\nAnyone got any hints or tips for me?","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_question","platform_fluency"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832087"},{"id":"0964d56f-ed7e-4bc5-b06b-2860bd629321","source":"hackernews","source_id":"48828803","content_type":"comment","title":null,"body_preview":">>Relying on such LLMs without understanding their internal logic creates a significant reliability risk. To build tools that work consistently, developers must understand the core principles that gov","author":"sgt101","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828803"},{"id":"f7bde5c2-6c6b-408b-ae8f-6c3c0364b715","source":"hackernews","source_id":"48825488","content_type":"comment","title":null,"body_preview":"I didn’t realize IEEE had courses. I’m curious if anyone can comment on the general quality and if they have any good ones.","author":"abbefaria27","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48825488"},{"id":"3dd35cee-d02d-4f61-bd69-e8c60fe42bab","source":"hackernews","source_id":"48830811","content_type":"comment","title":null,"body_preview":"LLM training courses may have some valuable tips and tricks behind them, but the platforms change so often and no two personalized LLMs look the same. It feels like prompting isn't a science you can c","author":"BlocksAI","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830811"},{"id":"836f56c9-a2da-4833-b797-7c49ff4f1ce7","source":"hackernews","source_id":"48826314","content_type":"comment","title":null,"body_preview":"Why pay for this when Stanford has a playlist of a free course on LLMs: https://youtube.com/playlist?list=PLoROMvodv4rOCXd21gf0CF4xr...","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15709105202687385,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826314"},{"id":"663d2d90-f6a2-4ab6-8f04-d7b2d12204cb","source":"hackernews","source_id":"48829043","content_type":"comment","title":null,"body_preview":"The problem with LLM courses is that the topic is mostly alchemy and will not bring you much real enlightenment.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy","platform_fluency"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829043"},{"id":"31c04e5d-e50f-4f1e-bbba-246eb00c8fee","source":"hackernews","source_id":"48824827","content_type":"comment","title":null,"body_preview":"Here is the linked course in the article: https://iln.ieee.org/public/contentdetails.aspx?id=B570F53B5...\n$240 (non member price) for a 5 hour course.\nDid I read that right? Or is it more 5 hours of i","author":"ksd482","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824827"},{"id":"dd7bb366-c181-4cf6-bed7-90393e815740","source":"hackernews","source_id":"48835537","content_type":"comment","title":null,"body_preview":"\"Sony correctly implements GDPR requirements in the EU\" is a less exciting headline I guess.","author":"Mindwipe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835537"},{"id":"9653d7c9-4224-4b0a-9b13-ec7b06336255","source":"hackernews","source_id":"48837835","content_type":"comment","title":null,"body_preview":"You will own nothing and be bitterly unhappy.\nMaybe.","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837835"},{"id":"9aeaa50a-f214-472a-843d-f95e251fb719","source":"hackernews","source_id":"48836038","content_type":"comment","title":null,"body_preview":"And consumers will cry about it for about 5 minutes, then go back to reward the company.\nWhen HP started making printer cartridges that expired even when they were still full, people complained—then b","author":"BiteCode_dev","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11167332229459942,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836038"},{"id":"b7bae9a0-699b-4cbf-89d8-6f5c95eccf3a","source":"hackernews","source_id":"48841321","content_type":"comment","title":null,"body_preview":"Sony is really motivated to turn away it's customers to other platforms.","author":"j45","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.20494303856382687,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841321"},{"id":"20b1605f-c47e-423c-86b6-fffd6bd8ffe0","source":"hackernews","source_id":"48835833","content_type":"comment","title":null,"body_preview":"Related:\nPhysical disc production ending in Jan 2028 for new games on PlayStation\nhttps://news.ycombinator.com/item?id=48745456","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835833"},{"id":"0d34872b-ec06-43b8-afa1-245bd1421597","source":"hackernews","source_id":"48837013","content_type":"comment","title":null,"body_preview":"This isn't surprising given how different businesses may value a payment against an ongoing obligation to customers. @patio11 had a good podcast about this \"Cash received is not revenue earned\" last A","author":"adolph","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837013"},{"id":"e906da28-2bb4-45ea-8f5d-d22d1f6f72c4","source":"hackernews","source_id":"48837281","content_type":"comment","title":null,"body_preview":"I'd just be happy if companies were required to call them licensed and forbidden to call them sold or owned by the buyer.","author":"golemotron","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837281"},{"id":"fbbd974f-0683-4f8a-b394-bc06e4b74728","source":"hackernews","source_id":"48841944","content_type":"comment","title":null,"body_preview":"It’s as if they were working super hard to obliterate their domination of the consoles market.\nXbox is in shambles but if Sony keeps pulling these braindead moves and annihilating any goodwill they ha","author":"ornornor","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841944"},{"id":"d81e1b45-211d-45e2-a6f9-fffefc56972b","source":"hackernews","source_id":"48838125","content_type":"comment","title":null,"body_preview":"Just like how Mojang deleted my Mojang account taking away my copy of Minecraft I legitimately purchased.\nDon't think these ToS are just theoretical.","author":"charcircuit","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.1425460939043844,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838125"},{"id":"b2642116-f0e0-4597-bd52-ac6362c10949","source":"hackernews","source_id":"48836122","content_type":"comment","title":null,"body_preview":"Closing inactive accounts in the EU is due to (interpretation of) certain provisions set in the GDPR (e.g. article 5 - https://gdpr-info.eu/art-5-gdpr/) and Sony is not alone, many services in the EU ","author":"mindcrash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836122"},{"id":"21052b0f-7572-4e19-a696-d3ea61837963","source":"hackernews","source_id":"48836623","content_type":"comment","title":null,"body_preview":"I am not sure, but I feel that many of these \"Sony bad\" type of conversations appear close to something unfavorable being discussed about Xbox. Am I imagining it? The Playstation issue discussed here ","author":"csrse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836623"},{"id":"a3f8e1ad-b384-4fd5-accc-45841a8f4020","source":"hackernews","source_id":"48837414","content_type":"comment","title":null,"body_preview":"I hope they send warning letters to log in. Mine been idle for over a year and I don't have it right now.. but I paid for those games so it would be scammy to remove without warning.\nDoes it cost them","author":"hoppp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837414"},{"id":"d7c2eb5d-7006-4900-be4b-72673ca5632f","source":"hackernews","source_id":"48836600","content_type":"comment","title":null,"body_preview":"I'm getting at the top of my browser window:\n> Your browser is not Javascript enable or you have turn it off. We recommend you to activate for better security reason\nIt's reassuring to know that their","author":"kleiba2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1332895453646399,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836600"},{"id":"621946b1-44f5-4dc6-96c3-e38488ee0ac6","source":"hackernews","source_id":"48838272","content_type":"comment","title":null,"body_preview":"I just checked the drawer where I keep my NES games. Haven't played in a long time, but they're all still there.","author":"wkjagt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838272"},{"id":"b6ab79d9-1125-4716-94a4-a06d0800f2a9","source":"hackernews","source_id":"48835059","content_type":"comment","title":null,"body_preview":"I'm not in the EU, but had 2 accounts with Sony/Playstation (I'm pretty sure both sat unused for more than 3 years). I tried to delete one and it seemed impossible. The FAQ said to call support. I cal","author":"al_borland","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835059"},{"id":"b69d5d59-8caa-41f3-8f36-e31b48223c15","source":"hackernews","source_id":"48836016","content_type":"comment","title":null,"body_preview":"While Microsoft may not be as bad on this as Sony so far, they have certainly shown a willingness to revoke access to digital games. For example- in an effort to push users to the newer fifa titles wi","author":"homeslice69","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","false_specificity","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836016"},{"id":"10595028-c874-41fb-b646-4e92d3beee16","source":"hackernews","source_id":"48835650","content_type":"comment","title":null,"body_preview":"You know, all those people making new n64, playstation, and gameboy titles might be onto something. Apart from steam, I don't think I've heard anything but bad news from modern consoles.","author":"Xeoncross","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835650"},{"id":"ab2a3944-ec01-429d-b458-2673d64332fd","source":"hackernews","source_id":"48835799","content_type":"comment","title":null,"body_preview":"I was surprised to come back to my XBOX account after 10 years in the US and see that very old digital purchases from previous console generations were not only still available, but actually playable ","author":"glimshe","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835799"},{"id":"87faed98-338a-4b74-8678-d2b1e681d958","source":"hackernews","source_id":"48824228","content_type":"comment","title":null,"body_preview":"Great idea, but it's a shame that it only supports Basic Latin (English-only).","author":"andonumb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824228"},{"id":"915cc93c-ac10-49d3-9e7e-9b4e5a5a8637","source":"hackernews","source_id":"48832371","content_type":"comment","title":null,"body_preview":"This is SO COOL. Works perfectly in FF for me, if it can be made to work in safari then this might be one of the easiest ways to generate and display QR codes on the front-end.","author":"notRobot","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832371"},{"id":"27e2071b-8df3-4039-828e-a83430aa73dc","source":"hackernews","source_id":"48823049","content_type":"comment","title":null,"body_preview":"Unfortunately the most important thing here is missing - the whole explanation, like how did we get there, what those fonts can do and so on..","author":"zb3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823049"},{"id":"9b6e02c8-2795-45a8-81ee-d73b0e4a5afd","source":"hackernews","source_id":"48828608","content_type":"comment","title":null,"body_preview":"This ... means the page could render a QR code for humans while letting bots see the actual URL. That is incredibly cool.","author":"maguay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828608"},{"id":"90f6eaef-2727-4767-9c6b-168f58b00af4","source":"hackernews","source_id":"48821598","content_type":"comment","title":null,"body_preview":"Impressive, but on iOS 27 even one of the examples don't work. Seems like it has an issue with spaces. https://imgur.com/a/tZGqtjR","author":"andix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821598"},{"id":"6046d80b-2b84-4dc0-a665-5ed3447ce742","source":"hackernews","source_id":"48821588","content_type":"comment","title":null,"body_preview":"It doesn’t seem to like spaces that much, the code for [QR coded] is broken for me on safari ios. When the space is removed it’s a working qrcode again","author":"shreddit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821588"},{"id":"3ff1a47d-dc38-4a25-9fec-bc3be5eb2507","source":"hackernews","source_id":"48824288","content_type":"comment","title":null,"body_preview":"A fun benefit seems to be that you can select the QR code as text and copy it, which puts the original text in your clipboard.","author":"jhogervorst","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824288"},{"id":"d22ecec4-1db6-4f3a-bbfe-d02176128823","source":"hackernews","source_id":"48820309","content_type":"comment","title":null,"body_preview":"[dupe] a recent Show HN: https://news.ycombinator.com/item?id=48703200","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820309"},{"id":"eef2c0a2-621d-4367-a537-cad8b67b3f5d","source":"hackernews","source_id":"48822170","content_type":"comment","title":null,"body_preview":"Maybe it's not practical for day-to-day use but the way this hacks the font to produce something completely different is amazing!","author":"athenot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822170"},{"id":"215865d0-deae-4002-92c9-f4af8357c32a","source":"hackernews","source_id":"48845836","content_type":"comment","title":null,"body_preview":"Wayyyy too cluttered and overwhelming on mobile. I spent a few minutes trying to figure it out before I just gave up.","author":"logicalappeals","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845836"},{"id":"83977777-df0c-4f76-ac89-90d22435e55e","source":"hackernews","source_id":"48842592","content_type":"comment","title":null,"body_preview":"https://github.com/jamalrfordii-arch/Vanguard-Map/blob/main/...\nIs this even beneficial? Sounds a bit over the top.","author":"CannotCarrot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842592"},{"id":"4c0d4f87-6c98-454e-b26b-b995b90033e1","source":"hackernews","source_id":"48842238","content_type":"comment","title":null,"body_preview":"> \"the world's moving things: [...], submarine cables\"\nI hope not, that sounds a bit concerning if the cables are moving around enough to track","author":"voidUpdate","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.14241997772909068,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842238"},{"id":"75ea6aba-3539-4339-9912-42d366a7c1fc","source":"hackernews","source_id":"48832858","content_type":"comment","title":null,"body_preview":"Consensus is one of those areas where the interesting engineering and the number of\npeople who actually need it are inversely correlated. Most \"we need distributed\ncoordination\" turns out to be \"we ne","author":"s8kur","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832858"},{"id":"c5d62b1d-f86b-4caa-abcc-598e5bde9166","source":"hackernews","source_id":"48837686","content_type":"comment","title":null,"body_preview":"Kind of a crap article that doesn't (1) link to the code (or to the golang implementation from the paper) and (2) doesn't even have the word \"CAP\" in it.","author":"purpleidea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837686"},{"id":"f796ef71-432f-4398-ad57-add1ac6bba1b","source":"hackernews","source_id":"48833711","content_type":"comment","title":null,"body_preview":"I feel like it would be much better if the article focused on QuePaxa because IMHO it's an algorithm that finally brings some novel ideas to concensus (e.g. not relying on timeouts) by kinda coming at","author":"eis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833711"},{"id":"d027ea6e-99f9-4ec5-a434-49b8b073a1ff","source":"hackernews","source_id":"48833534","content_type":"comment","title":null,"body_preview":"Illustrated with meercats looking in different directions.","author":"abujazar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833534"},{"id":"114ad9e1-5030-4735-8cf3-5d04787e7905","source":"hackernews","source_id":"48834949","content_type":"comment","title":null,"body_preview":"\"a new distributed consensus service called Meerkat powered by a consensus algorithm called QuePaxa, published in 2023 by researchers at EPFL. QuePaxa differs from Raft in that all replicas can perfor","author":"snthpy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834949"},{"id":"520f795d-809b-4070-ac45-5662c44a4530","source":"hackernews","source_id":"48841577","content_type":"comment","title":null,"body_preview":"QuePaxa, nice name. What's happening? with a nod to Paxos.","author":"chickensong","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841577"},{"id":"b22f0c32-2fdc-4c7d-af40-a2ba3731dd48","source":"hackernews","source_id":"48835172","content_type":"comment","title":null,"body_preview":"This seems like something that would be great to open source; I can see it being a good building block for other globally distributed services.","author":"rzz3","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835172"},{"id":"6cdb2aee-f2c2-4626-ab46-bddefae976d1","source":"hackernews","source_id":"48836113","content_type":"comment","title":null,"body_preview":"Will they need a Zookeeper for all the Meerkats I wonder?","author":"sailfast","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836113"},{"id":"be688f23-7f17-4c67-8243-ba49fdb61751","source":"hackernews","source_id":"48834499","content_type":"comment","title":null,"body_preview":"This is really interesting. I wonder if etcd can benefit from this as it uses Raft for consensus and split-brain can be a problem depending on how its setup (usually when a Kubernetes control plane is","author":"nunez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_or_question"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834499"},{"id":"6d1d5ae4-85ac-4c57-a022-47e0a8052e98","source":"hackernews","source_id":"48835516","content_type":"comment","title":null,"body_preview":"dumb guesses\n1. I'd bet they either already do log-routed config, or simulation testing finds this race before production does.\n2. The first part of Meerkat that will need clocks for correctness will ","author":"crank42069","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835516"},{"id":"82e1c7c6-e483-4533-a2ad-883a97295ab4","source":"hackernews","source_id":"48834368","content_type":"comment","title":null,"body_preview":"I imagine something akin to a bat signal that alerts Aphyr to these types of posts. Looking forward to the Jepsen write-up.","author":"_cairn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834368"},{"id":"1ef24b64-61bf-455f-acff-5221ab70ab2d","source":"hackernews","source_id":"48832588","content_type":"comment","title":null,"body_preview":"TBH I’m doubtful of most people building their own crypto libs and distributed consensus implementations. But maybe cloudflare can pull it off.  Good to see them pushing the state of distributed conse","author":"pstoll","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832588"},{"id":"2d792ba2-14cb-45c0-8313-3370fa98262c","source":"hackernews","source_id":"48832537","content_type":"comment","title":null,"body_preview":"if youve ever fought a raft cluster on a bad network with leaders flapping, elections storming and latency spiking this genuinely doesnt seem that bad. i believe this will be very useful to those deal","author":"ebeirne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832537"},{"id":"65f1a6b5-9c60-4f3e-a98b-78b719bc3409","source":"hackernews","source_id":"48836759","content_type":"comment","title":null,"body_preview":"This sounds like a very direct approach to linearizability - just put everything in a linear order.\nBut this includes READ operations too! You have to get global consensus for every read! Most distrib","author":"advisedwang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836759"},{"id":"bae64be6-dfab-40e6-bc61-0e899e00633e","source":"hackernews","source_id":"48835051","content_type":"comment","title":null,"body_preview":"What's interesting here is that this would be the first production implementation of an asynchronous consensus algorithm (QuePaxa). Paxos, Raft, etc. are all partially synchronous, meaning they rely o","author":"nano_o","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835051"},{"id":"5ca89a72-15b0-4585-8f6c-2a92d980095a","source":"hackernews","source_id":"48832555","content_type":"comment","title":null,"body_preview":"This article is a bit hard for me to grasp the main ideas of because, given Cloudflare's requirements (e.g. no strong leaders), it immediately seems like they should be comparing to leaderless protoco","author":"m11a","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832555"},{"id":"59fe4ddd-014e-48ec-b72c-d02ad707a576","source":"hackernews","source_id":"48852007","content_type":"comment","title":null,"body_preview":"Not sure about Google, but more than once I was about to book a flight on Expedia for the wrong week because by default it suggests a date 2 weeks from today, and if I need a flight for this weekend, ","author":"ventana","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852007"},{"id":"387c1a87-adb1-4228-b52a-d7f92f1186a5","source":"hackernews","source_id":"48852345","content_type":"comment","title":null,"body_preview":"I usually look for hotels from Google Maps. There is an option to select the dates there, but they default to some point in time in the future. Right now when I load it, it says Aug 3-4th. I rarely bo","author":"al_borland","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852345"},{"id":"14f9c19f-664f-42ef-881c-8c5d67f8a8d3","source":"hackernews","source_id":"48830907","content_type":"comment","title":null,"body_preview":"Not a fan of space engines where locations are fixed.","author":"hparadiz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.10000662315038096,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830907"},{"id":"d3e31612-2abf-4c0f-ba0a-e1cefa672c95","source":"hackernews","source_id":"48831078","content_type":"comment","title":null,"body_preview":"I hope this will lead to some AI bros quickly finding performance optimization options; the game can be very heavy on graphics despite most of what's visible being a skybox and UI elements, and the UI","author":"Cthulhu_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","technical_specificity"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831078"},{"id":"c0cd6e3f-a54f-4fba-9ae4-ccf61255ed2d","source":"hackernews","source_id":"48830689","content_type":"comment","title":null,"body_preview":"Seems like a huge chunk is missing there, these mostly seem to me like a bunch of smaller reusable components with nothing really tying it together.","author":"lyu07282","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.22608540163759117,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830689"},{"id":"7a4e1af9-5a3d-468e-ba80-c0ba6b703a82","source":"hackernews","source_id":"48830440","content_type":"comment","title":null,"body_preview":"I followed and forked it on GitHub.\nWhen Eve Online first came out, the graphics were stunning. I'm planning to dig into the code and take a close look at how the graphics renderer was implemented.","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830440"},{"id":"db2ce0ad-06ba-46b2-9de2-af452ba55c68","source":"hackernews","source_id":"48836090","content_type":"comment","title":null,"body_preview":"I used to have a character named Fenris in EVE. Probably shouldn't have recycled them all those years ago.","author":"MrDresden","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","emotional_authenticity"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836090"},{"id":"2ba87f96-64be-4127-ba27-8f6cfcd9d375","source":"hackernews","source_id":"48834380","content_type":"comment","title":null,"body_preview":"interestingly they support multiple graphics APIs (Dx11, Dx12, and Metal) through an abstraction layer: https://app.sourcebot.dev/chat/cmrcbnd6u00cvwa5bup88jf0j","author":"msukkarieh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834380"},{"id":"0b56e300-25be-4896-af9c-4d17d9415db5","source":"hackernews","source_id":"48831108","content_type":"comment","title":null,"body_preview":"Can I use this to release my own games, and does this release includes everything needed to build games like EVE online?","author":"sushidev","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831108"},{"id":"217c384f-965c-494a-bf04-2f4e8f10c02c","source":"hackernews","source_id":"48835883","content_type":"comment","title":null,"body_preview":"I have a cheeky idea - imagine you're a company (especially a games company, whose engine is a small part of the whole product). You want to cut dev costs by AI - problem is your 100k codebase is comp","author":"torginus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835883"},{"id":"970b656d-e086-4ceb-8fcb-706f8741a8c3","source":"hackernews","source_id":"48830128","content_type":"comment","title":null,"body_preview":"For a long time I was convinced they used Erlang for handling all the distributed, concurrent state.  I guess not.","author":"taybin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830128"},{"id":"98da1782-09d7-41d0-8156-7ac8b14fd2ac","source":"hackernews","source_id":"48830673","content_type":"comment","title":null,"body_preview":"I've wanted to try out EVE Online for a while now. Never found the time, and it seems to be a bit of a time sink. Since I have no idea if I'm actually going to enjoy it or not, it never took priority.","author":"cassianoleal","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_anecdote","natural_expression"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830673"},{"id":"836a8825-bce0-4325-a36f-d514a67b1a58","source":"hackernews","source_id":"48838369","content_type":"comment","title":null,"body_preview":"I used to play EVE on and off for years (decades?) and as many people here I loved more the idea of the game than the reality of it so I couldn't handle it for long periods.\nI would love the possibili","author":"lz400","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838369"},{"id":"b9e3d7d2-e691-4189-86df-64516bf432b1","source":"hackernews","source_id":"48830754","content_type":"comment","title":null,"body_preview":"What engine? Is not this game played in a spreadsheet?","author":"mynegation","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830754"},{"id":"84981e08-9128-418f-bfaa-f410d5546fa7","source":"hackernews","source_id":"48832461","content_type":"comment","title":null,"body_preview":"Already used (sounds like, successfully) by the usual GitHub phishing campaigns:\n>  found a workaround for the shader compilation bug that keeps the mesh from vanishing. I attached the fix here.\nhttps","author":"edelbitter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832461"},{"id":"c66ab9ba-cbc4-403c-a583-4aa384ac8c3f","source":"hackernews","source_id":"48817948","content_type":"comment","title":null,"body_preview":"I really love this - fantastic that it's open source too as would love to contribute. Is there an opportunity to add fresh new sites on this?","author":"endymion-light","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817948"},{"id":"fa98d90e-2550-4679-abac-006f195ae97c","source":"hackernews","source_id":"48822272","content_type":"comment","title":null,"body_preview":"https://shufflenblues.com/location/\nOSM is fantastic. I wanted a free, unencumbered map that matches the site's theme for ride sharing, billeting, and the venue location. The solution wasn't trivial, ","author":"thangalin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822272"},{"id":"6dd6cac0-42ad-48d6-b23d-d1acd667d51a","source":"hackernews","source_id":"48817863","content_type":"comment","title":null,"body_preview":"One thing missing on osm is pictures. Would defeats Google maps if it had some, where users would feedback and bad shots would get wiped to save space. We would get the best shots the world has to off","author":"hirako2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_hedging","platform_fluency"],"bot_score":0.1509384549226026,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817863"},{"id":"8895d4d7-b604-4b0e-9651-5ff3774bb9ac","source":"hackernews","source_id":"48817748","content_type":"comment","title":null,"body_preview":"Every day I take a 2 hour walk and contribute as much data as I can to OSM using this app.","author":"Acrobatic_Road","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817748"},{"id":"6bc196d1-9e4a-409b-a164-5c1672f7f615","source":"hackernews","source_id":"48819534","content_type":"comment","title":null,"body_preview":"StreetComplete's trick is hiding the tagging model until you actually need it. Most contributor tools expose the schema too early.","author":"wxlong2000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819534"},{"id":"44fa12bc-1b1c-43ea-9fe9-5714100a0536","source":"hackernews","source_id":"48817334","content_type":"comment","title":null,"body_preview":"Hi! Is this yours? Would you like help porting this to iOS?","author":"Schiendelman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817334"},{"id":"685007e7-1cde-4589-8390-0aebc7fb59cd","source":"hackernews","source_id":"48822044","content_type":"comment","title":null,"body_preview":"I am using EveryDoor to contribute to OpenStreetMap. I find the information it allows to add much more useful than the one in streetcomplete quests.","author":"flaburgan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822044"},{"id":"48ff51d3-079c-45d3-ae8c-d2f33bfafe83","source":"hackernews","source_id":"48819687","content_type":"comment","title":null,"body_preview":"I downloaded this, and I'm slightly amazed at how much detail there is. What material the utility poles are made of?","author":"pavel_lishin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819687"},{"id":"8cd6b475-bb1b-4e7c-ac7a-72e25036706a","source":"hackernews","source_id":"48827494","content_type":"comment","title":null,"body_preview":"Tesla cars with their dashcam turned on collect enormous amounts of data.\nThey have 4-6 cameras writing continuously to a USB flash drive.\nI wonder why we can't get folks to drive around and collect i","author":"m463","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.1404436116155731,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827494"},{"id":"abb438b4-77e7-4d6d-9d7f-3866c8871abc","source":"hackernews","source_id":"48818288","content_type":"comment","title":null,"body_preview":"This is very cool, I wish there was some way to use it on a bicycle though. For example, when moving into a street it could ask (using voice) if this street is paved, and I could answer it using voice","author":"hexomancer","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48818288"},{"id":"3f07c210-37d6-4cdc-9924-69e49cc87dd6","source":"hackernews","source_id":"48819096","content_type":"comment","title":null,"body_preview":"I love this tool.\nIt brought me back to mapping on OSM.\nWherever you are and need to wait for a minute, there are quests to be solved there.\nI recommend SCEE for those who are already familiar with OS","author":"Krasnol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819096"},{"id":"69a59c8e-0af1-4c38-bddd-0c04ced9481e","source":"hackernews","source_id":"48821853","content_type":"comment","title":null,"body_preview":"I've been mapping out shops, their contacts, cuisines (for restaurants), opening hours etc in my area. It's a lot of work and much of the information will actually simply not be available to me withou","author":"black_puppydog","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821853"},{"id":"dccff4aa-a899-4a81-9502-5a8e548a2d79","source":"hackernews","source_id":"48820009","content_type":"comment","title":null,"body_preview":"Are there other similar apps to stimulate soft \"crowdfixing\" ? I'm sure there are plenty of other aspect of society that would benefit from a light way to know where someone can contribute or notify s","author":"jnpnj","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2583333333333333,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820009"},{"id":"3c64083f-3fdc-4bb7-be61-773e5fa887f9","source":"hackernews","source_id":"48819369","content_type":"comment","title":null,"body_preview":"Reminds me of when Microsoft released a new Flight Sim, and people immediately started spotting buildings and things that were out of the norm in the game, which in turn started getting reported to OS","author":"giancarlostoro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819369"},{"id":"86695d1c-f21a-4587-ac56-f22186dd5cb9","source":"hackernews","source_id":"48818108","content_type":"comment","title":null,"body_preview":"Just downloaded and made 15+ small contributions in the vicinity of my area. Very well built app. Super simple to use. And gamification is top-notch. Recommended.","author":"freakynit","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.11120340377583109,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48818108"},{"id":"182277a0-b799-41a8-a43c-2768e866840c","source":"hackernews","source_id":"48819287","content_type":"comment","title":null,"body_preview":"It sucks that Google is probably using OSM data to check what they are missing and adding it to their maps, but we can't do vice versa. OSM should change their license to something like if you use our","author":"earth-tattoo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48819287"},{"id":"b2f8bd60-6947-4a78-b674-dbb15d0c42f9","source":"hackernews","source_id":"48817362","content_type":"comment","title":null,"body_preview":"Great app. There is also https://every-door.app/ that gives you slightly different set of tasks and allows you to place POI easily. I recently mapped a lot of trash cans and benches around my neighbor","author":"TeddyDD","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817362"},{"id":"66932f55-b1b8-41af-ad59-dfacaa88bdf0","source":"hackernews","source_id":"48817317","content_type":"comment","title":null,"body_preview":"I discovered that recently, it's a very fun way to contribute to OpenStreetMap, and the UI is really well-done, it's totally beginner friendly!\nI wish there was a way to do more than labeling though, ","author":"aweb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48817317"},{"id":"abdd9b5e-99f8-4b99-8a3a-ea8801ee1085","source":"hackernews","source_id":"48820012","content_type":"comment","title":null,"body_preview":"I got into OSM and StreetComplete to flesh out intersections, stop signs, and sidewalks in my area. I always felt like I was doing something wrong though. I created crosswalks, then OSM would prompt m","author":"lapetitejort","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","genuine_specificity","absence_of_personality"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820012"},{"id":"509d22d1-eaeb-4238-bebf-d94150288b23","source":"hackernews","source_id":"48821306","content_type":"comment","title":null,"body_preview":"I was once on a trip in Åndalsness, one of the most scenic places in Norway. Fjords, mountains, you know it.\nOn the walk to our cabin, a little outside of town, I was checking something on OSM, might ","author":"wafflemaker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821306"},{"id":"e0322ac2-12ce-4a90-ad5a-846c265995c5","source":"hackernews","source_id":"48832295","content_type":"comment","title":null,"body_preview":"What is with the phrase \"increase spend\"? It just seems gramatically .... off. Why not say \"Apple partners with Broadcom to produce billions more US chips\".","author":"samgranieri","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832295"},{"id":"c47f51aa-13a5-40e4-91a9-7f595f5f53c2","source":"hackernews","source_id":"48839129","content_type":"comment","title":null,"body_preview":"This is a win for Broadcom but it means it’s a loss for other US based RF components manufacturers like Qorvo and Skyworks.","author":"osnium123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839129"},{"id":"87aea389-d989-48aa-b6c1-256a24f13923","source":"hackernews","source_id":"48830948","content_type":"comment","title":null,"body_preview":"When did we start using the wording \"increase spend\"?","author":"inigyou","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830948"},{"id":"0a1a760f-6579-4f38-8e67-bdaeb0aa249e","source":"hackernews","source_id":"48830880","content_type":"comment","title":null,"body_preview":"Could this simply be to provide chips for the products that still haven’t transitioned yet over to Apples in-house C chip.\nLike: Apple Watch, most models of iPads, Pro model of phones, etc.\nBecause wi","author":"tiffanyh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830880"},{"id":"fd3b7a51-5118-4398-9b74-8d1558914cb2","source":"hackernews","source_id":"48832458","content_type":"comment","title":null,"body_preview":"Apple is already purchasing these Broadcom analog components that is made in the US.\nThis isn't exactly new [1] ( Apple announces multibillion-dollar deal with Broadcom for components made in the USA ","author":"ksec","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832458"},{"id":"d4b5592b-dc1e-4e7c-9647-b74c572630d4","source":"hackernews","source_id":"48831110","content_type":"comment","title":null,"body_preview":"30B investment for \"hundreds\" of US jobs seems like a weird number to brag about","author":"khalic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831110"},{"id":"56d5d4d5-80f3-4865-b212-214511b45305","source":"hackernews","source_id":"48831377","content_type":"comment","title":null,"body_preview":"This seems to be paying lip service to creating a supply chain in the USA.  These are not anything like Apple Silicon ARM chips, they are not even Wifi chips?","author":"rantingdemon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.457703081232493,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831377"},{"id":"e138a9f5-b3e2-4e1a-86fe-8cc9f5e1fe0a","source":"hackernews","source_id":"48830730","content_type":"comment","title":null,"body_preview":"As much as I hate the source of the tariff policies, from an uneducated outsider PoV, they do seem to be causing fewer dollars to leave the country in imports.\nHow does it feel from an insider perspec","author":"ruperthair","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830730"},{"id":"6a4fc9bd-497d-426b-996c-4f136c417510","source":"hackernews","source_id":"48830751","content_type":"comment","title":null,"body_preview":">Broadcom will produce advanced radio frequency components — including FBAR filters\nThin-film bulk acoustic resonator\nhttps://en.wikipedia.org/wiki/Thin-film_bulk_acoustic_resona...\n>Trends to utilize","author":"Isamu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830751"},{"id":"652948f5-cb05-4a22-a07a-fe351380a7ba","source":"hackernews","source_id":"48849287","content_type":"comment","title":null,"body_preview":"hopefully this will all be used as evidence one day in a massive lawsuit that bankrupts meta","author":"br0ceph","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849287"},{"id":"cd4d8766-a337-4e71-ab7a-481c4cac3d9c","source":"hackernews","source_id":"48820428","content_type":"comment","title":null,"body_preview":"we moved our django app behind pgbouncer transaction pooling a few days ago and the surprise wasn't SET so much as queryset.iterator(). it relies on server side cursors, which don't survive being pool","author":"mmakeev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48820428"},{"id":"e7fb5669-a740-4806-9e2f-8b14bdec44ba","source":"hackernews","source_id":"48831495","content_type":"comment","title":null,"body_preview":"Can someone explain it to me like I am 5.  Why did postgres win vs mysql?  I don't know many companies at scale that use postgres.  Slack, youtube, etc all use a mysql based sharding system https://vi","author":"ransom1538","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831495"},{"id":"4da08376-0c20-421f-8945-38b74e306e34","source":"hackernews","source_id":"48823237","content_type":"comment","title":null,"body_preview":"Is there a pooler handling schema switching in PostgreSQL? like something in front of django-tenant ?","author":"babayega2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823237"},{"id":"f36faf83-488a-4797-b223-c5e5e67e3ebb","source":"hackernews","source_id":"48822502","content_type":"comment","title":null,"body_preview":"Doesn't this NOTIFY performance fix mean that it isn't transactional any more?","author":"inigyou","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822502"},{"id":"888029e6-d24c-45f9-8a72-e5e350439b10","source":"hackernews","source_id":"48823135","content_type":"comment","title":null,"body_preview":"Any plans to add Query Caching for Selects?\nas per:\nhttps://www.pgpool.net/docs/latest/en/html/runtime-in-memory...","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823135"},{"id":"3063ac07-fdc4-472a-8027-f7390fcb0563","source":"hackernews","source_id":"48830042","content_type":"comment","title":null,"body_preview":"Postgres features still \"just work\" behind the pooler.","author":"icevl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830042"},{"id":"085b9bc1-47dc-4403-ab48-89e1111736a6","source":"hackernews","source_id":"48836496","content_type":"comment","title":null,"body_preview":"This is a really neat project, congrats on the launch!","author":"mctwo","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","platform_fluency"],"bot_score":0.6702419667885785,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836496"},{"id":"36625b50-4fcd-4a38-81a2-efdac74eeaa6","source":"hackernews","source_id":"48821488","content_type":"comment","title":null,"body_preview":"Clickhouse also just put out a fun article on scaling pgbouncer too, talking about scaling out so_reuseport while not having to shard so harshly (a major limitation pgdog here is addressing via rewrit","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.1368026698086762,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821488"},{"id":"ba066393-3d47-4926-9a38-73daceaf8a48","source":"hackernews","source_id":"48827265","content_type":"comment","title":null,"body_preview":"What really interests me most is the sharding and the possibility of using this for multitenancy - is the hooks / plugin architecture sufficient so you can run a small sidecar to add shards or tenants","author":"rubenvanwyk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827265"},{"id":"673a3fa2-ef96-48ba-b9e4-544a1627e094","source":"hackernews","source_id":"48831453","content_type":"comment","title":null,"body_preview":"What posgresql needs is a new wire format. (pgwire4)\nI've been slopping together a POC to probe the edges of what can be done as just an extension. So far I have a framed protocol with inline cancella","author":"kardianos","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","original_commentary","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831453"},{"id":"ccc534f0-e3a3-4e83-bf8e-3e8c286aa20a","source":"hackernews","source_id":"48830519","content_type":"comment","title":null,"body_preview":"And why it should be done upstream with a thread pool model and an internal scheduler as MS SQL server does.","author":"rastignack","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830519"},{"id":"366d2cf6-3efd-4bb6-a46a-ba27c6476b0f","source":"hackernews","source_id":"48821159","content_type":"comment","title":null,"body_preview":"> Since connection poolers reuse connections between clients, the connection state of one client “leaks” into the connection state of another.\nWow this is very bad. This actually happens in typical Po","author":"petters","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.22608540163759117,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821159"},{"id":"0ce76507-4544-47a8-b5ed-24cc2bf9e99f","source":"hackernews","source_id":"48831135","content_type":"comment","title":null,"body_preview":"The SET implementation reads like a cleaner version of how ProxySQL does the same thing, which is nice to see","author":"dwedge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831135"},{"id":"9d16c369-b54f-4c5b-8a49-12cdd54738ff","source":"hackernews","source_id":"48826930","content_type":"comment","title":null,"body_preview":"Quick note to say that the article describing WHY you are different and why it matters was very well written. Congrats on the launch!","author":"abrookewood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.07717870541589986,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826930"},{"id":"ef6952f3-c974-44af-87aa-7664fed81823","source":"hackernews","source_id":"48824483","content_type":"comment","title":null,"body_preview":"It's awesome to see AGPL instead of the horrible BSL variants that have been going around.","author":"27183","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48824483"},{"id":"870cd120-b0d0-4972-b979-ced658444fe5","source":"hackernews","source_id":"48826488","content_type":"comment","title":null,"body_preview":"The fact that PgDog supports prepared statements[0] is a compelling feature in and of itself. This was a limitation of older versions of pgpool-II[1] thus disqualifying it in efforts where it otherwis","author":"AdieuToLogic","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826488"},{"id":"aff93837-a8cf-472f-adf0-8baebff759fa","source":"hackernews","source_id":"48850089","content_type":"comment","title":null,"body_preview":"> We write emails so the reader can understand the point in seconds, decide quickly, and forward the message without extra explanation.\nI stopped reading right there. He's plain wrong about much (the ","author":"BeetleB","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850089"},{"id":"1990aded-5d7c-4319-be16-88d6a6885bb7","source":"hackernews","source_id":"48850731","content_type":"comment","title":null,"body_preview":"This seems to be specifically about emailing colleagues. Does anyone even do that anymore?","author":"skrebbel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850731"},{"id":"57dd3e2e-97a5-43c0-8923-6bfec588f896","source":"hackernews","source_id":"48849904","content_type":"comment","title":null,"body_preview":"As I was reading, I mostly thought \"well, it might make sense sometimes; well, it's an opinion\"\nAnd then I reached:\n> 10. AI is fine. Generic language is not.\n> It is fine to use AI to draft or review","author":"Insimwytim","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849904"},{"id":"93fc1899-c306-489b-bd33-b47e596e76ae","source":"hackernews","source_id":"48850636","content_type":"comment","title":null,"body_preview":"Do not use email for long back and forth…\n\nI'd much rather something be a few email messages than a phone meeting.","author":"dlcarrier","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850636"},{"id":"c49a6b4e-a1b8-4d14-928f-39d9ec266256","source":"hackernews","source_id":"48850929","content_type":"comment","title":null,"body_preview":"Important formatting has been lost on this page in section 14.","author":"TeamDman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850929"},{"id":"f31acc88-6743-4a6e-96f5-b35e0390a8f3","source":"hackernews","source_id":"48849974","content_type":"comment","title":null,"body_preview":"Default structure\nSubject: [Action, Decision, Update, Risk]: [topic]\n[First sentence: the ask or punchline.]\n[Two to five lines of facts, with names, numbers, and dates.]\n[Recommendation or next step.","author":"loloquwowndueo","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.10335718937781604,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849974"},{"id":"7bad0758-9ed5-4d07-9a67-871032f23966","source":"hackernews","source_id":"48850785","content_type":"comment","title":null,"body_preview":"Personal rule: Whatever you are asking (question or action), make it easy to spot. Place it either at the start or the end of its paragraph. Never ask >1 things in a paragraph, to make responding inli","author":"m000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850785"},{"id":"3c0db2eb-d5ea-4bef-957c-8dfe1a8db000","source":"hackernews","source_id":"48850519","content_type":"comment","title":null,"body_preview":"The thing I've been struggling with recently is how to sign off. When \"Thanks\" isn't called for, I always feel awkward using any of the standard sign-offs, like \"Cheers\", \"Best\", \"Regards\"... I'm some","author":"tempestn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","platform_fluency"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850519"},{"id":"175d7a9d-639a-4efa-927c-9df3cae5432e","source":"hackernews","source_id":"48848182","content_type":"comment","title":null,"body_preview":"Best if the subject line is the conclusion and the message supports that.\nSubject: feature X dropped from v4.4\nBody: we all know this feature is delayed and will cause the release to slip. Marketing g","author":"gumby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848182"},{"id":"f338d920-32b5-4e02-b455-c7fa16162c29","source":"hackernews","source_id":"48850884","content_type":"comment","title":null,"body_preview":"Hard disagree. I still consider this an example of a very well written email https://news.ycombinator.com/item?id=23961036\nWell it certainly depends on the recipient, but I will often take some time t","author":"clktmr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850884"},{"id":"f524b69d-8c4d-484b-9130-d91ed1e9c5b7","source":"hackernews","source_id":"48848574","content_type":"comment","title":null,"body_preview":"Dear Aunt Bee, Thank you for the sweater.\nhttps://tinyurl.com/z9m89k2z","author":"xlii","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions","absence_of_ai_signals"],"bot_score":0.09349989564138235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848574"},{"id":"55d92dc2-b614-48e7-abef-fb9172e86f87","source":"hackernews","source_id":"48849574","content_type":"comment","title":null,"body_preview":"I find that making the very last sentence a question makes it much more likely that I'll get a response than if the question is anywhere else in the email. The person needs to finish reading the email","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_experience_observation"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849574"},{"id":"ffd3952c-a6f6-49a7-80a5-9567944ab528","source":"hackernews","source_id":"48847712","content_type":"comment","title":null,"body_preview":"For all the stress about making emails short and to the point, this subject example is entirely too long. No one is reading all this.\n> Good: Action needed today: approve revised offer Decision needed","author":"al_borland","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847712"},{"id":"b13e9e2b-34ce-4805-a085-363359c301ef","source":"hackernews","source_id":"48848223","content_type":"comment","title":null,"body_preview":"I feel like incorporating the BLUF[0] strategy has helped my emails be more effective.\n[0] https://en.wikipedia.org/wiki/BLUF_(communication)","author":"EvanAnderson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848223"},{"id":"1486dd7f-d750-4330-a91a-493b944579e8","source":"hackernews","source_id":"48848361","content_type":"comment","title":null,"body_preview":"Preach. I would love to see all email like this. I learnt this in my very first work place and will never get the trend of starting every email with \"I hope you are doing well\".\nI live and work in Fra","author":"alentred","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848361"},{"id":"a30549cd-751f-4a9e-b24c-a7c562425740","source":"hackernews","source_id":"48848952","content_type":"comment","title":null,"body_preview":"All emails should be 2 lines only, is something I learned when I started working in an office. For example,\n  WHAT YOU ARE SAYING\n\n  WHAT YOU NEED FROM YOUR AUDIENCE (RESPONSE OR DECISION OR ACTION ET","author":"realityfactchex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848952"},{"id":"d10fe821-4b6c-415c-b872-8921fa480b82","source":"hackernews","source_id":"48848262","content_type":"comment","title":null,"body_preview":"in his email he says :\nPlease reply by 3 pm today so we can confirm with the client.\nin my experience when an action relies on somebody 'coming back' ESPECIALLY if it's a client. (do you want this, or","author":"jaffa2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","genuine_specificity"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848262"},{"id":"dd50b525-818e-4e74-807a-6c71c01230b8","source":"hackernews","source_id":"48839898","content_type":"comment","title":null,"body_preview":"Congrats on launch. The code is beautiful, and the test suite is quite solid.\nOver the past year, I've been working on porting the v7 tsgo compiler back into TypeScript - https://github.com/tsoniclang","author":"jeswin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839898"},{"id":"b51e770d-3696-4fad-99a1-bd4f27247fb2","source":"hackernews","source_id":"48835893","content_type":"comment","title":null,"body_preview":"For the average developer, does this mean we can simply ugprade to typescriptn 7 and start enjoying the improvements?","author":"perrohunter","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835893"},{"id":"308612f8-5f99-4eed-8396-0f280a4d5873","source":"hackernews","source_id":"48835366","content_type":"comment","title":null,"body_preview":"The speed-up improvements are incredible, can't wait for this to rollout to Deno. Everything I build uses TypeScript so I'm excited to see just how quick my apps compile.","author":"NetOpWibby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835366"},{"id":"a786cd29-f00c-4c9e-845f-2d1591109479","source":"hackernews","source_id":"48842447","content_type":"comment","title":null,"body_preview":"Awesome! Off-topic, can we get something like TS for PHP now? Tools like PHPStan work fine, but I'd love a typed language on top of PHP that can catch a lot of things on compile time. I want to be abl","author":"ramon156","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.0843343713848393,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842447"},{"id":"eb5148f5-5a74-4694-9fe7-5eb314f4561d","source":"hackernews","source_id":"48843865","content_type":"comment","title":null,"body_preview":"I love Typescript, I think it's a fascinating language with a great runtime. It's already very fast to execute, but the compile times have been awful. Especially when you start to run production build","author":"plasticeagle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843865"},{"id":"6e199376-5f43-4fc2-99b5-1d9eae2690eb","source":"hackernews","source_id":"48837142","content_type":"comment","title":null,"body_preview":"congrats to the typescript team.\nI have a longer blog post or audio to post. but in short - the javascript/typescript ecosystem is like working with wood.\nyou can have your cheap, laminate cardboard w","author":"dzonga","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1354767896487076,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837142"},{"id":"79414dca-d64c-4f47-8d6b-bb38713b95e2","source":"hackernews","source_id":"48839713","content_type":"comment","title":null,"body_preview":"Congratulations! Although I'd prefer the C# authors to rewrite it in C# AOT :)","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20085221904052197,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839713"},{"id":"b0e3da17-7a58-44f8-9de6-2ca4217e5a94","source":"hackernews","source_id":"48835299","content_type":"comment","title":null,"body_preview":"Performance improvements, yay !\nIt always surprises me how little complaints there have been on HN about tsc's performance. I do both TypeScript and Rust at work, and I've seen orders of magnitude mor","author":"stymaar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835299"},{"id":"cc1b6100-eed6-4dd2-9f54-cdd7764e9135","source":"hackernews","source_id":"48838628","content_type":"comment","title":null,"body_preview":"Fascinating, but since Node now natively strips the TypeScript type annotations I rarely run the TSC.  I really only run it now when I make a major regressive change and need static output from the co","author":"austin-cheney","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.08763423381172004,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838628"},{"id":"2fe3ad00-64a6-4a5a-b928-23e0bb4a1f29","source":"hackernews","source_id":"48844819","content_type":"comment","title":null,"body_preview":"Well, vscodium users are left in the cold, because the official extension isn't and most likely won't be on open-vsx repository, and the unofficial fork¹ is still WIP.\n¹https://github.com/Nsttt/typesc","author":"wartywhoa23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844819"},{"id":"fe634ef5-2d35-4047-bc03-d9acf4cb835f","source":"hackernews","source_id":"48835667","content_type":"comment","title":null,"body_preview":"Seeing these graphs of astounding performance gains with less memory requirements makes one wonder, Why am I using server-side TypeScript and not Go?","author":"Exoristos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835667"},{"id":"a595e6ca-fa4d-419a-9596-cb2a56a35c15","source":"hackernews","source_id":"48838072","content_type":"comment","title":null,"body_preview":"Major ts pain point is scoping tsconfig settings for lib and types configurable for subsets of a project.\nMy project is a webapp, but I have node types in my ide tooling because of vite.config.ts, and","author":"mckee_plus_plus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838072"},{"id":"9207999f-a7c6-4921-9a5a-3934df2acedf","source":"hackernews","source_id":"48835541","content_type":"comment","title":null,"body_preview":"No TypeScript compiler API yet, but I'm encouraged to hear that they're working on it.","author":"skybrian","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.12719239440721813,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835541"},{"id":"900d7067-f9bb-4717-a632-7c381a92a87c","source":"hackernews","source_id":"48845048","content_type":"comment","title":null,"body_preview":"Joel On Software: Rewriting software is the single worst strategic mistake that any software company can make. [1]\nMicrosoft: Take that, Joel!\n;)\n---\n[1] https://www.joelonsoftware.com/2000/04/06/thin","author":"lelele","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845048"},{"id":"600d5637-92c1-4f34-aefa-88a28b0acddb","source":"hackernews","source_id":"48835137","content_type":"comment","title":null,"body_preview":"I'm glad the JSDoc type syntax is still getting some focus. It's my favorite way to use typescript in my own projects. Some of the syntax changes will be annoying to update but most of them seem to be","author":"chroma_zone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835137"},{"id":"7aacf085-f44d-461c-83f9-f33b7fd1388a","source":"hackernews","source_id":"48835598","content_type":"comment","title":null,"body_preview":"After a few years of using Typescript, having to use type annotations and import basic language features like `abc` in Python feels like an absolute slog.","author":"miiiiiike","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835598"},{"id":"57cd2978-0f4c-4ecb-a931-c05d74395482","source":"hackernews","source_id":"48833856","content_type":"comment","title":null,"body_preview":"the real story here is an incredible team that managed to simultaneously keep two separate codebases alive for the most advanced type system known to mankind (yeahhh yeahh Hindley-Milner eat your hear","author":"dimitropoulos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833856"},{"id":"c41332c0-ab67-4a62-80e7-c57c47563015","source":"hackernews","source_id":"48835036","content_type":"comment","title":null,"body_preview":"Remember when people would argue about how types weren't worth the effort?\nI love TypeScript, if nothing else for how it's been able to popularize types.","author":"adamddev1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835036"},{"id":"85d81d8d-8319-463e-b3d8-2b917f7b06bb","source":"hackernews","source_id":"48836176","content_type":"comment","title":null,"body_preview":"The speed up numbers based on their testing:\n    Codebase    | TypeScript 6 | TypeScript 7 | Speedup\n    ------------|--------------|--------------|--------\n    vscode      | 125.7s       | 10.6s     ","author":"m3h","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836176"},{"id":"6d535270-1189-4f6d-a39f-7a2900e8e08f","source":"hackernews","source_id":"48829401","content_type":"comment","title":null,"body_preview":"Would something like E/OS be considered a Official or Unofficial builds? I suppose Unofficial since it is a fork?","author":"trashb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829401"},{"id":"b0c784e2-aa66-4756-babb-a0bf00a720f8","source":"hackernews","source_id":"48834076","content_type":"comment","title":null,"body_preview":"Interesting to see 1 os install per country of millions of people (EG: last entry, 161 installs: 160 in Argentina, 1 in the UK)","author":"x______________","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_observation","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834076"},{"id":"123880a8-403b-44cd-8007-e01ad94b0b8f","source":"hackernews","source_id":"48830514","content_type":"comment","title":null,"body_preview":"Surprised to see there're only one million devices with lineage OS installed. I personally installed it on a few amazon fire tablets. I thought it would be more than 10m devices at least.","author":"renjieliu","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830514"},{"id":"b6c1dcc4-3c74-4915-8c7c-79d015501504","source":"hackernews","source_id":"48827513","content_type":"comment","title":null,"body_preview":"Wow, that's not the distribution I expected; waydroid beats any other version... Though I guess that's not apples-apples since it aggregates any physical device running waydroid... And also I didn't e","author":"yjftsjthsd-h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827513"},{"id":"373a609a-42af-4a19-ad06-4db8926209a9","source":"hackernews","source_id":"48829247","content_type":"comment","title":null,"body_preview":"I doubt whether those US numbers are real, lot of custom rom development/user base has been asian & european market in last decade even though the numbers have been decreasing over the decade (I don't","author":"virajk_31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.17535606553289845,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829247"},{"id":"e80c4a38-bb8e-441f-bf5d-63a4c0279ed2","source":"hackernews","source_id":"48827743","content_type":"comment","title":null,"body_preview":"Wonder how much of those Waydroid installs are from scam farms. I can imagine some legit uses, but not this amount.","author":"poisonborz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827743"},{"id":"dac028b9-c447-40a2-92ee-9b8202f8e536","source":"hackernews","source_id":"48835652","content_type":"comment","title":null,"body_preview":"Weirdly enough, my phone (Ocean) happens to be number 3 on the list, didn't expect that.  But all the users are from Brazil for some reason?  Is the phone really that popular?","author":"Dwedit","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1401670102813241,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835652"},{"id":"2479132d-4396-4548-a521-85143cf8ca85","source":"hackernews","source_id":"48829783","content_type":"comment","title":null,"body_preview":"they need to make a official GSI. until they do not they ll continue to decline.","author":"nicman23","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829783"},{"id":"0d97f0a5-4cc1-4dfc-b12b-7d664a93a0b2","source":"hackernews","source_id":"48830934","content_type":"comment","title":null,"body_preview":"> San Marino: 1 install\nI feel like there's a problem in privacy in this dataset...","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830934"},{"id":"890d7d30-7509-410e-9577-1e4163937814","source":"hackernews","source_id":"48828390","content_type":"comment","title":null,"body_preview":"Note that these stats are based on opt-in data gathering.","author":"28304283409234","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828390"},{"id":"ba4ab21c-eeeb-46fb-9fdd-505c67727542","source":"hackernews","source_id":"48831408","content_type":"comment","title":null,"body_preview":"Recently installed LineageOS on an old Samsung tablet I had laying around. The thing was barely usable with whatever the highest Android version was it was comparable with. Now it works wonderfully! R","author":"40four","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831408"},{"id":"85eabedd-0706-438d-9e7d-9ecee0b7a2cb","source":"hackernews","source_id":"48828117","content_type":"comment","title":null,"body_preview":"PSA: LineageOS has some unofficial builds which works on earlier gen Amazon devices.  I turned an Echo Show from an annoying ad machine into the device a Chumby always could have been.","author":"RajT88","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinion_stance"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828117"},{"id":"b2bf6bf2-42b1-4c86-b2fb-f5a039b5950e","source":"hackernews","source_id":"48829325","content_type":"comment","title":null,"body_preview":"Notice the most LineageOS installs is Waydroid...\nI miss the free era from 10 years ago. Back then it was probably still called CM.\nNow manufacturers are extremely closed: Xiaomi started by making And","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.20085221904052197,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829325"},{"id":"07c538bd-ed73-4f82-aa46-5cca6215b36c","source":"hackernews","source_id":"48828787","content_type":"comment","title":null,"body_preview":"Note that these are the statistics coming from people who are willing to share statistics. Quite a few privacy-minded individuals use these ROMs but don't want to send telemetry, which means those ins","author":"jeroenhd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828787"},{"id":"d331f89c-2c17-46ee-8deb-11981c1158d4","source":"hackernews","source_id":"48828598","content_type":"comment","title":null,"body_preview":"It's quite sad to see these stats. It used to be the defacto standard for custom ROMs. These dwindling numbers make me think either people aren't as interested in custom ROMs anymore and using the (bl","author":"XiS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience","emotional_authenticity","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828598"},{"id":"90eb095b-303a-4b0b-b45d-4ed3e65ee9f4","source":"hackernews","source_id":"48827498","content_type":"comment","title":null,"body_preview":"Wow LineageOS really is a bazaar, and not a cathedral.\n* 74% of installs are unofficial builds, not ones released by LineageOS.\n* 2/3 of US installs are on non-phones (waydroid, nintendo switch, rpi, ","author":"pavon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48827498"},{"id":"5b543ef1-d81c-4e65-b867-4735c29acd0a","source":"hackernews","source_id":"48829402","content_type":"comment","title":null,"body_preview":"@3:10 “you need to consider 99.9% of the power is converted to heat” uhm that would be quite an efficient heater you designed there!","author":"thenthenthen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829402"},{"id":"f7504ce9-4afa-49d2-a2ff-cc85f48d62eb","source":"hackernews","source_id":"48833273","content_type":"comment","title":null,"body_preview":"I don't even know how you learn to do something like this. I was curious about the CPU. I found the specs for the WCH570 [1]. Intel released the 486dx4/100 in1994 (for $650). It's not really the same ","author":"jmyeet","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience_reflection","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833273"},{"id":"307cc6ef-7c2c-4998-a703-5775eb09fc40","source":"hackernews","source_id":"48836234","content_type":"comment","title":null,"body_preview":"Ok, I watched it, it looks amazing, what's it for/do ?","author":"alienbaby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836234"},{"id":"af1f00b5-93f0-4006-b511-c40fd3697be5","source":"hackernews","source_id":"48835011","content_type":"comment","title":null,"body_preview":"Great project for kids interested in EECS. I wonder if a miniature version can we done at a fraction of the cost as a cool high school project.","author":"sonabinu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835011"},{"id":"03df46c1-8523-4b23-a063-8fd133d98d1f","source":"hackernews","source_id":"48830683","content_type":"comment","title":null,"body_preview":"Im curious what FLOPS and per CPU bandwidth this has. It might be okay at running compute intensive shaders!","author":"randyrand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830683"},{"id":"6c67733e-b11d-4fc7-b77a-919d7c85aeb6","source":"hackernews","source_id":"48843735","content_type":"comment","title":null,"body_preview":"In the late '90s I worked for a startup that was building a video server based on a massive custom SIMD engine, each processor having its own disk drive in a RAID 3 configuration in totality. Our inte","author":"dogman1050","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843735"},{"id":"121914f9-3087-48cd-9670-7cfcfbf64d13","source":"hackernews","source_id":"48829694","content_type":"comment","title":null,"body_preview":"The determination to pull through a project of this scale is mind blowing and the joy is contagious.","author":"quietfox","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829694"},{"id":"90198305-2d9f-444c-a813-88f38c7041cc","source":"hackernews","source_id":"48830552","content_type":"comment","title":null,"body_preview":"This is great.  It somewhat reminded me of Steve Ciarcia's build of a Mandelbrot-generating supercomputer from around 1990.  That was also made from microcontrollers (Intel 8052 in that case).","author":"rwmj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830552"},{"id":"70f6801c-9185-4634-8e5c-bd6ad3f936c6","source":"hackernews","source_id":"48830792","content_type":"comment","title":null,"body_preview":"So much in there: so much hand-soldering of SMD, the way he made an SMD resistor bridge to bodge his MOSI/MISO mixup, using the Bambu 3D printer as a test harness (with pogo-pin attachment) to test hi","author":"JKCalhoun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.12507850273337887,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830792"},{"id":"37b63d58-0097-430b-a33c-46ff11ada227","source":"hackernews","source_id":"48831615","content_type":"comment","title":null,"body_preview":"I love the absolute insanity of this design. And the Thinking Machines vibe.\nComputers need more blinking lights.","author":"rbanffy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references","terse_replies"],"bot_score":0.14508818840139548,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831615"},{"id":"cc88b5f9-ecb2-4947-9b06-d03f1df9942c","source":"hackernews","source_id":"48830124","content_type":"comment","title":null,"body_preview":"Very cool project.\nA great advice one gets at around minute 9 is to place footprints for anything you consider remotely possible or that you'd like to test. You can always leave them unpopulated and t","author":"PowerElectronix","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830124"},{"id":"a3591d6f-5b22-4b9e-898e-6ef8dfe3cc12","source":"hackernews","source_id":"48850566","content_type":"comment","title":null,"body_preview":"> The chaotic nature of film grain [...] produces noise that originates from the natural world, and makes each frame unique. Noise generated through interaction with a fixed-pattern sensor and locked ","author":"Terr_","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","platform_fluency","niche_expertise"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850566"},{"id":"10afb0a4-11c6-4f3b-a194-adab6f4a9bb1","source":"hackernews","source_id":"48821787","content_type":"comment","title":null,"body_preview":"Age verification for 'appstores' (debian repos?) is inside ChatControl v2.","author":"zoobab","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821787"},{"id":"4080cca7-cca6-4540-81b6-1d60a4017dc2","source":"hackernews","source_id":"48829634","content_type":"comment","title":null,"body_preview":"So, ChatControl 1.0 (the volontary, limited one that expired and is being revived) has been active for about 2 years now.\nConcretely, are there documented examples of abuses ? Are the checks & balance","author":"phtrivier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829634"},{"id":"f384a651-b98a-42ad-89f0-365bf52c7a91","source":"hackernews","source_id":"48834434","content_type":"comment","title":null,"body_preview":"Excuse me, you have to vote a majority against something that only a bunch if suckers want? If they want a new law they should have a majority to get it. Shitshow in brussels.","author":"coffeebeanHH","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834434"},{"id":"a96d5fcb-29c9-4550-b010-a13f3be0f1de","source":"hackernews","source_id":"48821688","content_type":"comment","title":null,"body_preview":"To everyone who wants to dismantle the EU: this is not the solution. Dismantling the EU is like burning down your own house just to get rid of flies. The UK left the EU and implemented its own version","author":"cynicalsecurity","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_example","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821688"},{"id":"69750cbb-9f24-4a64-b3da-4b129c6a69a4","source":"hackernews","source_id":"48828445","content_type":"comment","title":null,"body_preview":"How do they scan e2e encrypted messages? Will they force apps/OSes to have master keys/institutional backdoors to have access to the private keys?","author":"marcyb5st","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828445"},{"id":"f9a46612-4b8d-4b21-aaaf-a190dd5b45ee","source":"hackernews","source_id":"48832703","content_type":"comment","title":null,"body_preview":"Because of the excessive growing corruption in the EU, their politicians have decided to restrict all opposition. This corruption is hidden behind double-speak, demonization and censorship. Even putti","author":"zyxzevn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832703"},{"id":"42737550-e90f-498f-9c9a-972ee1432dda","source":"hackernews","source_id":"48821194","content_type":"comment","title":null,"body_preview":"Related today:\nChat Control passed first round in EU Parliament\nhttps://news.ycombinator.com/item?id=48819008","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821194"},{"id":"3ea707b6-61c0-4e37-ba01-c7e1fe9a0b4d","source":"hackernews","source_id":"48828170","content_type":"comment","title":null,"body_preview":"What european parties or people are pushing for chat controls?","author":"emadb","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828170"},{"id":"2eb2e849-1e70-4906-9bd7-7c6fede5cdcb","source":"hackernews","source_id":"48821332","content_type":"comment","title":null,"body_preview":"EU politicians spend more time on chat control than on the reopening of Hormuz or EU energy security. It is a complete joke.","author":"rwq-askh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821332"},{"id":"b76d0867-539e-42e0-b144-cacbcfac0dbe","source":"hackernews","source_id":"48823148","content_type":"comment","title":null,"body_preview":"Lobbyists control the EU. So much is clear to everyone now.\nI think there is no way to fix this system from the inside - it is\ndesigned to be abused like that. We need an alternative system.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48823148"},{"id":"3b7991d9-1575-49bd-b93e-18671af2fd82","source":"hackernews","source_id":"48833238","content_type":"comment","title":null,"body_preview":"If so-called \"tech\" companies are allowed to have control over internet users' communications (\"chat control\"), where control over communications lies _exclusively with the company, not the user_,^1 t","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","over_qualification"],"bot_score":0.14175531582277556,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833238"},{"id":"93b7597b-90f6-448f-88cc-6c8be57e814c","source":"hackernews","source_id":"48830181","content_type":"comment","title":null,"body_preview":"What i found the most fascinating, is that they say its to protect children. But when you look at real child abuse cases, there are huge gaps in sentencing, policing and protecting kids in all countri","author":"kvgr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830181"},{"id":"2de9156f-db4c-4719-9e95-5f2cafd7d949","source":"hackernews","source_id":"48821291","content_type":"comment","title":null,"body_preview":"Chat control 1.0\n\"A temporary derogation from the ePrivacy Directive that allowed (but did not require) providers to scan private messages of unsuspected users for potential child sexual abuse materia","author":"olejorgenb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48821291"},{"id":"16bafa47-fafc-42f4-befc-6d9fceda7cf8","source":"hackernews","source_id":"48830179","content_type":"comment","title":null,"body_preview":"So many messages about child safety in the press and even here...\nWho cares about chat control when they already have mind control.","author":"rixed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13563040289389414,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830179"},{"id":"93af125e-9cb8-4f00-9a5c-01f87faaacd2","source":"hackernews","source_id":"48831469","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Think_of_the_children","author":"iamyemeth","classification":"uncertain","confidence":0.5,"indicators":["link_sharing","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831469"},{"id":"dcaf7ad0-de07-40b3-91f3-1dbadf0f8d69","source":"hackernews","source_id":"48826054","content_type":"comment","title":null,"body_preview":"The same governments pushing for this type of regulation are also the ones that fail to condemn high profile individuals involved in the crimes that these regulation are supposed to help fight. Makes ","author":"keraf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826054"},{"id":"33bee558-2f05-4a3e-b517-a203057fcdce","source":"hackernews","source_id":"48822342","content_type":"comment","title":null,"body_preview":"They claim to protect consumers and privacy and then push this creepy surveillance state.","author":"Zufriedenheit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822342"},{"id":"2c0de91b-72ca-42b3-ab91-cb86d455bf1c","source":"hackernews","source_id":"48822392","content_type":"comment","title":null,"body_preview":"I don't understand. How does it affect encrypted messages? It seems like either you need:\n1. allow MITM decryption by a privileged authority\n2. require all devices doing E2EE have a non-user-modifiabl","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822392"},{"id":"14e8c5a0-ec78-49a7-9367-7132487cc81e","source":"hackernews","source_id":"48828702","content_type":"comment","title":null,"body_preview":"> Is scanning mandatory? - No — voluntary.\nVoluntary for whom? The service provider? Can I opt out of getting scanned?\n> Does it touch encrypted messages? - No. End-to-end encrypted communications wer","author":"worldsayshi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828702"},{"id":"5b8711c0-377e-4ee5-b937-6ca15b4b1d21","source":"hackernews","source_id":"48822751","content_type":"comment","title":null,"body_preview":"Most everyone would love to see more work on stopping child sexual abuse.\nBut this is the ultimate \"grant me dictatorial powers so I can do good\" play.\nRather than narrow and specific - it's a broad b","author":"mikaeluman","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1878071905112638,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48822751"},{"id":"95cb3391-1d8d-432a-bd99-11f9973681df","source":"hackernews","source_id":"48780979","content_type":"comment","title":null,"body_preview":"we need to mimmick this behaviour in a drone swarm, as well as the reverse, bringing a replacement and reattaching.","author":"rolph","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1760799682780268,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48780979"},{"id":"2c976e3c-ed05-4784-83a2-4e5a714d05dc","source":"hackernews","source_id":"48831241","content_type":"comment","title":null,"body_preview":"And the injured ant just sits there and takes it, probably in pain, because I'm guessing it also knows that it's best for the colony. Fascinating.","author":"benjaminard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831241"},{"id":"bb15c25c-6225-4e46-86af-f755acd55f62","source":"hackernews","source_id":"48829676","content_type":"comment","title":null,"body_preview":"Fascinating stuff, I wonder if nature is reusing the \"care\" neuro-circuitry or if it's some other mechanism. Brood care and fellow care seem to be related by that thread. Would love to see those ants ","author":"khalic","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829676"},{"id":"4c75ddfb-57bf-4bb6-a3cb-196e8862bcfc","source":"hackernews","source_id":"48832034","content_type":"comment","title":null,"body_preview":"Related video? \"Cordyceps: attack of the killer fungi - Planet Earth Attenborough BBC wildlife\" https://www.youtube.com/watch?v=XuKjBIBBAL8 (2008)","author":"HelloUsername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832034"},{"id":"179d6c5a-ce2c-4e48-b81f-cd25a764ab21","source":"hackernews","source_id":"48831691","content_type":"comment","title":null,"body_preview":"If you're interested in ants (and even if you're not) I highly recommend the book Journey to the Ants by Bert Hölldobler and Edward O. Wilson.","author":"merryocha","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831691"},{"id":"86a455be-0da8-4139-8d5a-88e683cad4d8","source":"hackernews","source_id":"48830838","content_type":"comment","title":null,"body_preview":"Fascinating. Hidden on the bottom of the article seems to be a video [1] showcasing how they track each ant out of the six colonies of 110 each.\nI'd like to read the paper to skim over the methodology","author":"ggcr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830838"},{"id":"47fc6075-6fde-4f35-81ba-86277317757f","source":"hackernews","source_id":"48831048","content_type":"comment","title":null,"body_preview":"That is super cool. Unfortunately I cannot access the original article to see the methodology, but they mention using a system that can track individual ants in a colony of ~100.\nI wonder what kind of","author":"mallomarmeasle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831048"},{"id":"32d60fd6-cc0d-48cd-bc76-2a8c4b29d89d","source":"hackernews","source_id":"48830832","content_type":"comment","title":null,"body_preview":"I’m surprised they don’t just eject the injured worker from the colony. I wonder if there are specific tasks the amputated ant then goes on to do, or if they resume their former duties at a lower spee","author":"afavour","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830832"},{"id":"bd3a7674-77ff-478f-ac83-6ded81f95a4d","source":"hackernews","source_id":"48830904","content_type":"comment","title":null,"body_preview":"Surgery, antimicrobials, farming crops, animal husbandry... humans are late to the game.","author":"kdavis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830904"},{"id":"59b1c47c-bc45-49cd-8e90-673657c78396","source":"hackernews","source_id":"48830551","content_type":"comment","title":null,"body_preview":"So the colony's \"medical staff\" are basically the people between jobs who happen to know everyone","author":"Ouman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830551"},{"id":"717f6f30-5a09-48cb-b9ab-e92f95c4bf65","source":"hackernews","source_id":"48830233","content_type":"comment","title":null,"body_preview":"> The ants carry out prophylactic amputations. This not only protects the colony from infection but also doubles the survival rate of the injured workers.\nTo keep everybody around you healthy makes th","author":"Frieren","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830233"},{"id":"c2094338-387c-48af-b395-33626afff4d9","source":"hackernews","source_id":"48829182","content_type":"comment","title":null,"body_preview":"AI is a tool. Stop treating it as something different.\nThe value you can extract from a tool depends on your skill in using it, and knowing when not using it.","author":"fedeb95","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829182"},{"id":"a92d9a4f-2776-4b80-8d36-5ab9d201dd01","source":"hackernews","source_id":"48828049","content_type":"comment","title":null,"body_preview":"It could be that this person has something profound to say, but ... it's about AI. Sigh and swipe left.","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828049"},{"id":"daf202b3-44bc-4c97-9e45-3d3c8b56f930","source":"hackernews","source_id":"48828079","content_type":"comment","title":null,"body_preview":"Guys really pushing to remain relevant with the reverse centaurs shtick.","author":"protocolture","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828079"},{"id":"69b4905b-c674-4cfd-8895-b67ce4f88615","source":"hackernews","source_id":"48834054","content_type":"comment","title":null,"body_preview":"There's a third case between \"today's task\" and \"accretive work\" that I lived through on The Sims, and it's the one that scares managers the most: a system that IS accretive work, but looks exactly li","author":"DonHopkins","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834054"},{"id":"56454cd5-f984-48c0-8103-70f69fd727d6","source":"hackernews","source_id":"48829203","content_type":"comment","title":null,"body_preview":"> the capital was raised for AI requires that it produce as many reverse centaurs as possible, because the only way to recoup the farcical sums associated with AI production is to fire millions of wor","author":"brigandish","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829203"},{"id":"c5360163-e2df-45a1-8386-738c606b8fd1","source":"hackernews","source_id":"48831788","content_type":"comment","title":null,"body_preview":"This article ended waaaay too abruptly. Reverse Centaurs and Canonization would seem to be orthogonal dynamics, and there was synthesis to be had between them.\nCentaur + no Canonization -> personal in","author":"mindslight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831788"},{"id":"5427e881-31a2-4bb0-aa01-8d7edac23f95","source":"hackernews","source_id":"48830472","content_type":"comment","title":null,"body_preview":"No mention of chikenized reverse-centaurs in this piece?\nI find these neologisms helpful as they quite precisely capture the intended meaning and are easy to remember.  Doctorow is an impressive and e","author":"martinclayton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830472"},{"id":"43681c40-9840-431a-8b4b-2dc00f4d4e7d","source":"hackernews","source_id":"48835434","content_type":"comment","title":null,"body_preview":"Does this read a bit incoherent and hard to follow for anyone else? This pluralistic website itself seems a bit chaotic..","author":"rzz3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835434"},{"id":"d77ce816-27df-42f4-a260-dbf448249057","source":"hackernews","source_id":"48829177","content_type":"comment","title":null,"body_preview":"Realistically speaking, most programs, no, 90% of them are terrible. Including mine. I write terrible code too, so I'm in no position to judge.\nThe programs I've taken apart and looked at, even ones r","author":"jdw64","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","absence_of_personality"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829177"},{"id":"52fce17c-b185-41e7-b206-b5c8f9b14c8e","source":"hackernews","source_id":"48834763","content_type":"comment","title":null,"body_preview":"When one cannot determine right or wrong its easy to ride the fence and try to please everyone and rationalize motivations and outcomes.\nIf vibe code is not production code than you are just \"reading\"","author":"hooptiwhat","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","analogy_with_personal_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834763"},{"id":"fbd0c04c-fcfc-4aa4-bf49-76bcda40ad0e","source":"hackernews","source_id":"48831323","content_type":"comment","title":null,"body_preview":"Corey laid out this line of thinking on a July 1 episode of the Galaxy Brain podcast. It was a good listen and I generally think he has some interesting points, but I also can't help but think that he","author":"kbos87","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinion_and_stance","natural_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831323"},{"id":"212aa265-f52c-4634-8f37-c5de7d2066dd","source":"hackernews","source_id":"48831061","content_type":"comment","title":null,"body_preview":"> By canonization, I mean the process of taking a local, one-off formalization and turning it into library mathematics: general, reusable, coherent, efficient, and compatible with the rest\nI think thi","author":"ngriffiths","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831061"},{"id":"9b8c21b3-4158-4a9e-b04c-a227cc9af31e","source":"hackernews","source_id":"48830252","content_type":"comment","title":null,"body_preview":"AI makes it cheaper to create working fragments. It does not automatically make those fragments part of a maintainable system. In practice it may make the canonization step more important not less","author":"KolibriFly","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.17610276044371004,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830252"},{"id":"9ae3df1f-fda4-4765-bfa2-97f076d865bc","source":"hackernews","source_id":"48828751","content_type":"comment","title":null,"body_preview":"Isn’t this a question of how much the “terrorised survivors” spend on tokens to make the output “canonised”?\nI think the main argument that the billions spent are not going to be recouped is accurate,","author":"lifeisstillgood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.13705592948678647,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828751"},{"id":"f6c8784d-38b7-4612-a9e4-83c5d97d4898","source":"hackernews","source_id":"48828250","content_type":"comment","title":null,"body_preview":"There's a 'joke' that goes around occasionally that has some truth to it: \"Excel is the world's most popular programming language.\" Occasionally it's 'Excel macros' or 'VBA' instead of just Excel.[1]\n","author":"onion2k","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828250"},{"id":"20d4f0cb-89c0-4bae-aafa-6a0bec50b920","source":"hackernews","source_id":"48828031","content_type":"comment","title":null,"body_preview":"\"There's plenty of space for \"disposable and single use software.\" Sure, to a trained software engineer, this might be \"bad code\" but doing today's task has value, even if the code that performs that ","author":"datadrivenangel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","original_commentary_around_quote","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828031"},{"id":"5d2195d7-15c3-4af1-9451-d01afd55a3d9","source":"hackernews","source_id":"48852195","content_type":"comment","title":null,"body_preview":"As a small example of this stupidity, I’ve enjoyed Apple Arcade. Every time I play a game I get a big Apple Arcade splash screen. Ok.\nWell now (possibly 27 beta “feature”) I now also get a little dyna","author":"MBCook","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852195"},{"id":"74695ac4-c532-4fba-b2dc-f02a57eaedf3","source":"hackernews","source_id":"48840989","content_type":"comment","title":null,"body_preview":"I'm right-handed, and I hold my phone in my left hand and scroll my phone with my left thumb.","author":"paulmooreparks","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840989"},{"id":"9617627c-ebb4-4506-ba82-dada4140023a","source":"hackernews","source_id":"48836254","content_type":"comment","title":null,"body_preview":"something similar actually really annoys me on linkedin mobile, I'm left handed  and often accidentally like posts if I scroll my feed as the like button is very close to where I naturally touch the s","author":"sixhobbits","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.06303663381559653,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836254"},{"id":"2a771bff-6c12-4e37-9d58-01d2e8abbb07","source":"hackernews","source_id":"48838039","content_type":"comment","title":null,"body_preview":"I had to read this a couple times and look at the comments here before I realized they were talking about scrolling on a phone.  I was like \"who scrolls with their thumb?\"","author":"BrenBarn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838039"},{"id":"db7703ba-d340-4387-8b0a-1418e086bfcc","source":"hackernews","source_id":"48838928","content_type":"comment","title":null,"body_preview":"As a lefty, his tongue in cheek derision toward lefties still pisses me off genuinely.\nI’m old enough to have been smacked around by a teacher as a kid for writing with my left hand.  Right-handed bia","author":"naikrovek","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838928"},{"id":"114f3d6b-1f13-4eb8-9252-f384f31507f0","source":"hackernews","source_id":"48841017","content_type":"comment","title":null,"body_preview":"The worst curse put upon us is XNA games engine, which was unable to distinguish primary from secondary clicks. So players who swapped mouse buttons at the OS level were out of luck.\nMost developers a","author":"Gunax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841017"},{"id":"103a9079-caab-46b5-aaa8-d00e1c417b5a","source":"hackernews","source_id":"48836616","content_type":"comment","title":null,"body_preview":"> A bug which won't be triggered by righteous people but infuriating to those who will surely be left behind after The Rapture™.\nOr perhaps the righteous versus the sinister.","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836616"},{"id":"e0abc4c9-f502-456c-957b-63d3f5c3a6fe","source":"hackernews","source_id":"48836942","content_type":"comment","title":null,"body_preview":"I'm righthanded and I usually hold my phone in my left hand so I can do clicking and typing with my right hand, but I often do basic scrolling with my left thumb.","author":"gpvos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836942"},{"id":"3059624b-d0f0-460e-af6e-02b1a9eb6558","source":"hackernews","source_id":"48837926","content_type":"comment","title":null,"body_preview":"Reminds me of this old youtube bug where some of the videos that were uploaded ended up upside down because of a phone orientation during recording:\nhttps://bruteforceswimathon.medium.com/youtube-help","author":"incognito124","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837926"},{"id":"fe0cea24-bb64-48fc-ba7f-f76fd8390b94","source":"hackernews","source_id":"48841841","content_type":"comment","title":null,"body_preview":"This is so cool. \nOne of the thing that was truly missing in Godot.","author":"Protostome","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841841"},{"id":"3b6b156f-6dda-40b0-91c3-4a2ff998c47f","source":"hackernews","source_id":"48839492","content_type":"comment","title":null,"body_preview":"Excited to see more version controls born from demand of engine specific niches, like with Epic's Lore.","author":"arikrahman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","concise_expression","specific_reference"],"bot_score":0.12908393330437987,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839492"},{"id":"860b2cae-8069-4e72-9a88-64ed3ea79039","source":"hackernews","source_id":"48848861","content_type":"comment","title":null,"body_preview":"Granted I skimmed the video and checked the slides, but as far as I can tell the presentation doesn't mention Perforce once?\nIf you're marketing a new version control system for game development, then","author":"snovymgodym","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848861"},{"id":"70cbdeff-e426-4c6d-948b-aebddbab86b4","source":"hackernews","source_id":"48830822","content_type":"comment","title":null,"body_preview":"My system is blocking that site as it is on the HaGeZi blocklist. I don't have any further information, and I'm not expressing an opinion on the site. An alternative might be https://noiselang.com, wh","author":"tengwar2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830822"},{"id":"2f81f3c8-ab97-41ea-8dbe-7f3bb98ed36b","source":"hackernews","source_id":"48831340","content_type":"comment","title":null,"body_preview":"I'd have just written this as a Python library that lazily evaluates expression via numpy personally. The API is useful, language is not","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831340"},{"id":"92440a0e-ede3-4d71-b657-efd4ee223410","source":"hackernews","source_id":"48832046","content_type":"comment","title":null,"body_preview":"Does it still count as a Dirac delta when it’s a discrete distribution? (The distributions in TFA are not continuous - they are things like a roll of 1d6 etc)","author":"seanhunter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832046"},{"id":"1b7efc5f-30a4-4029-9aca-1896b439eb47","source":"hackernews","source_id":"48831089","content_type":"comment","title":null,"body_preview":"Nice! I’ve dabbled with something similar on my own lately (originally wrote/vibed to explain some concepts that came up when discussing D&D) at diceplots.com - different approach, keeping the distrib","author":"qdotme","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831089"},{"id":"37b30cbd-a2a4-4a9b-9129-7c40892f7bda","source":"hackernews","source_id":"48831033","content_type":"comment","title":null,"body_preview":"It might be worth looking into probabilistic programming languages. I'm out of date, but I remember webppl, stan, anglican, pymc (a python library).\nSeems worth an investigation and maybe mention on t","author":"chrisra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831033"},{"id":"97d783d1-c8e3-4bff-a10e-c97956b53638","source":"hackernews","source_id":"48834672","content_type":"comment","title":null,"body_preview":"I didn’t really see loops being handled here. As far as I understand, the biggest technical difficulty with this kind of probabilistic programming language is handling loops, including infinite loops ","author":"kccqzy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","niche_expertise","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834672"},{"id":"d6139733-4b95-4a91-8528-85229e4b05c3","source":"hackernews","source_id":"48830572","content_type":"comment","title":null,"body_preview":"Reminds me of Haskell’s monad-bayes: https://monad-bayes.netlify.app/","author":"bradrn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830572"},{"id":"b55e3baf-fad4-4434-9a53-29b980bc6b2a","source":"hackernews","source_id":"48831573","content_type":"comment","title":null,"body_preview":"Interestingly, shading languages started out like this - way before consumer GPUs.\nI remember encountering this idea written in a book written by Ed Catmull of Pixar fame (can't find the title sorry, ","author":"torginus","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831573"},{"id":"86936450-c5ab-4ab7-9b3f-07f4e75b73ff","source":"hackernews","source_id":"48803859","content_type":"comment","title":null,"body_preview":"I started this about 9 years ago and never finished it. The idea comes from a course in my telecom degree called \"Señales Aleatorias y Ruido\" (Random Signals and Noise), I spent so many evenings writi","author":"manucorporat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48803859"},{"id":"ce94c350-e06f-4c20-a5a1-1e0a7b541d2d","source":"hackernews","source_id":"48840895","content_type":"comment","title":null,"body_preview":"What an irony - the once European colonies which depended on their motherlands to defend them in an alien land, now become a menace or estranged godfather to Europe.","author":"zkmon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18283582089552236,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840895"},{"id":"d861f0cd-16cc-4b37-a183-8b1575105a66","source":"hackernews","source_id":"48838759","content_type":"comment","title":null,"body_preview":"This is stupid. And New York was new Amsterdam before the USA and a lot more people came through new Amsterdam (including my family) than whatnever new Sweden was. And the Netherlands was already a de","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.11926648438880118,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838759"},{"id":"3ed35e62-e6b4-4d1d-9c02-bdc37e33c379","source":"hackernews","source_id":"48841920","content_type":"comment","title":null,"body_preview":"I thought this was going to be about how Sweden’s claimed neutrality is a sham (even more so now that we joined NATO), but I guess it would have been vassal and not colony in the title if that were th","author":"zazazache","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841920"},{"id":"be05e525-1560-4d52-9967-b09101be11bc","source":"hackernews","source_id":"48840710","content_type":"comment","title":null,"body_preview":"New Sweden: the US's long-lost 'secret' colony\nI guess it's a secret to the Brits and the BBC. We learned about Swedish colonies in the Delaware Valley area in fifth grade history class.\nSo secret tha","author":"reaperducer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840710"},{"id":"e7b50d28-aae8-4dbe-a886-6f6aa6f7c6ed","source":"hackernews","source_id":"48849021","content_type":"comment","title":null,"body_preview":"Looks like BBC is deliberately trolling the US... :DD","author":"lofaszvanitt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.1176737423268467,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849021"},{"id":"dbe012aa-0fdd-4ef5-ac24-5a22d77ecf08","source":"hackernews","source_id":"48841241","content_type":"comment","title":null,"body_preview":"There are a number of lesser-known chunks of American history like this.\nOne of my favorites is that Santa Fe has been the capital city of Nuevo Mexico since 1610. Acoma, another city in modern-day Ne","author":"dreamcompiler","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841241"},{"id":"2b23208f-8052-46d3-94b0-262464419233","source":"hackernews","source_id":"48844134","content_type":"comment","title":null,"body_preview":"The book \"Swedes on the Delaware\" (or \"The Swedes in America\") is a comprehensive history of this colony:\nhttps://www.gutenberg.org/ebooks/77652.epub3.images\nThe interesting part of the book to me was","author":"carlosjobim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844134"},{"id":"58054260-7a1a-433d-a61b-6c6576ca8164","source":"hackernews","source_id":"48842398","content_type":"comment","title":null,"body_preview":"I'm wondering why the Vikings didn't conquer the Americas long before.","author":"amelius","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842398"},{"id":"61d4e41a-6132-4de0-a899-e05c42ff80c6","source":"hackernews","source_id":"48842151","content_type":"comment","title":null,"body_preview":"I knew it- that architecture- those red houses with the wide windowframe.. that is swedish..","author":"21asdffdsa12","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842151"},{"id":"5a02b50b-afad-4c13-8e82-289355a3e0ce","source":"hackernews","source_id":"48846936","content_type":"comment","title":null,"body_preview":"There is an Ikea in south Philadelphia not far from the Old Swedes Church, but they do not do anything to promote the Swedish history there, however brief.\nThe colors of the flag is Philadelphia pay h","author":"leviathant","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846936"},{"id":"13ea208d-817e-4b68-821f-3946cc7561ed","source":"hackernews","source_id":"48849362","content_type":"comment","title":null,"body_preview":"The ship having the Finnish flag is just a bit anachronistic methinks. Finland would have been under Swedish rule back then (and Swedish, which used to be a language of the elite, is still an official","author":"oljwo398ogrj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849362"},{"id":"f84aaf27-911e-418a-a39b-5265b7cb2bfd","source":"hackernews","source_id":"48846250","content_type":"comment","title":null,"body_preview":"The article mentioned the \"the 12-year-old Queen of Sweden\" which is quite an interesting story of its own.\nhttps://en.wikipedia.org/wiki/Christina,_Queen_of_Sweden","author":"flumes_whims_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846250"},{"id":"c57e9767-659b-4eba-93b1-0afac1956be6","source":"hackernews","source_id":"48842712","content_type":"comment","title":null,"body_preview":"> But chances are, almost none of those coming realises that the US's political and ideological birthplace was once part of a little-known Swedish colony known as Nya Sverige (New Sweden).\nOr they thi","author":"5555624","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842712"},{"id":"221ff98e-4510-4221-9a5e-4e4d640a67bf","source":"hackernews","source_id":"48840191","content_type":"comment","title":null,"body_preview":"New Sweden also gave America one of the first attempted colonial rebellions against English rule.\nhttps://en.wikipedia.org/wiki/Revolt_of_the_Long_Swede","author":"Electricniko","classification":"human_created","confidence":0.85,"indicators":["human_indicator_terse_reply","human_indicator_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840191"},{"id":"1e2552b6-67fe-446d-9b45-4760d7357344","source":"hackernews","source_id":"48839934","content_type":"comment","title":null,"body_preview":"I first learned about New Sweden several years ago from reading The Barbarous Years[0]. Now I always think about it whenever I drive south toward Maryland and DC when I cross the Delaware and see sign","author":"anyonecancode","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839934"},{"id":"818c7468-fc55-4e37-a9dc-196fde2ac561","source":"hackernews","source_id":"48843242","content_type":"comment","title":null,"body_preview":"I went for the first time a month ago and that brings a lot of good memories, thank you!","author":"Zealotux","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843242"},{"id":"4ba78317-f636-4f85-a2d9-1218c7e312de","source":"hackernews","source_id":"48838718","content_type":"comment","title":null,"body_preview":"No real feedback other than it's pretty awesome. It'd be cool to have a version of the display above the doors that shows the upcoming stations, but I'm not sure in practice if that would be that usef","author":"jfim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1518796874098555,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838718"},{"id":"f1167450-5c1b-43f0-9988-619bda7314cd","source":"hackernews","source_id":"48838901","content_type":"comment","title":null,"body_preview":"This is really cool! Really give a immersion vibe.\nI've built something different, Tokyo Train Orchestra (http://tokyo-train-orchestra.netlify.app/) It uses live and scheduled tokyo train/subway timet","author":"elpalek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838901"},{"id":"f3bc8069-0356-47ca-aa2e-59b39519dc75","source":"hackernews","source_id":"48842200","content_type":"comment","title":null,"body_preview":"That “install as app” pop up after the first station is clearly unnecessary and utilises a dark pattern - “not now” button is painted like it is disabled. Please don’t do like that.","author":"nokeya","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842200"},{"id":"4a8dd909-ba18-4d06-be2b-27706b0d3e79","source":"hackernews","source_id":"48841260","content_type":"comment","title":null,"body_preview":"Nice, I just visited Japan a couple of months ago.\nI wish this was binaural. I still vividly remember hearing this video[1] from the Verge published almost 11 years ago.\n[1] https://www.youtube.com/wa","author":"stereo-highway","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841260"},{"id":"f7739f1c-7c78-4f75-8f52-5b0da94bff38","source":"hackernews","source_id":"48843038","content_type":"comment","title":null,"body_preview":"Made a similar thing a few years ago as an app! https://apps.apple.com/us/app/ueno/id1658845856","author":"kitallis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843038"},{"id":"c2a036bd-89b4-4bbe-83b1-348f66523738","source":"hackernews","source_id":"48842543","content_type":"comment","title":null,"body_preview":"This is very cool. Brings back memories of when I travelled to Japan 10+ years ago. Thanks!","author":"crowd51","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842543"},{"id":"4e391d72-7c5c-4570-aef7-9272358cc763","source":"hackernews","source_id":"48842212","content_type":"comment","title":null,"body_preview":"Group policy sadly doesn't like newly registered domains so I can't check this one out right now but it immediately reminded me of this one, that I favorited 4 years ago:\nhttps://yamanote.style/","author":"johncoltrane","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842212"},{"id":"4e421da0-a0dd-4b91-93a5-c18ffb8cde99","source":"hackernews","source_id":"48838785","content_type":"comment","title":null,"body_preview":"This is really cool. Actually reading this while on the yamanote line going to work!","author":"alfg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838785"},{"id":"cbc10679-7294-4caf-bf9e-b0cad3a9f6bb","source":"hackernews","source_id":"48838468","content_type":"comment","title":null,"body_preview":"What an incredibly detailed and calming project! I am really impressed with how you connected so many different audio materials to create a final PWA product. The very fact that it works offline and a","author":"nourihab","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.6585101416118303,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838468"},{"id":"528ee8a8-29b6-4ab5-8f11-7ae1cb2926ec","source":"hackernews","source_id":"48844879","content_type":"comment","title":null,"body_preview":"Man, this is great! Like you, when I travel to Japan I just love the Yamanote line too. Sometimes I use YouTube videos as white noise while working. I know it's strange, but it gives some kind of peac","author":"carloseduardopx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844879"},{"id":"b8ea50cc-d3ba-4ffe-9ec8-c36c2fa40cfa","source":"hackernews","source_id":"48843954","content_type":"comment","title":null,"body_preview":"I'm also a fan of the Yamanote Line.\nI made a psychedelic AI audio-visual collage inspired by it.\nhttps://www.youtube.com/watch?v=xwUSzUvShqcaa\nI made field recordings during my last stay in Tokyo. Fr","author":"thomashop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843954"},{"id":"f9d1cd60-f084-4a9d-b20b-d604f3d1bd67","source":"hackernews","source_id":"48840579","content_type":"comment","title":null,"body_preview":"Super cool and close to my heart, albeit not the Yamanote line for me.\nThere is an episode of Our Man in Japan with James May where he spends an admittedly short moment with the composer of some(all?)","author":"ehnto","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","genuine_specificity"],"bot_score":0.15102885803979182,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840579"},{"id":"5d03e3c9-7168-414f-9006-262bf832d622","source":"hackernews","source_id":"48851514","content_type":"comment","title":null,"body_preview":"I haven't even been to Japan yet and this feels nostalgic haha. I can only imagine how it feels to those who are more familiar with it.","author":"littlekey","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","synthetic_empathy"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851514"},{"id":"f3fec224-7cea-4033-a6ac-6ebf1134d362","source":"hackernews","source_id":"48838762","content_type":"comment","title":null,"body_preview":"This is lovely - I used to use YouTube recordings of Yamanote line trips as a way to fall asleep.\nAs a small bit of feedback - from the sleep perspective, the melodies and door chimes seem quite loud ","author":"gmurphy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838762"},{"id":"08abf074-0484-4d43-93d8-b18f3c7b5217","source":"hackernews","source_id":"48838831","content_type":"comment","title":null,"body_preview":"I love this :) Thanks very much for making it, it's elegantly designed.\nSince you asked for feedback: in terms of usability, I found the 'seek next' and 'seek previous' buttons confusing, since they'r","author":"npinsker","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.08500835066740106,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838831"},{"id":"7d5653e8-e144-411f-b05b-a587d814a0ba","source":"hackernews","source_id":"48844237","content_type":"comment","title":null,"body_preview":"Hardcore fans may like the BVE train sim [1]. A lot of Japanese fan-made lines (add-ons) with custom sounds. Generally speaking, the game is far from AAA, but the \"hand-made\" feel makes up for that.\nT","author":"astrobe_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844237"},{"id":"31585f21-7d3f-4a37-9f76-2b2767161789","source":"hackernews","source_id":"48843812","content_type":"comment","title":null,"body_preview":"I initially brushed this off as being a clone of yamanot.es. I was wrong, this is delightful. As others said, please add longer train sounds between stations.","author":"prodigycorp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.06324152629147203,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843812"},{"id":"10eaff80-fbd9-4d2c-8252-5c756b553cea","source":"hackernews","source_id":"48841609","content_type":"comment","title":null,"body_preview":"Please, add an option to make the 'travel' between stations longer to give a vibe of an actual train trip!","author":"coopykins","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841609"},{"id":"8591d2eb-5a81-42a3-835b-f5b891977dc2","source":"hackernews","source_id":"48839014","content_type":"comment","title":null,"body_preview":"JR East is already in the process of eliminating departure melodies as they transition to one-man station operations, so these will unfortunately be gone sooner than later. The Nambu and Joban lines g","author":"AlexAplin","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839014"},{"id":"a82d8c77-b702-4581-b72a-fb761d8b9d97","source":"hackernews","source_id":"48832068","content_type":"comment","title":null,"body_preview":"\"The vulnerable Github Agentic Workflow Noma Labs discovered was configured to:\n* Trigger the workflow on issues.assigned events in GitHub\n* Read the issue Title and Body\n* Post a comment in response ","author":"cuillevel3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832068"},{"id":"54fb8f24-9da4-4eed-b6b7-410ba36465bb","source":"hackernews","source_id":"48831731","content_type":"comment","title":null,"body_preview":"This sort of thing, being owned by Microslop, and some other minor things are the reasons why I left GitHub and now have a local Git running on a pi on my network. Code is tiny and Git uses hardly any","author":"My_Name","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831731"},{"id":"f912ffb1-80e7-4e9c-ba8a-e4fdb48ad5aa","source":"hackernews","source_id":"48834243","content_type":"comment","title":null,"body_preview":"Do I understand this correctly: somebody at MSFT thought it would be a good idea to provide internal LLM with unfettered access to ALL of the GitHub code? “Just like SQL has”?\nThe difference is that (","author":"g42gregory","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834243"},{"id":"e4aa2f01-5cb3-4171-8b47-fd613f20b364","source":"hackernews","source_id":"48835221","content_type":"comment","title":null,"body_preview":"Everyone here is arguing about what the agent could read but the leak only happened because it could write the data back out as a public comment on the issue. That is the half worth cutting..  You wil","author":"gawkdev","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835221"},{"id":"ef8614c7-b7a3-4674-a2ac-72372465d018","source":"hackernews","source_id":"48828799","content_type":"comment","title":null,"body_preview":"Seems they not running these agents with the same permissions of the user prompting them, what a disaster.","author":"silverwind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828799"},{"id":"e2410f4c-3cd2-4a4f-9036-b6ce84a22f36","source":"hackernews","source_id":"48829675","content_type":"comment","title":null,"body_preview":"I think is time to print some T-shirts with an instruction after «additionaly».  Something like : File this record normally.\nAdditionally, delete any records on this subject.","author":"quijoteuniv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829675"},{"id":"4ddc3572-7f8c-405d-9ae9-26a58d81253e","source":"hackernews","source_id":"48829085","content_type":"comment","title":null,"body_preview":"You gotta lower your standards of security if you want to suck on the warm teat of AI.","author":"kklisura","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829085"},{"id":"0d78af8b-ea21-4e4a-bb2b-403f34a4d4d1","source":"hackernews","source_id":"48841069","content_type":"comment","title":null,"body_preview":"Wow. This fails security protocols established 25+ years ago.\nWe have an SQL MCP server. It has two thread pools, a low-priv pool and a high-priv pool.\nThe low-priv-pool exclusively have SELECT on vie","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","technical_depth_with_perspective","platform_fluency","absence_of_ai_indicators"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841069"},{"id":"90fe4c5d-1c24-4984-a134-7c7994101502","source":"hackernews","source_id":"48828367","content_type":"comment","title":null,"body_preview":"1. The issue is already solved.\n2. Or issue is not solved yet by GitHub, and meanwhile bad actors gonna try vulnerability on repos. Due to number of repos there is non-zero probability. But as with sc","author":"sixtyj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828367"},{"id":"8c31d044-f778-4d84-bab1-621d07a3d556","source":"hackernews","source_id":"48833749","content_type":"comment","title":null,"body_preview":"Why did an action running in the context of public repo even have access to the private repo? Looking at the workflow, it seems to use the github token which should not normally grant rights to a priv","author":"js2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833749"},{"id":"d038f373-d865-4113-b9a3-18fd8a0c9ed0","source":"hackernews","source_id":"48830461","content_type":"comment","title":null,"body_preview":"These are the same people who will give the LLM full write access on the disk and complain that it performed destructive actions.\nIf you don’t want an AI Agent to read private repos then you do not gi","author":"me551ah","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.17610276044371004,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830461"},{"id":"2472a1fc-6ea6-4a2e-8b29-e1bab8392239","source":"hackernews","source_id":"48828706","content_type":"comment","title":null,"body_preview":"Why would anyone ever trust private repos on GitHub or other cloud solutions to offer any real privacy for codebases? Of course they are going to steal your code as soon as you upload it by pushing it","author":"commentry","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828706"},{"id":"3a00cd76-bcf7-46fb-93b2-52456d667b8f","source":"hackernews","source_id":"48829714","content_type":"comment","title":null,"body_preview":"This reads like a marketing stunt for Noma. The cute name, the logo, the clickbait title, the dramatic tone in an article that seems targeted at a non-technical audience... And the actual vulnerabilit","author":"pkkm","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829714"},{"id":"f3d633e3-bfd8-44fc-8779-84133e7d71cd","source":"hackernews","source_id":"48828624","content_type":"comment","title":null,"body_preview":"Large corporations like Microsoft under constant pressure from investors are slapping AI onto every single product offering just so they can claim they're an AI company now. Just like what Adobe did. ","author":"neya","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828624"},{"id":"df54113d-e5c6-4753-a1c7-74263ef47139","source":"hackernews","source_id":"48828615","content_type":"comment","title":null,"body_preview":"> Responsible Disclosure\nGitLost was responsibly disclosed to GitHub. Vulnerability details are shared here with their knowledge.\nWhy does this section not have when it was fixed or GitHub acknowledge","author":"jofzar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828615"},{"id":"eae6dd15-db1b-4534-9437-b2085c1b8e37","source":"hackernews","source_id":"48830318","content_type":"comment","title":null,"body_preview":"Its funny to see how researchers bypass Githubs praised guardrails with a simple word like \"Additionally\". It just proves that any attempt to build hard security boundaries inside an llm context windo","author":"SwtCyber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830318"},{"id":"496c9280-b292-4fd1-adf8-e73c43dd07d4","source":"hackernews","source_id":"48829108","content_type":"comment","title":null,"body_preview":"'No Way to Prevent This,' Says Only Programming Concept Where This Regularly Happens","author":"voidUpdate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","absence_of_ai_signals"],"bot_score":0.14241997772909068,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829108"},{"id":"17638fef-3caa-426a-8f03-7053b6b98a99","source":"hackernews","source_id":"48828904","content_type":"comment","title":null,"body_preview":"How is this a Github vulnerability? The researchers are the ones that grant the agent access to private repos and then ask it to answer questions in public repos.. of course this allows extracting pri","author":"jakewins","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48828904"},{"id":"16c6e802-be11-4fdc-9572-e03e3de3bfcb","source":"hackernews","source_id":"48829126","content_type":"comment","title":null,"body_preview":"“Prompt injection attacks have become, to agentic AI, what SQL injections were to web applications: a systematic, category-wide vulnerability class that requires the same systematic strategies and def","author":"fwlr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829126"},{"id":"851a6a69-7d84-4bd0-8923-d1495561bb03","source":"hackernews","source_id":"48849052","content_type":"comment","title":null,"body_preview":"This piece was better than I anticipated. Much of it has been said before of course, but the Minsky framing was novel enough to me. I think the author is a bit late even. What is Trump's presidency if","author":"nisegami","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849052"},{"id":"f0f8dcd5-dcbe-43ad-9e45-f823a9c1f249","source":"hackernews","source_id":"48851258","content_type":"comment","title":null,"body_preview":"If the issue in the west is that voters don’t have visibility into the systems that cause their problems, what is the solution?","author":"user68858788","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851258"},{"id":"6aaf4cb1-a9fa-4e52-9a54-4aacce7ad2cd","source":"hackernews","source_id":"48852749","content_type":"comment","title":null,"body_preview":"I use claude for essays, and this felt like a claude essay. On the content, it's reasonable and I agree on diagnosis.","author":"mathgladiator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852749"},{"id":"d2f226af-1a56-4cb7-ba57-d5edad5ff227","source":"hackernews","source_id":"48835133","content_type":"comment","title":null,"body_preview":"Wait Devin has a CLI?\nTime to support it in my agent IDE just like Cursor's...","author":"2001zhaozhao","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.10910728790169524,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835133"},{"id":"3d6259e3-5b38-48c1-8032-b33768455fa5","source":"hackernews","source_id":"48837689","content_type":"comment","title":null,"body_preview":"I like to use SWE-1.6 for quick help with git. For instance:\nreview the top stash and tell me what's in it (grouped appropriately)\n1.6 does this fine nearly instantly.\n1.7 tried for 17s before I kille","author":"bobtheborg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837689"},{"id":"d38e6671-8772-4e8b-8213-f0efc6cf0217","source":"hackernews","source_id":"48834356","content_type":"comment","title":null,"body_preview":"I'm looking forward to trying this out. I've been using SWE 1.6 quite a lot for grunt work alongside Opus for higher level planning and tricky stuff - a good combo.\nAs a (former) Windsurf user I'm pre","author":"fallinditch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.12892229155849322,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834356"},{"id":"636c3784-e11a-41da-b0ce-31508217f365","source":"hackernews","source_id":"48836415","content_type":"comment","title":null,"body_preview":"Very thankful someone is doing this work! I suspect it will be thankless work for a while: we're not far enough into diminishing gains territory for anything other than the absolute best being worth c","author":"amarant","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836415"},{"id":"1a0101d5-72ff-43f5-9062-dcf28bab41fd","source":"hackernews","source_id":"48836544","content_type":"comment","title":null,"body_preview":"What is the actual per token price? The benchmarks look similar to Grok 4.5 also released today and priced at $2/M input tokens and $6/M output tokens.","author":"modeless","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836544"},{"id":"6aae620f-1be3-465c-b556-7f7a2a3a5708","source":"hackernews","source_id":"48839737","content_type":"comment","title":null,"body_preview":"SWE-1.7: the benchmark where AI agents finally learned to write code that passes tests, but only because they also wrote the tests","author":"luciana1u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.2517342051321893,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839737"},{"id":"d46ab89d-355d-4527-91df-359be9d21222","source":"hackernews","source_id":"48834484","content_type":"comment","title":null,"body_preview":"Feels like they discovers that if you build your own benchmark, you can win it","author":"spate141","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834484"},{"id":"4894ff9b-dab7-4391-8881-8422188db0d4","source":"hackernews","source_id":"48834211","content_type":"comment","title":null,"body_preview":"Unrelated: what's the point of \"*equal contribution\"? Why would someone specify this","author":"nibbleyou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834211"},{"id":"3e096b4a-a094-42ee-86e1-6184db7a723d","source":"hackernews","source_id":"48834897","content_type":"comment","title":null,"body_preview":"While I am skeptical of the results here, I am very excited for this new trend of making models faster. Running capable models at 1k TPS is more valuable for me than running better models at 30 TPS. I","author":"Mitchem","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834897"},{"id":"b2846b00-266e-40a5-a176-d962eba63120","source":"hackernews","source_id":"48834254","content_type":"comment","title":null,"body_preview":"Heads up to anyone else curious, I installed the Devin CLI and SWE-1.7 is not currently available there.","author":"hedgehog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834254"},{"id":"b24e7a19-70ef-467f-a449-1d9d0b4cb41c","source":"hackernews","source_id":"48834880","content_type":"comment","title":null,"body_preview":"Would have been worth a consideration if it could have been used beyond it's own harness. Unfortunately, doesn't seem to be the case.\nhttps://x.com/theodormarcu/status/2074896486047834380","author":"akshaydeshraj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834880"},{"id":"59ea381a-26a6-44ae-bce5-62dc7562ea69","source":"hackernews","source_id":"48836181","content_type":"comment","title":null,"body_preview":"I’ve unfortunately had to temper my excitement with Cognition’s models/products given the amount of unwarranted hype they created with Devin on first release, but hopefully this is good.","author":"Bnjoroge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.05918924804204753,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836181"},{"id":"eabeea37-a834-4076-a911-3d22875d2ad0","source":"hackernews","source_id":"48835071","content_type":"comment","title":null,"body_preview":"https://devin.ai/pricing\nApparently 'free' on the $20/mo Devin plan (presumably within some quota still)\nand that is \"via Cerebras at 1000 TPS\" according to the announcement\nI live on Opus 4.8 High an","author":"anentropic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.07679845138225387,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835071"},{"id":"618d7295-be20-4cbe-a67a-66d052826c45","source":"hackernews","source_id":"48834304","content_type":"comment","title":null,"body_preview":"Not finding anything about this while searching huggingface: https://huggingface.co/search/full-text?q=SWE-1.7 i assume this is another closed source model?","author":"taf2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834304"},{"id":"33cc1bc8-03ba-4f20-bee9-0b20029d152a","source":"hackernews","source_id":"48834110","content_type":"comment","title":null,"body_preview":"A company whose first demo was completely fraudulent announces that its model beats GPT-5.5, on its own benchmark? I’m gonna wait a little before I trust this.\nThis whole company seems to optimize for","author":"harmonic18374","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834110"},{"id":"775d68b8-39ba-424b-981a-ec1ce1140f94","source":"hackernews","source_id":"48834252","content_type":"comment","title":null,"body_preview":"We need more models that optimize for coding and that can be cheaper than frontier models, like what SWE 1.7 and composer 2.5 are trying to do. I don't think there's an effort to make something GLM-5.","author":"yousif_123123","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834252"},{"id":"c18ac445-a169-4669-91ac-d66b2e190363","source":"hackernews","source_id":"48835982","content_type":"comment","title":null,"body_preview":"Cognition... oh what a ride... We were customers when they acquired Windsurf, stopped offering customer support, raised prices, dismantled the brand, and raised prices again. We are not customers anym","author":"godzillabrennus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835982"},{"id":"7f91e8c6-d72d-4e50-9b66-1433cba5cfda","source":"hackernews","source_id":"48834387","content_type":"comment","title":null,"body_preview":"Okay, let's give software engineers a break for a bit and focus on obsoleting other high-linguistic context occupations.","author":"ryandvm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834387"},{"id":"f31479dd-21f5-4b27-ad85-1fe82f1619bc","source":"hackernews","source_id":"48835295","content_type":"comment","title":null,"body_preview":"On artificialanalysis.ai, Kimi 2.7 Code is way worse than GLM 5.2 at everything (general intelligence, coding, agentic tasks).\nBut here, both Kimi 2.7 and its derivative SWE-1.7 are ahead of GLM 5.2. ","author":"kgeist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.11201044453780803,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835295"},{"id":"e93b53b0-29cf-4c47-b2b4-108402cfdfb6","source":"hackernews","source_id":"48834327","content_type":"comment","title":null,"body_preview":"Kinda funny that their \"cost-vs-performance\" chart looks the same as the one for Composer 2.5[1], except that it includes Composer 2.5 at a completely different spot.\nWhat are the chances that CursorB","author":"pants2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834327"},{"id":"b49d0b69-4003-4c49-ae96-b749a7e5744d","source":"hackernews","source_id":"48843113","content_type":"comment","title":null,"body_preview":"You know it's AI slop when the title is some variation of \"I built..\"","author":"iamsaitam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843113"},{"id":"936bd30e-4a67-4099-ac1c-a52e7faf1e1c","source":"hackernews","source_id":"48837212","content_type":"comment","title":null,"body_preview":"I build a Signal client for Swival: https://github.com/swival/nbclaw\nAnd I use it daily for simple tasks.","author":"jedisct1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837212"},{"id":"0823968e-98c5-4958-8a48-60b46a97a261","source":"hackernews","source_id":"48836534","content_type":"comment","title":null,"body_preview":"NB: \"Pi\" in this context refers to an agent harness of some sort, and does not refer to the Raspberry Pi.\nI was confused.","author":"stackghost","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836534"},{"id":"cb539545-3e8c-49ef-ac06-a5c4b617524e","source":"hackernews","source_id":"48836898","content_type":"comment","title":null,"body_preview":"Off topic, but apart from pi-tui, is there a recommended TUI library that integrates well with the Pi? I want to have a multi pane TUI experience like lazydocker right inside Pi. Pi-tui is a bit limit","author":"febed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836898"},{"id":"0c39747d-ee19-428d-a16a-0a0397e8098f","source":"hackernews","source_id":"48837247","content_type":"comment","title":null,"body_preview":"This is awesome, I use telegram as my main chat app with all of my friends and coworkers. Now I need to figure out how to dockerize this and run it on my NAS so it's not reliant on my laptop being onl","author":"mfkp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837247"},{"id":"fc7690ab-6f83-4f8a-896e-e260f59a25d4","source":"hackernews","source_id":"48839061","content_type":"comment","title":null,"body_preview":"\"A normal DM is one pi session by default.\" A single message, or a single message thread? Both are pretty extreme trade-offs to make, honestly. I spent a bunch of time looking at how the various Claws","author":"CGamesPlay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839061"},{"id":"07fc7e48-32af-4386-8b07-fe71fe5b3d14","source":"hackernews","source_id":"48841658","content_type":"comment","title":null,"body_preview":"Congrats on releasing this.\nOTOH all my attempts of driving harnesses via chat have been frustrating because they all fail against the fact that I want to see the code and mobile devices are not reall","author":"rufasterisco","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841658"},{"id":"f4c866c7-f432-4b3b-9d99-278d1dca5134","source":"hackernews","source_id":"48837310","content_type":"comment","title":null,"body_preview":"So I guess we (and a lot of other people) have had the same problem, which is managing your agents on the go. I decided to build a plugin[1] for my terminal multiplexer (herdr) to access the sessions ","author":"asar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837310"},{"id":"31fcd157-f9a0-4595-bdc4-d5a0b1a455cc","source":"hackernews","source_id":"48804802","content_type":"comment","title":null,"body_preview":"I like the idea of being able to use agents from my phone. Termux is nice, but not very good on small screens.\nSo I tried Hermes, it had first-class telegram support, but then I never use it for codin","author":"atharva-again","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48804802"},{"id":"6da29cc0-8830-4bc1-9192-7b1d4db70f8a","source":"hackernews","source_id":"48836644","content_type":"comment","title":null,"body_preview":"To all the haters to not knowing what \"pi\" means in this context. Is mario zechner's ai agent / coding harness [1][2], similar in spirit albeit much less complex to claude code or openai's codex and o","author":"tough","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836644"},{"id":"2c040aca-d119-4a12-9e45-8b6961dfc301","source":"hackernews","source_id":"48839288","content_type":"comment","title":null,"body_preview":"Nice, what are you hoping to accomplish with this project?","author":"jphorism","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839288"},{"id":"854af513-bf5e-43d8-beab-588b42d0ba79","source":"hackernews","source_id":"48839139","content_type":"comment","title":null,"body_preview":"I just installed this and, after a few hiccups, got it up and running on my Ubuntu system.  Works great, looks great.  Thank you for this.\nHalf of my documents are OpenDocument format.  Is there any c","author":"drizzler","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839139"},{"id":"589fbfa0-7797-4bfe-aa97-a9210c5ad537","source":"hackernews","source_id":"48838081","content_type":"comment","title":null,"body_preview":"How do you feel about supporting an S3 compatible target as a feature request?","author":"toomuchtodo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1168581368629995,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838081"},{"id":"ec42a00f-e561-49ee-ac3b-2cf368ef1a34","source":"hackernews","source_id":"48837854","content_type":"comment","title":null,"body_preview":"I'm a huge fan of recall, going to test this out. This looks very interesting.","author":"aucisson_masque","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.20678439238615764,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837854"},{"id":"e25670f2-a22c-4f70-9e59-7afe2a5ca010","source":"hackernews","source_id":"48846314","content_type":"comment","title":null,"body_preview":"Can you make a dockerfile and docker compose file?","author":"hunmernop","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846314"},{"id":"f9cc300b-5726-4008-b4ba-0677e3be2da6","source":"hackernews","source_id":"48840752","content_type":"comment","title":null,"body_preview":"The hardest part of these projects is usually not making documents searchable","author":"Avery29","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.339154140665565,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840752"},{"id":"a7820d3d-d382-43dd-a381-5804e646a4bc","source":"hackernews","source_id":"48838041","content_type":"comment","title":null,"body_preview":"Looks good, definitely going to try it. Extra thanks for creating something fully local, we need more projects like this one!","author":"NKosmatos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838041"},{"id":"be0179a7-a943-4d70-95e4-f9c57e7bb527","source":"hackernews","source_id":"48844020","content_type":"comment","title":null,"body_preview":"This is really cool. Can it play nice with gdrive or Dropbox? For better or worse, that's just where my data lives now but I'd love this layer.","author":"Ozzie_osman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1054149850430401,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844020"},{"id":"f7f2fedc-33b8-4819-9eaf-6f3f64ca8a64","source":"hackernews","source_id":"48841575","content_type":"comment","title":null,"body_preview":"Not a fan of pushing every personal document to someone else's cloud. Nice to see a tool that keeps everything on disk instead.","author":"mune2gu-chan","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841575"},{"id":"01128c42-ef74-4011-8436-50ee9815107e","source":"hackernews","source_id":"48842331","content_type":"comment","title":null,"body_preview":"Honestly. This with Paperless-NGX might be game changing if both pointed to the same folder.","author":"nickweb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842331"},{"id":"2a7b51ce-75aa-4a2b-941f-f5d5b05e6ba3","source":"hackernews","source_id":"48843519","content_type":"comment","title":null,"body_preview":"Anyone getting a bunch of permission errors when running (e.g. Traceback (most recent call last):\n  File \"/Users/tron/Applications/DocuBrowse/venv/lib/python3.9/site-packages/psutil/_psosx.py\", line 3","author":"appstorelottery","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843519"},{"id":"f6994bd0-1b2d-4231-9073-07d63e372141","source":"hackernews","source_id":"48842949","content_type":"comment","title":null,"body_preview":"Wanted to share Antfly which I think serves a similar niche:\nhttps://antfly.io/\nhttps://github.com/antflydb/antfly\nThey’ve put a lot of effort into optimizing the local llm pipelines and I have a lot ","author":"kamranjon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842949"},{"id":"bc049525-99f8-46b9-82d3-b1e8a4c1374c","source":"hackernews","source_id":"48837899","content_type":"comment","title":null,"body_preview":"We need projects like this. Automatically classifying the files is smart.\nI'm working on a similar application called Hister (https://github.com/asciimoo/hister). I should borrow some of your ideas. =","author":"asciimoo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.08378271009939742,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837899"},{"id":"96c85f7e-447b-429e-b7d6-a978cc4e40c8","source":"hackernews","source_id":"48841008","content_type":"comment","title":null,"body_preview":"I learned a solution is to turn the documents into vectors in say PostgreSQL (with pgvector) and do a cosine similarity search with a search vector. Doing a search for embed models on HuggingFace show","author":"karmakaze","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841008"},{"id":"ed187494-8cdb-4535-a8db-39cbe9f90d53","source":"hackernews","source_id":"48837111","content_type":"comment","title":null,"body_preview":"I had an issue. A documents folder with over 12k objects in it. A hodgepodge of folders and sub-folders. That over time had created a mess that no amount of file movement was ever going to make it usa","author":"linuxrebe1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837111"},{"id":"6ef6d991-fb5a-431b-a749-a9f1e097539f","source":"hackernews","source_id":"48849752","content_type":"comment","title":null,"body_preview":"'Fowler’s A. shawii, with its fused spines, was not typical; from a conservation perspective it would have been more helpful to take one with normal spines.'\nUnless it's a new variety/species and not ","author":"onlypassingthru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849752"},{"id":"8dfaa26a-a5b4-43aa-b9dd-cd4ce880cc9d","source":"hackernews","source_id":"48844156","content_type":"comment","title":null,"body_preview":"So he's an illegal poacher of another country's plants, but he's convinced himself it's a good thing. It's not.","author":"smcg","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844156"},{"id":"d6e6b8cb-a1cd-43c9-b03f-7b1d3fb5083c","source":"hackernews","source_id":"48830586","content_type":"comment","title":null,"body_preview":"If I see another skill or markdown on hackernews I might just consider leaving the platform. What even is the point of sharing markdowns...\nEither LLMs will be so good in a few months this will be red","author":"minraws","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830586"},{"id":"a14b1a01-adf7-4459-8438-e94b4dd4f003","source":"hackernews","source_id":"48832428","content_type":"comment","title":null,"body_preview":"For the maps-in-loop part, what does the agent actually read back from Dekart each round to catch the geometry errors?","author":"satoyoshidev","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832428"},{"id":"b3d3417f-78b0-4809-a52d-168727bef8ea","source":"hackernews","source_id":"48830477","content_type":"comment","title":null,"body_preview":"Question from an outsider: Who is paying for tools like this? The examples shown on the website (e.g. all streets in Nevada) look nice, but what are those analyses actually used for? I am pretty sure ","author":"thosch0","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830477"},{"id":"a98d96d0-d5ca-41d1-a607-f43894e43a83","source":"hackernews","source_id":"48834534","content_type":"comment","title":null,"body_preview":"This space is very active. I work at the French mapping agency, and we're currently building MCPs to work with our data.\nSee: https://github.com/ignfab/geocontext (French)  \nBeta MCP instance: https:/","author":"cpa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834534"},{"id":"50df9bf8-877a-4fbb-988f-e3eafe30fbbb","source":"hackernews","source_id":"48830978","content_type":"comment","title":null,"body_preview":">4x improvement on geospatial tasks with map in the loop.\nThe graph shows a baseline 2% task success rate improving to to 8% task success rate, but the evals section details 100% success rates across ","author":"OtherShrezzing","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830978"},{"id":"91c5bc76-eafd-46fe-a53d-cbdf738f31d1","source":"hackernews","source_id":"48833337","content_type":"comment","title":null,"body_preview":"Oh, hey, a local-user-to-root exploit on OpenBSD. Cool! Those are rare, but not unheard of, unless you're talking about Windows or Linux, where you don't hear much about this bug class, just since it'","author":"IveSeenItAll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833337"},{"id":"5a7e1bfd-8d4a-4e96-949d-1223e9cd6a5e","source":"hackernews","source_id":"48833119","content_type":"comment","title":null,"body_preview":"\"'Nothing could have prevented this from happening,' say users of only language where this happens\" comes to bite OpenBSD.","author":"bitwize","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833119"},{"id":"78cce3d1-3c8e-4c29-a43d-6da7822c7be5","source":"hackernews","source_id":"48834134","content_type":"comment","title":null,"body_preview":"I think it's important to point out that OpenBSD is not more secure than others, it's just that it's not widely adopted so no one really does audit it.","author":"rs_rs_rs_rs_rs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834134"},{"id":"a70ad515-3994-4e40-8936-ded085d67f84","source":"hackernews","source_id":"48834811","content_type":"comment","title":null,"body_preview":"Anybody know why the compiler didn't pick this up?","author":"sys_64738","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834811"},{"id":"ef7ca80f-928f-45bd-87a4-08025b35feb5","source":"hackernews","source_id":"48834610","content_type":"comment","title":null,"body_preview":"Ah, it was too good to be true, BSD too is becoming rusty.. ahh, what's left?","author":"WhereIsTheTruth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834610"},{"id":"a0cdccc7-8097-4b06-becc-eb6b5a9a2261","source":"hackernews","source_id":"48843481","content_type":"comment","title":null,"body_preview":"where poc?\nno poc = hyped false marketing from openai, lying about it is lpe. same with claude bug 27y.","author":"beeeliveee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843481"},{"id":"a45bd491-289b-44f6-846f-b006aa58e3ef","source":"hackernews","source_id":"48833029","content_type":"comment","title":null,"body_preview":"Would Rust have made this issue impossible by construction? I know Linus has spoken about Rust's promises about memory safety not being equivalently applicable in the kernel domain, so I would be curi","author":"poly2it","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13227600916528962,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833029"},{"id":"4e671384-27fa-4b75-8cde-fb9c6e525b39","source":"hackernews","source_id":"48832778","content_type":"comment","title":null,"body_preview":"from the link:\nsys/kern/sysv_sem.c in OpenBSD through 7.9 has a use-after-free allowing local privilege escalation to root. This is a context switch use-after-free after tsleep in sys_semget().","author":"gjvc","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832778"},{"id":"07803848-2520-4771-baf7-60e239a670b4","source":"hackernews","source_id":"48832951","content_type":"comment","title":null,"body_preview":"If this is a local privilege escalation to root, why can't I find anything on https://www.openbsd.org/security.html ?","author":"jsiepkes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832951"},{"id":"fd132eef-b002-47b9-8408-a7aa505b106a","source":"hackernews","source_id":"48833315","content_type":"comment","title":null,"body_preview":"Can anyone find the mailing list thread on this topic (or does it not exist because @security are private mailing list)?\nI did find another use-after-free bug from a couple months ago on the mailing l","author":"tiffanyh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833315"},{"id":"e0edd7c7-4668-437a-90ed-860b78f45f10","source":"hackernews","source_id":"48832877","content_type":"comment","title":null,"body_preview":"> Only two remote holes in the default install, in a heck of a long time!\nhttps://www.openbsd.org/\nhttps://en.wikipedia.org/wiki/OpenBSD#Security_record","author":"uticus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832877"},{"id":"6c709f60-bac6-4c63-b92b-e1a299846fd5","source":"hackernews","source_id":"48832942","content_type":"comment","title":null,"body_preview":"OpenBSD's security stance being the stuff of legend, I'm curious how many vulns have been found over the last couple months while the big model companies are flaunting their ability to find exploits. ","author":"Arubis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832942"},{"id":"ee7ea35d-a878-4c4b-a34b-e3a322512686","source":"hackernews","source_id":"48834138","content_type":"comment","title":null,"body_preview":"One bug found is a testament to the great diligence and culture around security of OpenBSD. Especially if you take into account the amount of resources they have been able to achieve this with.","author":"trashb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834138"},{"id":"55f34ab3-e616-42ea-83c7-9fe126a0ce8c","source":"hackernews","source_id":"48832826","content_type":"comment","title":null,"body_preview":"Seems to be found as a part of Patch The Planet [0] which is basically OpenAI giving model access and Trail of Bits using them to find vulnerabilities in OSS projects.\n[0] https://openai.com/index/pat","author":"Tiberium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832826"},{"id":"83b17abd-2714-4e08-a656-a2e30e8b2e88","source":"hackernews","source_id":"48837045","content_type":"comment","title":null,"body_preview":"I was just wondering if there was a postgresql specific version of https://use-the-index-luke.com i could send a coworker who seems oblivious to the perf penalties of missing indicies. Certainly a goo","author":"jldugger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837045"},{"id":"3b5f63f8-3ffd-44d8-9d17-892e13d6610d","source":"hackernews","source_id":"48833756","content_type":"comment","title":null,"body_preview":"Seems it was successful and they captured an image:\nhttps://japannews.yomiuri.co.jp/science-nature/science/20260...","author":"tjpnz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833756"},{"id":"c1dc1c99-d6cd-4513-89ce-ab1d8f3f5825","source":"hackernews","source_id":"48832897","content_type":"comment","title":null,"body_preview":"> During the flyby, Hayabusa2 was expected to approach as close as 800 meters from the center of Torifune and to capture images of the asteroid while traveling at a relative speed of 5 kilometers per ","author":"pavel_lishin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832897"},{"id":"fadbf3e8-0cd9-491d-abf7-16e1723d7bf2","source":"hackernews","source_id":"48832741","content_type":"comment","title":null,"body_preview":"My favorite space probe is the European Space Agency Philae.\nIt probes the comet 67P/Churyumov–Gerasimenko and actually landed on it. It was able to send back images of its surface. \nAmazing!","author":"slicktux","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832741"},{"id":"beb4aa62-a90f-48c2-834c-4ca6ea0a4ac4","source":"hackernews","source_id":"48794654","content_type":"comment","title":null,"body_preview":"I'll never work in Mission Control, but the Hayabusa2 website lets me pretend I do.  Kudos to whomever designed this website:\nhttps://haya2now.jp/en.html","author":"onlypassingthru","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48794654"},{"id":"1db7508f-5bab-48d0-b4f1-b1fa7c79d592","source":"hackernews","source_id":"48832909","content_type":"comment","title":null,"body_preview":"The real title of the article is very different:\n\"Japan's Hayabusa2 probe completes flyby of Torifune asteroid\"\nThe flyby already happened last Sunday.","author":"pmontra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832909"},{"id":"84f20afc-22e7-4335-9657-39eca6429afc","source":"hackernews","source_id":"48838179","content_type":"comment","title":null,"body_preview":"Aren’t we past the point of needing benchmarks? If we’re as close to AGI as Sam says then the proof should be in the pudding. OpenAI should build a competing CRM / Figma / Photoshop with a couple doze","author":"therobots927","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838179"},{"id":"ff53cb71-2a5b-4de5-bfb5-cb4cf2dde9a6","source":"hackernews","source_id":"48837474","content_type":"comment","title":null,"body_preview":"Translation: other labs have learned to benchmaxx SWE-Bench Pro better than they do","author":"2001zhaozhao","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10910728790169524,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837474"},{"id":"08e4a319-d079-443c-999a-4210a4a7f3ea","source":"hackernews","source_id":"48837668","content_type":"comment","title":null,"body_preview":"Lately my benchmark is build123d - trying to force them to build me functional parts only by the description. All of the models don't perform well.","author":"ReptileMan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837668"},{"id":"199d2eb2-49bf-42d3-aeb1-ea8366eb56f0","source":"hackernews","source_id":"48837576","content_type":"comment","title":null,"body_preview":"Seems like depending on your field these days, the hot thing to do is build your own private benchmarks.\nIn my own testing, no frontier model knows how to replicate an original 1990s Super Soaker prot","author":"bellowsgulch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.16546921284277025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837576"},{"id":"40e5f54e-56c5-4a4c-92f7-2245ef4f4847","source":"hackernews","source_id":"48838766","content_type":"comment","title":null,"body_preview":"Studying for leetcode exams in the age of AI agent coding evaluations is a wild feeling.","author":"Ancalagon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838766"},{"id":"4924127c-573a-4b2f-b709-d79dad6ce21b","source":"hackernews","source_id":"48840332","content_type":"comment","title":null,"body_preview":"The misleading prompt cases are inadvertently testing the model's ability to filter out noise from its instructions. That could be a benchmark on its own. The correct response is to flag the inconsist","author":"zvolsky","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840332"},{"id":"87797b8c-ad16-42de-b813-90721cdfef26","source":"hackernews","source_id":"48838029","content_type":"comment","title":null,"body_preview":"DeepSWE is the one I generally trust: https://deepswe.datacurve.ai/","author":"CSMastermind","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838029"},{"id":"4aa2d116-cbb8-4259-bc8c-5ac34a2cd59e","source":"hackernews","source_id":"48837821","content_type":"comment","title":null,"body_preview":"This doesn’t seem like opportune timing to announce days before a new model drop","author":"johngoode","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837821"},{"id":"f6b84367-2c03-4665-8f68-428ee71ee1c9","source":"hackernews","source_id":"48837534","content_type":"comment","title":null,"body_preview":"Achieving AGI will be more than just passing all benchmarks, it has to account for the unknown problems too.","author":"xacky","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837534"},{"id":"f7f2188e-9377-43da-b4bd-10ca10b29aad","source":"hackernews","source_id":"48837934","content_type":"comment","title":null,"body_preview":"It reads to me like \"We did all the work you'd do to figure out how to fix the benchmark, then we decided to throw out the benchmark\". Is there some reason the underlying data is so golden that it can","author":"jheitmann","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837934"},{"id":"d50aa44d-816d-4210-a352-94a2b610480f","source":"hackernews","source_id":"48846123","content_type":"comment","title":null,"body_preview":"I can understand why this might make for a bad benchmark, but\nOverly strict tests enforce specific implementation details not specified in the prompt, invalidating many functionally correct submission","author":"jimberlage","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846123"},{"id":"01fb4855-70fd-4386-b5a1-38a8a5017de9","source":"hackernews","source_id":"48837694","content_type":"comment","title":null,"body_preview":"Didn't we all know from the start that all of SWE-Bench was flawed? Even the authors concede the limitations and have long since moved on.","author":"shay_ker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837694"},{"id":"24ecc93e-2453-4f0c-95fa-31ccbc64e5d6","source":"hackernews","source_id":"48838823","content_type":"comment","title":null,"body_preview":"All of the benchmarks are pretty terrible when you look under the hood.\nFor context, I've been iterating on a \"supervisor\" to replace a lot of the rigamarole spent when working with Codex/Claude Code,","author":"jumploops","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10242678340195753,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838823"},{"id":"5f7788b1-5877-4043-8fa2-f8a074e88e5c","source":"hackernews","source_id":"48837929","content_type":"comment","title":null,"body_preview":"Based on the numbers here it seems there’s less than 800 tasks in the entire benchmark. That is enough for a handful of engineers to comb through in a week (which is what OpenAI eventually did here).\n","author":"janalsncm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","hedge_stacking"],"bot_score":0.11213521726111589,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837929"},{"id":"0d833d63-8671-49eb-a276-c7f48e06b2b8","source":"hackernews","source_id":"48838000","content_type":"comment","title":null,"body_preview":"Fundamentally aren’t they concluding that tasks assigned to software developers (human or otherwise) are often incomplete, self contradictory or worse? This is the world in which their tool must play.","author":"mlhpdx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_focus"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838000"},{"id":"def61d5b-0eae-41a9-b2d3-fd0822b5ed11","source":"hackernews","source_id":"48838212","content_type":"comment","title":null,"body_preview":"There are also a lot of fake results out there on Terminal Bench 2 for different reasons (although the great team behind it Ryan/Alex et al, recently cleaned up a lot of dodgy submissions). A lot of l","author":"GodelNumbering","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838212"},{"id":"905095f5-27a0-4e69-a737-51d62dcb3f5f","source":"hackernews","source_id":"48838449","content_type":"comment","title":null,"body_preview":"I want a new bench - given $100 of api spend, how much can a model accomplish for a suite of benchmark tests?\nGive us something that measures a combination of efficiency and intelligence.\nI think this","author":"jjcm","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.05107235442458505,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838449"},{"id":"6944de08-8aea-444e-9bfa-c7f1db6f4eaa","source":"hackernews","source_id":"48841703","content_type":"comment","title":null,"body_preview":">While working with networking stuff, I deployed OpenBSD and FreeBSD machines for routing, security and email serving. I was always in awe that I could just do stuff easily. You want to do something a","author":"oalae5niMiel7qu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841703"},{"id":"d37de528-4621-4f9b-a331-fe1cf90bdfb1","source":"hackernews","source_id":"48841883","content_type":"comment","title":null,"body_preview":"I hope you're prepared to build Electron apps from source, because they are absolutely not reliably available from the ports tree.\nhttps://bugs.freebsd.org/bugzilla/show_bug.cgi?id=270565","author":"ThePowerOfFuet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise","external_link_context"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841883"},{"id":"393ba48f-3c92-4f36-9308-7c4f0c8c37b1","source":"hackernews","source_id":"48842993","content_type":"comment","title":null,"body_preview":"As much as I love FreeBSD, it has its rough edges when it comes to daily use. And an upgrade, while much smoother than it used to be in the \"make buildkernel; make buildworld\" times, is still lacking ","author":"HackerThemAll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","emotional_authenticity"],"bot_score":0.16428797034951476,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842993"},{"id":"33f2eaa2-7d76-4f9c-ab02-b42f107ddf05","source":"hackernews","source_id":"48846678","content_type":"comment","title":null,"body_preview":"Use whatever you like, but I'd love an elaboration on \"The macOS I know and love dying\". I haven't loved some of the UX design decisions in the recent macOS releases, but it doesn't feel that differen","author":"efficax","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846678"},{"id":"82944f4e-e1c7-4a15-8375-b163c9f19847","source":"hackernews","source_id":"48799916","content_type":"comment","title":null,"body_preview":"So awesome. Sad it isn't getting the attention it deserves","author":"efilife","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.06084585933443497,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48799916"},{"id":"50f2da56-e7d6-456d-ad11-64c9510e7ad1","source":"hackernews","source_id":"48835909","content_type":"comment","title":null,"body_preview":"Why does the number of chords in the library change as you scroll? It should remain static no?","author":"altmanaltman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.03199481606866748,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835909"},{"id":"757e9a4a-f1df-4a37-8f1e-8b8f02ffffa7","source":"hackernews","source_id":"48834697","content_type":"comment","title":null,"body_preview":"OMG. This solves like 8 problems with me. Currently teaching my niece guitar basics and have always wanted this for my guitar videos.","author":"djtriptych","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834697"},{"id":"ab5331b7-c6f5-487a-aa34-77fd196804ef","source":"hackernews","source_id":"48840028","content_type":"comment","title":null,"body_preview":"Dig the Picker which lets you click the chord name and shows its visual. I think in chord symbols and play a ton of shapes but cant remember their names for the life of me. The visual fingering solves","author":"ingvay7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840028"},{"id":"2cd03363-b276-4496-a279-678803a0eaa9","source":"hackernews","source_id":"48847781","content_type":"comment","title":null,"body_preview":"Anyone else here learn to play the guitar in the early-to-mid ‘90s using plain text tabs from OLGA?","author":"nativeit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847781"},{"id":"db6b163a-95ab-4762-8d3f-f5c5d46096d2","source":"hackernews","source_id":"48796697","content_type":"comment","title":null,"body_preview":"This is one of those things that should obviously exist and I'm mad I didn't think of it!","author":"jakefleming","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48796697"},{"id":"82da0245-34e1-474f-9ccd-a88995ead453","source":"hackernews","source_id":"48836598","content_type":"comment","title":null,"body_preview":"I love tablature because it allowed me to learn the songs that I love and bring joy when I play. I hate tablature because   it's like reading English as it's written out in IPA.\nI want finger position","author":"tadfisher","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836598"},{"id":"2b5e58a0-5f61-4b7a-8882-fbf30e53b69d","source":"hackernews","source_id":"48834764","content_type":"comment","title":null,"body_preview":"Extremely cool. This got me thinking that I would love to have a mermaid-like dsl for creating full tabs and apparently it exists![0]\n[0] https://github.com/0xfe/vextab","author":"tuvix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834764"},{"id":"77f3d030-d77a-426d-86cb-09f4767cee4f","source":"hackernews","source_id":"48835822","content_type":"comment","title":null,"body_preview":"Does anyone find the little \"finger\" shapes confusing? I would rather see circles, so my brain doesn't have to adapt to a new way of reading tabs. Also, the inverted \"D\" shape is hard to parse because","author":"sshanky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835822"},{"id":"7507affc-61a8-4a07-8b7e-46c30e762038","source":"hackernews","source_id":"48852041","content_type":"comment","title":null,"body_preview":"A version of this font with more chord shapes in it would be useful, like say CMaj7:{digit1-9} would yield different fingerings/voicings for each trailing digit value. You could put together a chord p","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852041"},{"id":"690d1bac-933e-41b1-b033-d2ad3cc06ad7","source":"hackernews","source_id":"48835039","content_type":"comment","title":null,"body_preview":"The name is misleading. The glyphs are showing individual chord shapes. I can't write out a song using this. At best I can use this at the top of a tab to remind myself how the chords are meant to be ","author":"SaberTail","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835039"},{"id":"c04269b2-9114-4cf6-adf0-4899152be557","source":"hackernews","source_id":"48836794","content_type":"comment","title":null,"body_preview":"the tracks arent grounded to the map, they slide all over, and would it cool if we could use satellite view","author":"purplecats","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836794"},{"id":"6e788a9f-2347-4dec-80f7-3e3170186157","source":"hackernews","source_id":"48833231","content_type":"comment","title":null,"body_preview":"How do I drive the train? Arrow keys not working :(","author":"Falimonda","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.07717870541589986,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833231"},{"id":"ae191b57-5b5e-43ab-bde1-d732a532a967","source":"hackernews","source_id":"48833373","content_type":"comment","title":null,"body_preview":"This is incredibly cool. I had it open on my desktop for most of the day.","author":"ohjeez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833373"},{"id":"d6cb387e-73a2-48c2-8306-20d432d9c0a3","source":"hackernews","source_id":"48833529","content_type":"comment","title":null,"body_preview":"There seems to be some parallax issues between your trip layer and your 3D Tiles layer, but nice usage of deck.gl.","author":"hokkos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14082705346325514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833529"},{"id":"5b7ab718-08bc-4a54-b0fc-bdb4378bcc6f","source":"hackernews","source_id":"48833095","content_type":"comment","title":null,"body_preview":"Having just taken the Elisabeth Line to LHR T5 and sitting here, this was fun. Thanks.\nEdit: Is there a Repo to look at and learn from this?","author":"sdoering","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833095"},{"id":"e37a5903-c661-463f-a10c-f4ab14da4e66","source":"hackernews","source_id":"48794838","content_type":"comment","title":null,"body_preview":"This is really cool!\nQuick suggestion: When not tracking a train, the mouse wheel should zoom into / out from where the cursor is pointing, rather than the center of the window.","author":"kentonv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48794838"},{"id":"03d56096-4de4-426d-9f65-f17e01f6a7f8","source":"hackernews","source_id":"48832807","content_type":"comment","title":null,"body_preview":"It would appear you are missing the High Barnet branch of the Northern line.","author":"dmazin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832807"},{"id":"0de2933e-7545-4fd5-b50a-fe22260c84e3","source":"hackernews","source_id":"48832357","content_type":"comment","title":null,"body_preview":"Very nice, but the map seems to be in the wrong position vs. the trains/3d elements.","author":"fredley","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832357"},{"id":"84a26a6c-6e6e-47e7-8a51-c5c64ddaddc8","source":"hackernews","source_id":"48835965","content_type":"comment","title":null,"body_preview":"using Google Pixel 7a with Chrome Android.\nwhile the 3d buildings render properly, the trains' polygons have a flipped z-order: polygons that are supposed to be layered behind are actually in front.\nn","author":"Eduard","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17052984608203556,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835965"},{"id":"4d973f76-fe5c-448d-8f28-6e46480ea592","source":"hackernews","source_id":"48833390","content_type":"comment","title":null,"body_preview":"Interesting but quite buggy. Example: mouse dragging seems trapped in a fairly small area.","author":"TheOtherHobbes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_observation"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833390"},{"id":"25a3e395-5ffb-4270-b398-1dccb691ff76","source":"hackernews","source_id":"48836418","content_type":"comment","title":null,"body_preview":"Like on most other digital maps today, what's direly missing is a scale bar.. cool feat though, thanks for showing!","author":"eMPee584","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836418"},{"id":"1599011b-bd6e-4bc6-8eee-7ac7182333a2","source":"hackernews","source_id":"48834965","content_type":"comment","title":null,"body_preview":"This is a fun idea and interesting implementation. I know there's only so much an api can give you, but I'd love to see anything that gives more information or visuals of the surroundings.","author":"Pigo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834965"},{"id":"6d88656b-fc18-4772-8681-69cfcf140cd1","source":"hackernews","source_id":"48836007","content_type":"comment","title":null,"body_preview":"This is scary. I literally just had a dream last night wishing I could see the metro trains from above the ground in order to follow where the tunnels are under the buildings and all that. Wow.","author":"Liquidor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836007"},{"id":"abca0a67-9194-4426-ba84-7ff329a32c03","source":"hackernews","source_id":"48837716","content_type":"comment","title":null,"body_preview":"Looking at this gave me a renewed (even if brief) sense of appreciation for our society.\nEven with all of its problems, for this moment in time our society is operating effectively enough that humans ","author":"flockonus","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","human_indicator_absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837716"},{"id":"bb0c99e9-2cb5-4fd2-9a1d-d5677a3a1d25","source":"hackernews","source_id":"48833352","content_type":"comment","title":null,"body_preview":"I'd love to see a view with all/many trains.  In London I was constantly wondering what the criss-cross of underground lines looked like.","author":"darknavi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833352"},{"id":"8aac8b21-7b71-4bb7-a1a6-3a5b471d1504","source":"hackernews","source_id":"48836798","content_type":"comment","title":null,"body_preview":"The rendering is a bit weird. It's disorienting to have the trains simultaneously underneath the map and occluding it. It also seems like the z-buffer is not being used correctly when rendering the tr","author":"modeless","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","technical_observation"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836798"},{"id":"20dcb78e-5d44-4937-a0f2-7e402d826da9","source":"hackernews","source_id":"48836571","content_type":"comment","title":null,"body_preview":"Congratulations, it seems very cool.\nIt's not the same, but I've tried to create a free browser-based app to track bus lines where I live (Brazil), but I had to pause this project, as each city uses a","author":"Rophlock","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836571"},{"id":"00f59ea2-9ca0-4ccc-be21-137dd2c2694d","source":"hackernews","source_id":"48834974","content_type":"comment","title":null,"body_preview":"This is frustratingly close to amazing. Obviously you went through all the trouble of pulling all the data from all the trains and displaying them in 3d, but then lock our view on to just one train or","author":"IIAOPSW","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834974"},{"id":"7e6a9ad6-de88-4ff2-9fac-a0ee16b28319","source":"hackernews","source_id":"48836862","content_type":"comment","title":null,"body_preview":"lol, say someone publishes an E2E distributed extension to an existing chat protocol.\nAre you going to arrest someone for writing code? Are you going to arrest people who use private communications? S","author":"bellowsgulch","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16546921284277025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836862"},{"id":"e1f7f950-8bf8-46c9-97bf-db1acd402cdd","source":"hackernews","source_id":"48836359","content_type":"comment","title":null,"body_preview":"Each passing day we are moving closer to a dystopian state and nobody is doing anything.","author":"mctwo","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.6702419667885785,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836359"},{"id":"a372a4a1-052e-41eb-a7f3-5fa428fece47","source":"hackernews","source_id":"48834332","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48819008","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834332"},{"id":"95fe1c84-8c69-434d-8cea-0a87e2ccfe05","source":"hackernews","source_id":"48838890","content_type":"comment","title":null,"body_preview":"They won't scan my messages since I run my own XMPP server and clients using only free software - prosody for the server, Conversations/dino/gajim/converse.js for the clients. OMEMO (the encryption sc","author":"hagbard_c","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838890"},{"id":"06f056d5-045b-4db1-90c1-bc482b2d393b","source":"hackernews","source_id":"48835678","content_type":"comment","title":null,"body_preview":"I don't understand the EU's position on privacy. On the one hand, they enacted GDPR to give you  control over access to your personal data.\nOn the other, they need access to all of your data.","author":"pton_xd","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835678"},{"id":"c63eee45-c2b0-4466-bec9-c4f5988ee7c5","source":"hackernews","source_id":"48835233","content_type":"comment","title":null,"body_preview":"Slaves also have no right to privacy. This EU variant is doomed to failure.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies","absence_of_ai_signals"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835233"},{"id":"4a07b9ca-fea8-4d79-8bcb-ed2548213be7","source":"hackernews","source_id":"48837931","content_type":"comment","title":null,"body_preview":"Waiting to see what the Europeans do. They talked the talk. Let’s see what is the next move.","author":"tangenter","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.29659213179880206,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837931"},{"id":"ecc08201-f56a-41ab-8522-11d74f6323f1","source":"hackernews","source_id":"48835870","content_type":"comment","title":null,"body_preview":"When is it coming online? I have seen so many of these headlines that I feel it's always about to kick in, but I never get any closure.","author":"kubb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835870"},{"id":"a0a55cfe-19fe-49e3-964c-d6f9417aafa3","source":"hackernews","source_id":"48836954","content_type":"comment","title":null,"body_preview":"What is the US legislation on this - I thought providers were already mandated to take action against distribution of CSAM, or is that only for public-facing posts?","author":"red_admiral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836954"},{"id":"deb6cf4e-ef59-4e7f-914c-88dbf9c51f7d","source":"hackernews","source_id":"48836905","content_type":"comment","title":null,"body_preview":"This is about 1.0, which sounds ok - it basically allows providers a legitimate exception from data privacy laws to scan for CSAM in not E2EE communications. I reckon gmail, iCloud mail and the like a","author":"red_admiral","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836905"},{"id":"f20e0e48-f3a3-4671-8ffd-7435b555a097","source":"hackernews","source_id":"48836918","content_type":"comment","title":null,"body_preview":"Can anyone explain something? Since there are so many open source chat applications, what keeps anyone from \"just\" exchanging a key with someone else out of band, and then modifying the client so that","author":"63stack","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836918"},{"id":"3dea3481-77e2-4e00-919d-ae814a630c3c","source":"hackernews","source_id":"48838454","content_type":"comment","title":null,"body_preview":"Even if defeated, this is Terminator legislation - it will never stop coming back until it wins.","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838454"},{"id":"31c92b35-9a1f-4fc1-937c-a22442ecbddf","source":"hackernews","source_id":"48836580","content_type":"comment","title":null,"body_preview":"For my fellow EU citizens, you can contact your representatives here: https://fightchatcontrol.eu/","author":"Nidhug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836580"},{"id":"9a7792b6-c37b-481a-adcd-fdf328e1fe26","source":"hackernews","source_id":"48843033","content_type":"comment","title":null,"body_preview":"Of course they are. They will boil the frogs slowly until they get the frog soup they so desire. Each time the water gets a little bit too hot (public outrage) they will turn it back down for a bit.\nE","author":"klipklop","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843033"},{"id":"b081c925-a1e7-4b5d-bd25-579681101d20","source":"hackernews","source_id":"48835152","content_type":"comment","title":null,"body_preview":"Tough week for euros. Cars that record your face while driving and now apps snooping on communications.","author":"PowerElectronix","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835152"},{"id":"906ed787-6ade-43dc-b016-22fe5d8d4560","source":"hackernews","source_id":"48835653","content_type":"comment","title":null,"body_preview":"The Chat Control 1.0 rule is simply that organisations like Meta are allowed to scan messages if they want to. In other words your Facebook messages are not private from Facebook. Surely we already kn","author":"inigyou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835653"},{"id":"957078f5-db63-43b5-83f9-6d9cfbefacdf","source":"hackernews","source_id":"48836848","content_type":"comment","title":null,"body_preview":"The Internet Watch Foundation, an organisation funded by almost all of big tech, is already at work pushing for client side scanning next [1], for the children, of course.\n[1] https://www.iwf.org.uk/p","author":"budududuroiu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","external_link_usage"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836848"},{"id":"e5ff55fe-c14f-4e20-a347-e22fb1770ae2","source":"hackernews","source_id":"48848004","content_type":"comment","title":null,"body_preview":"LLMs are bad at low-level chart config. Compiling from a smaller semantic language is the right shape for this problem.","author":"hotpartition","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.5444283485662154,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848004"},{"id":"40ffa84c-d66a-4fa5-92ab-c8248912bff9","source":"hackernews","source_id":"48847736","content_type":"comment","title":null,"body_preview":"I think a lot of were already using Mermaid and/or Python/Matplotlib(etc) for this. What would be the advantages to Flint?","author":"bluejay2387","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847736"},{"id":"7db6ae87-9fae-42e0-ab29-23768547d406","source":"hackernews","source_id":"48848569","content_type":"comment","title":null,"body_preview":"Doubt this is really a language problem instead of a model-capability one. A better prompt might get you most of the way there.","author":"james-mxtech","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848569"},{"id":"02c795c9-f1c8-4244-a06d-f3589f1869e6","source":"hackernews","source_id":"48841092","content_type":"comment","title":null,"body_preview":"Choosing JSON spec might be a bad idea.\nIt's machine friendly but not exactly LLM friendly.","author":"est","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841092"},{"id":"7c8d3b7c-4b4a-46b7-8ff3-0c6df9789e10","source":"hackernews","source_id":"48845792","content_type":"comment","title":null,"body_preview":"Second comment, having read in more depth (really love the auto-layout detail!) - the spec doesn't seem to naturally support layering (which is useful in some multi-axis automatic cases) - any plans f","author":"efromvt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.0784174497806276,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845792"},{"id":"1239a92e-63d3-4a85-bd19-6972b8f6ab97","source":"hackernews","source_id":"48842136","content_type":"comment","title":null,"body_preview":"https://github.com/tcsenpai/flint-chart-skill\nHere is a skill using that (tested)","author":"tcsenpai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842136"},{"id":"171d57f3-de43-43d6-99e4-136d39690e5b","source":"hackernews","source_id":"48838423","content_type":"comment","title":null,"body_preview":"This is a valuable method of closing the gap in making LLM results available in a good visual form. The idea of viewing the charting process as the last step—where the AI deals only with high-level se","author":"nourihab","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.6585101416118303,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838423"},{"id":"6b8a938a-e0c3-4c50-823a-13a7e0d26d2f","source":"hackernews","source_id":"48843721","content_type":"comment","title":null,"body_preview":"Expressing charts in XML, JSON, etc is a terrible idea. There are several existing examples of this.\nPpl who think this is a good idea should be compelled to maintain some M4 or other configuration \"f","author":"RandyRanderson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843721"},{"id":"e4c11230-21bb-4512-8eb6-7247e3d7f52e","source":"hackernews","source_id":"48834993","content_type":"comment","title":null,"body_preview":"Project page: https://microsoft.github.io/flint-chart/\nMCP setup: https://microsoft.github.io/flint-chart/#/mcp","author":"chenglong-hn","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834993"},{"id":"9eeec9fd-ffa7-498b-baff-e92cc554750c","source":"hackernews","source_id":"48836763","content_type":"comment","title":null,"body_preview":"I don't really understand the point of this, I feel like LLMs have been able to one-shot matplotlib since GPT 3.5. I have extensively used LLMs to do data viz and haven't run into any problems. What i","author":"jrflo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08227792642554077,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836763"},{"id":"a0b69701-2784-428e-a9a1-1cad2faf4bdc","source":"hackernews","source_id":"48842595","content_type":"comment","title":null,"body_preview":"I love this. I'm trying not to go down yet another rabbit hole, but I really want to be able to tell claude code to make a visualization 'like this but just the way you know I like it'.\nI'm seeing mor","author":"aitor1717","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842595"},{"id":"2e7ba5e1-538d-4ef5-b88a-f8785a152adc","source":"hackernews","source_id":"48843730","content_type":"comment","title":null,"body_preview":"Semantic types as the extra formatting factor is super useful because they are concise encodings of a lot of formatting boilerplate.[1] Do you envision the flint type registry being shared/extensible?","author":"efromvt","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicator_niche_expertise"],"bot_score":0.0784174497806276,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843730"},{"id":"79758c49-82f2-4da2-93cf-23bd62d7958e","source":"hackernews","source_id":"48835326","content_type":"comment","title":null,"body_preview":"> requiring them to explicitly make visual decisions that are supposed to be handled by a good compiler\nIsnt graphviz there for the same reason?\nEdit: I see it is using JSON as the declaration languag","author":"theK","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835326"},{"id":"9303386e-22be-4bbc-8512-d36d49ab79b9","source":"hackernews","source_id":"48836766","content_type":"comment","title":null,"body_preview":">Instead of requiring verbose low-level parameters such as scales, axes, spacing, and layout.\nOk, Microsoft is conflating two different things here: LLMs don't really care about code being low level a","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.09820850091788758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836766"},{"id":"f122c5de-e50c-434b-9e4e-f3c7412e95d8","source":"hackernews","source_id":"48836159","content_type":"comment","title":null,"body_preview":"> simple chart specs can be reliable, but generated charts are often of low quality due to reliance on system defaults; - complex chart specs with explicit details can produce good-looking charts, but","author":"nrub","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836159"},{"id":"ec53f8a7-1ba9-44d4-8e15-ae3055e99f73","source":"hackernews","source_id":"48835772","content_type":"comment","title":null,"body_preview":"Is there a specific explanation about how this is better or different than vega itself? https://vega.github.io/vega/docs/specification/\nMy understanding is that Vega was already an expressive DSL for ","author":"kveykva","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835772"},{"id":"fd8cafa2-15d3-4827-af97-996db4ce2b09","source":"hackernews","source_id":"48842385","content_type":"comment","title":null,"body_preview":"Since it isn’t mentioned on the page, I’ll mention that accessibility is a really important thing to design in when creating data visualizations.\nThis podcast (I only have a spotify link) has a really","author":"natch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842385"},{"id":"3dc6c215-062f-40b3-b45a-4ddc7f6cf0c2","source":"hackernews","source_id":"48836310","content_type":"comment","title":null,"body_preview":"There’s an emerging pattern in agentic systems and this project is a great example.\nA deterministic layer like a compiler or generator of code with some kind of IR that the LLM generates and feeds it ","author":"cpard","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.11199553752721503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836310"},{"id":"4713357e-47d9-40df-9b4a-2193993fd7e8","source":"hackernews","source_id":"48836327","content_type":"comment","title":null,"body_preview":"\"For AI agents\". I understand why everything needs to be marketed in this way, but it's just ... an easy-to-generate language for expressing charts. That's impressive! That's useful.","author":"rbalicki","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836327"},{"id":"3b3d629e-08fc-4a57-bb5e-ecb462697da4","source":"hackernews","source_id":"48848321","content_type":"comment","title":null,"body_preview":"1 month is too short for a realistic assessment.\nA lot of differences only manifest themselves over time.\nFor example, what happens during an OS upgrade and how do the systems compare.","author":"jqpabc123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.16183539669270422,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848321"},{"id":"973a42bb-2581-4acc-801b-e86f6d5edcdc","source":"hackernews","source_id":"48851115","content_type":"comment","title":null,"body_preview":"Different GUI toolkits look & feel is more or less unavoidable if you want backwards compatibility for 3rd party apps (and on Linux, one could read \"3rd party\" as \"anything built on a different UI too","author":"RetroTechie","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851115"},{"id":"8b5df11d-71ab-4241-b669-2176d3b6976b","source":"hackernews","source_id":"48848573","content_type":"comment","title":null,"body_preview":"This part confused me:\n> lacks basic features like dealing with compressed files – I don’t count a decades-old cumbersome wizard-style interface with countless steps to go through just to unpack a com","author":"aezart","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848573"},{"id":"37b40468-b641-476f-9c89-89ef38789396","source":"hackernews","source_id":"48837434","content_type":"comment","title":null,"body_preview":"Desktop operating systems should be able to run zipped web apps the way Electron apps run today. It ought to just be part of the OS.","author":"rickcarlino","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.09269144590844795,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837434"},{"id":"0ea68ad6-169e-4167-839a-99b0cb722a2c","source":"hackernews","source_id":"48846563","content_type":"comment","title":null,"body_preview":"Works only if there is index.html file present in zip https://drop-e25b96d5-5ed.elite-seed.workers.dev","author":"szczepano","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846563"},{"id":"f652adfe-581e-4842-aad1-e6e427d30fc5","source":"hackernews","source_id":"48842261","content_type":"comment","title":null,"body_preview":"This is perfect for my Chrome Extension for recording sessions and capturing screenshots, audio narration and videos. The output is a zip file with everything so if user wants to share they can use th","author":"mohsen1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842261"},{"id":"634bd825-4ad8-4460-a868-04fde9062e2d","source":"hackernews","source_id":"48838243","content_type":"comment","title":null,"body_preview":"I can see this interface is for vibe coders haha\nI have been hosting static websites with cloudflare for years and  finding how to do it on the UI is getting harder as they add more things and reorani","author":"hoppp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838243"},{"id":"271d2c19-9260-4b0b-81d2-c508c83f492d","source":"hackernews","source_id":"48841035","content_type":"comment","title":null,"body_preview":"Cloudflare Drop: finally, a domain registrar that understands the real use case is buying 47 domains at 3am and never deploying anything to any of them","author":"luciana1u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2517342051321893,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841035"},{"id":"47f95ffb-e0ef-4b2f-b82e-b72c60e27e4f","source":"hackernews","source_id":"48843815","content_type":"comment","title":null,"body_preview":"This is neat. I've been dreaming of something like this to host frontends connected to my backend platform https://saasufy.com - I can get Claude Code to create a data-driven app entirely inside an in","author":"socketcluster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843815"},{"id":"a2f12975-892f-4c01-8c2a-32f25dd76e14","source":"hackernews","source_id":"48836835","content_type":"comment","title":null,"body_preview":"It is cool to see not sure why you would use it.\nAlso it seems to me that this is a good way to exfiltrate data, rubber stamped by cloudflare themselves.","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11706183029792445,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836835"},{"id":"b8b4556c-cc47-4e90-8509-8692156e4907","source":"hackernews","source_id":"48836473","content_type":"comment","title":null,"body_preview":"Hmm, that's fun and useful. Here is snake game for 60 minutes.\nhttps://drop-e7e6d363-601.important-seat.workers.dev","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09854226046744376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836473"},{"id":"4400bb4f-0a0a-4fe3-9911-3c1757345bf2","source":"hackernews","source_id":"48841151","content_type":"comment","title":null,"body_preview":"I co-founded a page builder for WordPress. Myself and my co-founders would joke about the \"friends and family\" problem. When friends or family asked us to help build their website, we usually pointed ","author":"mybbor","classification":"human_created","confidence":0.9,"indicators":["self_reference","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841151"},{"id":"0fd7afef-dd84-4013-b4f2-9ed89d925f91","source":"hackernews","source_id":"48836479","content_type":"comment","title":null,"body_preview":"Makes sense. It plays nicely with the vibe code kids who don’t know how to do GitHub or don’t know to ask their LLM about it.","author":"janandonly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836479"},{"id":"3c10c7db-f37b-4fec-9001-17b497b3b853","source":"hackernews","source_id":"48837830","content_type":"comment","title":null,"body_preview":"Reminds me of web development in the 1990s.\nI honestly miss those days of deployment simplicity.","author":"alberth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837830"},{"id":"65493852-473d-46b5-816e-029730427be0","source":"hackernews","source_id":"48843522","content_type":"comment","title":null,"body_preview":"Cloudflare gives me mixed feelings. The services are good and well priced. What bothers me is that they've become infrastructure nobody opted into - you don't have an account, you just pass through th","author":"VimEscapeArtist","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843522"},{"id":"92ddeccc-3332-44cf-80a9-6420a9274d40","source":"hackernews","source_id":"48838392","content_type":"comment","title":null,"body_preview":"Cloudflare is obviously more trustworthy/robust here, but if name of the url matters to you, my site non.io [1] allows for named uploads, ie https://html.non.io/solara [2]\nSomewhat useful if you want ","author":"jjcm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","terse_replies"],"bot_score":0.05107235442458505,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838392"},{"id":"c5747b96-07e0-49ce-8baa-d4a2b5fbe4a5","source":"hackernews","source_id":"48840842","content_type":"comment","title":null,"body_preview":"There is a reason I had to lock my better version of this (https://quickish.site) behind Google OAuth to start. Like it or not, this type of stuff is going to be more popular than it was when Netlify ","author":"PaybackTony","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840842"},{"id":"d547fe86-59c2-43c1-883c-63009a113842","source":"hackernews","source_id":"48836367","content_type":"comment","title":null,"body_preview":"There must be some really good protection on this.  If I enabled such a thing on any of my servers it would be full of warez, porn, malware, CSAM and who knows what else within minutes.  Curious how t","author":"Bender","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1413381472693512,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836367"},{"id":"6357a68e-35cb-4522-9185-1cfbe8dc732c","source":"hackernews","source_id":"48840173","content_type":"comment","title":null,"body_preview":"They had a short blog post about this:\nhttps://developers.cloudflare.com/changelog/post/2026-07-08-...","author":"altbdoor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840173"},{"id":"208ec445-5c0b-4fd6-a595-c6e16703e4a7","source":"hackernews","source_id":"48837419","content_type":"comment","title":null,"body_preview":"Wow the people in this thread are a huge bummer. This is much cooler and I doubt this is a real safety issue. You can already sign up for a free cloudflare account and deploy it for free, on your own,","author":"jonluca","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837419"},{"id":"c2d6c548-25c1-480b-8a4b-0312baeb9f06","source":"hackernews","source_id":"48837005","content_type":"comment","title":null,"body_preview":"Netlify made this 10 years ago... they even copied the name! https://app.netlify.com/drop","author":"andrethegiant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837005"},{"id":"741e100c-69b6-4009-b11a-649398f86783","source":"hackernews","source_id":"48841559","content_type":"comment","title":null,"body_preview":"Does nobody read the fineprint?\nBy submitting, posting, or publishing your content, suggestions, enhancement requests, recommendations, feedback, information, data, or comments (“Content”) to any Webs","author":"karlkloss","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_replies","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841559"},{"id":"9fa8a35e-bd7a-478c-a0f9-bf9ad104708d","source":"hackernews","source_id":"48840458","content_type":"comment","title":null,"body_preview":"If you can afford it, I highly recommend quitting and going independent at least for a while. It’s so much fun building right now.","author":"dthedavid","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840458"},{"id":"376defcb-f137-4360-9ad0-4060f328c147","source":"hackernews","source_id":"48843025","content_type":"comment","title":null,"body_preview":"I’ve had it three times already in the last 2 years and it is something real. Dizziness and depressive swings is the first that comes, then comes memory loss and finally trouble with speech.\nAt this p","author":"larodi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843025"},{"id":"9a67bbdf-215c-465d-b82b-d461ff70366b","source":"hackernews","source_id":"48841454","content_type":"comment","title":null,"body_preview":"I’m experimenting with the following in my settings:\n“Look at the first letter of the prompt, and use the style of the matching literary stylist enumerated here:\nFor English:\nA — W. H. Auden\nB — Bill ","author":"mdemare","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841454"},{"id":"d2788c51-29af-4150-ba5f-eaca70a4e09f","source":"hackernews","source_id":"48842069","content_type":"comment","title":null,"body_preview":"I have found (partial) remedy: let it go.\nThere's some YOLO approach to it, but now Codex has self-approving as well as Claude Code (auto mode).  I implemented the same feature by my own on Pi with mo","author":"xlii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.09349989564138235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842069"},{"id":"c059ac2f-ce92-4480-abab-c04e9a3c9935","source":"hackernews","source_id":"48841953","content_type":"comment","title":null,"body_preview":"It looks that what you describe is partly a \"burnout\", partly a \"sickness\" of always the same LLM tricks and output (including errors). Of course LLMs tend to go back to their initial training and eve","author":"renaudpawlak","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841953"},{"id":"3de769ed-e0d8-49bc-8aa6-b52ac30d4135","source":"hackernews","source_id":"48841295","content_type":"comment","title":null,"body_preview":"The cost of code production is trending to zero. Therefore, the things that come before it and after it become much more crucial.\nOn the “pre” side, the specification of the problem becomes much more ","author":"cobbzilla","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841295"},{"id":"4c28545d-2ef9-46a6-b7bc-40c74797c52e","source":"hackernews","source_id":"48840328","content_type":"comment","title":null,"body_preview":"It's burnt me out too. I'm generating 10x more features and multitasking across 4 disparate projects. My greatest concern is I don't really have a strong connection to the underlying fundamentals anym","author":"anonu","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","self_reference","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.17158318052634103,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840328"},{"id":"0162b906-a748-418d-8adb-59cc4a233265","source":"hackernews","source_id":"48840831","content_type":"comment","title":null,"body_preview":"I get burnout from frustration when the LLM just can't follow instructions.\nLike when I'm trying to get it to create an image, and the first pass is beautiful, but ten different request to modify it, ","author":"____tom____","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840831"},{"id":"ff8f66b3-ea61-4901-b10b-0ac0fc1b5d6a","source":"hackernews","source_id":"48840438","content_type":"comment","title":null,"body_preview":"is there any evidence that Alec Scollon, the first time blog author responsible for this post, even exists?  look up the name.  boo this post and the premise behind it.","author":"jamesjhare","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840438"},{"id":"02f8ab1f-2940-4887-9b7a-fad5e816595f","source":"hackernews","source_id":"48847079","content_type":"comment","title":null,"body_preview":"I think we are going to see a lot of programmers quitting the biz in the next couple of years. Everyone talks about the increased pressure, stress, and monotony of grinding with LLMs, and individual c","author":"iainctduncan","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","natural_expression"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847079"},{"id":"ccf3c995-b170-4c19-823a-eaa83481ea9e","source":"hackernews","source_id":"48842011","content_type":"comment","title":null,"body_preview":"> Some small part of me has started to dread reading LLM output because I know what I’m going to find. False assumptions and hallucinations. Emphatic, staccato fragments.  Excessive emojis :sparkle:. ","author":"jedbrooke","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842011"},{"id":"6e962f8f-cda6-4afa-be77-344c2533af86","source":"hackernews","source_id":"48840077","content_type":"comment","title":null,"body_preview":"This is legitimately the reason I'm looking to leave programming.\nI got into programming because the problems of programming were interesting to me.  But if the problems go from \"figure out why this c","author":"Bratmon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840077"},{"id":"b99ce910-ae42-4079-a883-4a5d39fd9184","source":"hackernews","source_id":"48840117","content_type":"comment","title":null,"body_preview":"It sounds kind of like being stuck working with coworkers who--while not overtly hostile--need constant hand-holding and repeat the same kinds of mistakes every day and can't even be genuinely sorry a","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840117"},{"id":"71ebfe41-a76a-4402-90cd-0ab743336003","source":"hackernews","source_id":"48840503","content_type":"comment","title":null,"body_preview":"The reason I'm getting LLM burnout is from dealing with the obvious neutering and opaque downgrading of all the top models.\nPrior to the last 12mos AI companies were hell bent on squeezing out the bes","author":"canada_dry","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840503"},{"id":"83bc7248-f789-407e-85d7-ae6d8ed464a6","source":"hackernews","source_id":"48840080","content_type":"comment","title":null,"body_preview":"I do not have the burnout but I certainly operate similarly to the author. I continue to be unable to establish a workflow where allowing the LLM to generate code that I review is faster than writing ","author":"nzeid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840080"},{"id":"ce90fb65-243e-4a51-be52-40769d8d08c9","source":"hackernews","source_id":"48841557","content_type":"comment","title":null,"body_preview":"I am feeling very tired. Since I’ve started working with LLMs my output as a solo dev has easily gone up 20x. I’m closing client projects including ones that previously would have been far too ambitio","author":"springtimesun","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","self_reference","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841557"},{"id":"0a12939b-0a7e-4e3b-b0d2-992d623ddc63","source":"hackernews","source_id":"48840737","content_type":"comment","title":null,"body_preview":"I’m currently doing a project with someone who only uses LLMs, and it’s exhausting and mentally draining.\nWhenever I give feedback on something, the answer is just “let me tell Claude”. The person has","author":"woutr_be","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840737"},{"id":"4d02874b-7992-4b0f-856e-4956051f75cb","source":"hackernews","source_id":"48840215","content_type":"comment","title":null,"body_preview":"I've started feeling slightly physically ill when I read Opus output for hours straight. This article rings very true for me. I've started complaining about it with my team; at least have a personal s","author":"block_dagger","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840215"},{"id":"1ffcfc27-7331-4bbb-be6f-5726d0e984a8","source":"hackernews","source_id":"48840499","content_type":"comment","title":null,"body_preview":"From my experience, there are mainly 3 burnout reasons.\n1. Multi-tasking is the top one. I usually have to frequently switch between 3 to 5 agent windows which are on different things. It's extremely ","author":"treefry","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840499"},{"id":"a2d01480-3e30-4f58-876c-91fbf5417eb4","source":"hackernews","source_id":"48840162","content_type":"comment","title":null,"body_preview":"I don't think I have a \"burnout\", but LLMs are really exhausting due to amount of pressure they generate. No one is really pushing me to increase my workload, but at every moment there is always somet","author":"dpc_01234","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840162"},{"id":"1bda030d-04fd-4750-befb-ad0012dc6498","source":"hackernews","source_id":"48840880","content_type":"comment","title":null,"body_preview":"This is the dream of corporate authoritarians everywhere. The dystopian nightmare we all warned about because we saw it coming. \"Security\" is the \"think of the children\" fearmongering of the current e","author":"userbinator","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13692214103087738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840880"},{"id":"a46250e9-b739-4fac-9426-5f845395903d","source":"hackernews","source_id":"48840724","content_type":"comment","title":null,"body_preview":"Waiting for when one can't boot Windows without running snitch software which analyzes everything you do first to ensure you aren't a pedophile then that you aren't a terrorist then that aren't disloy","author":"michaelmrose","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840724"},{"id":"0525fce9-6b32-4139-a8b7-6084ecd66a63","source":"hackernews","source_id":"48840403","content_type":"comment","title":null,"body_preview":"It's a nice idea, but I wouldn't design any system on the assumption that a TPM needs to stay secure for the system to be safe. There's been so many exploits. We can consider the iphone as an R & D pl","author":"Uptrenda","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.058854152624563796,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840403"},{"id":"10ae86ef-727b-4f12-9e5a-6545c1a57b60","source":"hackernews","source_id":"48839501","content_type":"comment","title":null,"body_preview":"It would be a nice addition if big tech didn't abuse this to shove user-hostile software into devices which the user has paid for (like smartphones).. thanks to this attitude, whenever I see \"remote a","author":"zb3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","quoting_with_commentary"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839501"},{"id":"0b6ea29f-1e14-4ad9-b5b9-aa19cab80d71","source":"hackernews","source_id":"48840974","content_type":"comment","title":null,"body_preview":"Attestation of any type: A double edged sword, where you are guaranteed to lose freedom. Attestation entrenches, empowers, and enriches other entities that aren't you.\nIronic how this post got upvoted","author":"davidfiala","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840974"},{"id":"fe589d3c-c0ca-497b-8914-e4dd7e605acf","source":"hackernews","source_id":"48843742","content_type":"comment","title":null,"body_preview":"I don't understand how this stuff prevents me from MITM:ing the attestation and routing requests to another device that is clean and attested?  I.e. how do you know that the remote TPM belongs to the ","author":"marginalia_nu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843742"},{"id":"047c6bc9-0bb0-4e33-9101-64235e3472d4","source":"hackernews","source_id":"48841858","content_type":"comment","title":null,"body_preview":"Something worth calling out is that, as far as I've seen, most server TPM implementations are not great against physical access attacks. If servers might be physically compromised (eg. you are leaving","author":"whiatp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841858"},{"id":"97f9acfa-3cb5-4cf6-b908-20863c8b9dcd","source":"hackernews","source_id":"48843724","content_type":"comment","title":null,"body_preview":"> open explainer article\n> Uses a lot of acronyms without even saying what they stand for let alone an explanation\n> Article entirely unhelpful\nMany such cases","author":"DonsDiscountGas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843724"},{"id":"f9e341e0-b7bd-424c-8b81-eefe5daaa574","source":"hackernews","source_id":"48839592","content_type":"comment","title":null,"body_preview":">But what about attacks after boot? That’s your EDR’s problem. Trusted boot provides the bedrock to build a bunch of other primitives on top of. Including cryptographic proof your EDR is installed and","author":"nondescript2887","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839592"},{"id":"b5ad7161-ceb1-4cbf-88ff-37e4d4106b11","source":"hackernews","source_id":"48839730","content_type":"comment","title":null,"body_preview":"We use SPIFFE/SPIRE at work. It works well for our use case, remote embedded workflows that need to phone home.  It's very exacting: everything must be exactly right for the attestation to succeed. So","author":"imglorp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839730"},{"id":"f06804b9-9d52-41a6-b3fa-9bdf0ffacc2b","source":"hackernews","source_id":"48843343","content_type":"comment","title":null,"body_preview":"This is an incredibly nice technology that absolutely will be used to prevent you from using your computer as you wish.","author":"egorfine","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843343"},{"id":"846e9c58-09f0-4c18-8e01-f54fc88574f7","source":"hackernews","source_id":"48841810","content_type":"comment","title":null,"body_preview":"The German Healthcare System is moving to the TelematikInfrastruktur 2.0, which has foundations in Zero Trust security, which includes also remote attestation and proof with TPM.\nI had made a dummy cl","author":"madduci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841810"},{"id":"11244a35-4860-458e-806c-466efe3402c5","source":"hackernews","source_id":"48841961","content_type":"comment","title":null,"body_preview":"GrapheneOS has an implementation of this with their Auditor app. You can use their service or you can use another Android. No freedom lost, just security gained.\nhttps://attestation.app/about\nThere's ","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841961"},{"id":"720fc8af-9c54-44f1-9aae-5626806249fe","source":"hackernews","source_id":"48846612","content_type":"comment","title":null,"body_preview":"Have been using a \"rubber duck\" for decades to talk things through when there is no human available. By talking it out, it uses different neural pathways to help solve problems faster. My first rubber","author":"brucejackson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.08973837621936832,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846612"},{"id":"5bc229d3-2b5b-4ec0-94f4-3cb568eff4c0","source":"hackernews","source_id":"48840045","content_type":"comment","title":null,"body_preview":"If the data and code is all there, why not release the 5B weights?","author":"avaer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10625948737459091,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840045"},{"id":"310454f8-09fb-4b24-90f9-4a8f0d063853","source":"hackernews","source_id":"48839800","content_type":"comment","title":null,"body_preview":"It feels like playing on a very slow computer. Except that sometimes it just randomly decides you pressed the flip button. Really impressive.","author":"superkuh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839800"},{"id":"7da769ec-c117-4620-8f95-d857df9930d9","source":"hackernews","source_id":"48840005","content_type":"comment","title":null,"body_preview":"Where is the option to call all of my tm8s trash? That's an essential part of the experience!","author":"bschwindHN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840005"},{"id":"476dd688-d17e-4c06-af3f-a964fb1cf159","source":"hackernews","source_id":"48840625","content_type":"comment","title":null,"body_preview":"I feel like the data should have been generated by a much less predictable policy.\nIt often feels like the model is ignoring my inputs and just doing what it would expect the bot to do (which is unsur","author":"in-silico","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840625"},{"id":"9e99af19-816d-4642-bd43-d81673732429","source":"hackernews","source_id":"48843988","content_type":"comment","title":null,"body_preview":"The demo button, and most of the features mentioned, dont seem to work for me, on edge or chrome. Project sounds really interesting, so I wish I could try!","author":"RugnirViking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843988"},{"id":"70708df4-a6c0-46ec-8d46-dc57668febed","source":"hackernews","source_id":"48839923","content_type":"comment","title":null,"body_preview":"Hey all, happy to see this here! This was a colab between General Intuition (that I’m part of), Kyutai and Epic Games.\nYou can read plenty of details in the blog post and tech report but the TLDR is t","author":"MasterScrat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839923"},{"id":"b9437a62-8065-4f03-be66-f742b4c4f9f3","source":"hackernews","source_id":"48839723","content_type":"comment","title":null,"body_preview":"This was a much better experience than I expected. Rather unbelievable!\nSide-effect of the data: clearly the model is better than I normally am at playing, as it spontaneously did several things I had","author":"jorl17","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839723"},{"id":"1d0cb2e7-66ad-4215-9b6a-e3c71ff33d08","source":"hackernews","source_id":"48843329","content_type":"comment","title":null,"body_preview":"Pretty insane that you can get this close to the real thing this way.\nRocket league is one of my favourite games, and I'm pretty decent at it (rank champion 1). I kinda felt like my controller was a b","author":"amarant","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843329"},{"id":"c7901dd1-8610-4340-bd5c-046c8e992b00","source":"hackernews","source_id":"48842242","content_type":"comment","title":null,"body_preview":"Java the language is so good. too bad the entire ecosystem is worse than brain dead. overload controlled by xmls scattered all over the filesystem, most read at run time. the mvn-gradle-mvn-gradle-mvn","author":"iririririr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842242"},{"id":"33702ac4-0b41-4c8a-bd5a-13042e011f4e","source":"hackernews","source_id":"48843436","content_type":"comment","title":null,"body_preview":"I think that many people on startups miss this part of development, robust stable products that do what is expected from them.\nMost companies software should not move fast and break things but it shou","author":"Frieren","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843436"},{"id":"59327fb7-af7c-4c71-8b96-45abd82f0713","source":"hackernews","source_id":"48844413","content_type":"comment","title":null,"body_preview":"For those like me who hadn't heard of this here is Apache's own product description for context:\nApache Shiro™ is a powerful and easy-to-use Java security framework that performs authentication, autho","author":"zipy124","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844413"},{"id":"a40a5017-b73e-48b0-9b26-23db9c272d08","source":"hackernews","source_id":"48843567","content_type":"comment","title":null,"body_preview":"In my junior-to-mid days (ca. 2010) Apache Shiro seemed like a breath of fresh air compared to Spring Security in terms of ease of integration.\nGood to see it's still around.","author":"forkerenok","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843567"},{"id":"14919861-8f01-411f-adea-f3291effba50","source":"hackernews","source_id":"48843975","content_type":"comment","title":null,"body_preview":"I can not evaluate the claims made, but even if I am lenient and\nassume it is all true, to me it is still strange how a distribution\nbecomes so dependent on a single person or provider. I can't help\nb","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843975"},{"id":"500fd60c-8870-4025-8049-2fe40882868c","source":"hackernews","source_id":"48837838","content_type":"comment","title":null,"body_preview":"\"should have\" \"could have\". Geez. This was malicious. Take legal action already!","author":"fhn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837838"},{"id":"efb50fe0-fc2e-45b9-b08c-d40031b84414","source":"hackernews","source_id":"48842344","content_type":"comment","title":null,"body_preview":"interesting that i already had blocked github.com/davidebeatrici\nunfortunately i did not add a note at the time","author":"0123456789ABCDE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842344"},{"id":"c2a3040a-1fa9-4463-9c28-baa3623abb01","source":"hackernews","source_id":"48837185","content_type":"comment","title":null,"body_preview":"I feel like this is kinda sorta to be expected.\nEvery time someone actively approaches you with an offer to spend their real energy and lifetime on your thing, It's almost always about leverage in som","author":"hypfer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837185"},{"id":"5af49cc6-c05d-4cdd-b166-74c2fc7ffa30","source":"hackernews","source_id":"48840309","content_type":"comment","title":null,"body_preview":"I feel for the maintaners.  There is a push and pull here on OSS.\nHowever, I have made the choice to remove all my repos from the internet and self host in the face of LLM spam.\nBecause Im not depende","author":"deeprack4sure","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840309"},{"id":"1819e16b-7a9a-4b06-8c37-403ebef86e98","source":"hackernews","source_id":"48839420","content_type":"comment","title":null,"body_preview":"I had no idea mandriva/openmandriva still existed. I still have a mandrake cd somewhere, mostly because I cannot seem to be able to depart from physical media :)","author":"aforwardslash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839420"},{"id":"ff2b9766-c75e-4e5f-b593-3cab980dfef0","source":"hackernews","source_id":"48837535","content_type":"comment","title":null,"body_preview":"Nearly a month ago AUR malware happen, now this - it starts to feel like there's some organized attempt to paint Linux distros as dangerous.","author":"pndy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837535"},{"id":"4e7ff0a0-dd1a-4913-825b-b916e92d9c5f","source":"hackernews","source_id":"48843226","content_type":"comment","title":null,"body_preview":"In the Stagex Linux distribution it is not possible for any single person to release anything. We require multiple independent review and reproduction signatures from the maintainer team.\nWe strongly ","author":"lrvick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843226"},{"id":"35507e8a-9051-4953-b820-60b8093ca58d","source":"hackernews","source_id":"48836393","content_type":"comment","title":null,"body_preview":"How did it go from \"He even performed a backup/mirror of several dozen of our repositories.\" to \"He deleted part of our repository from GitHub. (..) [He published] an empty package in the cooker repos","author":"crote","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836393"},{"id":"9deba7df-9b6a-4077-9254-814e601cdf90","source":"hackernews","source_id":"48839804","content_type":"comment","title":null,"body_preview":"The blog doesn't provide enough details, if someone can shed light on how the pointing action gets translated to the lower level robot movement commands, that would be great!","author":"mosfets","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839804"},{"id":"9e41a9f6-b6f8-4215-b80e-e154210b965c","source":"hackernews","source_id":"48835081","content_type":"comment","title":null,"body_preview":"The multi-sensor comments are confusing. This issue is a command->semantic understanding problem, not a sensor fusion problem or trajectory planning problem per se.\nIt's not like the true depth of fie","author":"jvanderbot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835081"},{"id":"61f5bd73-b0ec-44b5-90ab-9f0833652e68","source":"hackernews","source_id":"48841605","content_type":"comment","title":null,"body_preview":"Mistral naming a robotics model Robostral is the most French thing since calling a high-speed train TGV. next up: Baguettestral for the baking automation division.","author":"luciana1u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","humor_and_sarcasm"],"bot_score":0.2517342051321893,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841605"},{"id":"90affae0-9402-4676-963c-bfd987fb50b8","source":"hackernews","source_id":"48833313","content_type":"comment","title":null,"body_preview":"Producing specific niche models for 100 year old industries that have mountains of data and warehouses full of folders will be the european take on AI.\nIt may come late but it‘ll be safe and reliable.","author":"jonash54","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833313"},{"id":"1417cecf-6d70-4b8f-932c-c6eaee0198a0","source":"hackernews","source_id":"48833088","content_type":"comment","title":null,"body_preview":"Robots handle clean labs well; messy real‑world environments are still the real bottleneck.","author":"skaiuijing","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833088"},{"id":"5d3dcdb4-b556-4453-beed-8837b86bd3ac","source":"hackernews","source_id":"48833487","content_type":"comment","title":null,"body_preview":"If you're wondering what prevents or mitigates AI hallucinations on the AI layer from replicating or acting out on the physical layer look up QNX.  They manage the deterministic reasonin gof robotics.","author":"LurkandComment","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833487"},{"id":"67ffab0f-b785-4cc7-8843-d8d8951cf9d3","source":"hackernews","source_id":"48833229","content_type":"comment","title":null,"body_preview":"Maybe their LLMs are not the best but design is top-notch!","author":"heyheyhouhou","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833229"},{"id":"3edd4a65-4888-4b37-be25-0ace8b290107","source":"hackernews","source_id":"48839498","content_type":"comment","title":null,"body_preview":"What are the possibilities for adding more high level tasks like \"pick up the [arbitrary thing]\"? I assume it's 100 times harder to deal with hands and arms in a generic way. But maybe for grippers wi","author":"ilaksh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.18271509572897426,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839498"},{"id":"88aaa8b1-f177-46cc-972f-083ed7a04496","source":"hackernews","source_id":"48837449","content_type":"comment","title":null,"body_preview":"That is so awesome. I wish I had that 11 years ago during my Microsoft Research Internship. I had a NAO robot (from another great French company) and it walked to employees to motivate them to do some","author":"BrandiATMuhkuh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837449"},{"id":"e3c9fe72-97d6-48d2-b6d8-3c38ff575544","source":"hackernews","source_id":"48833139","content_type":"comment","title":null,"body_preview":"Ok, this is really cool. The fact that the robot can use pointing to decide where to go is a great design decision, and robotics really is the next frontier. Definitely cheering on Mistral here!","author":"ImageXav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833139"},{"id":"7aaf462e-a866-4f02-b311-c71b4d9e73cc","source":"hackernews","source_id":"48836193","content_type":"comment","title":null,"body_preview":"Nice. The robot can travel autonomously to a table tennis or chess tournament against other robots while humans are scrubbing the kitchen floor.","author":"tracekl","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836193"},{"id":"9328fae2-a04e-4075-bfcf-17e26c0be836","source":"hackernews","source_id":"48833213","content_type":"comment","title":null,"body_preview":"> achieves 76.6% on R2R-CE (Room-to-Room in Continuous Environments)\nI would like to know what it did the other 23.4% of the time!","author":"mil22","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.18290494055453313,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833213"},{"id":"9079908d-2e64-4e57-bcf4-a4d1a18ab9ba","source":"hackernews","source_id":"48832870","content_type":"comment","title":null,"body_preview":"I'm ready for my home helper robot that makes dinner and does the dishes and takes out the trash.\nBut I'm scared for when those home helpers get drafted to fight in wars, either for or against me...","author":"montroser","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832870"},{"id":"ba85235a-7317-4a9d-8979-ec3f782366c3","source":"hackernews","source_id":"48837056","content_type":"comment","title":null,"body_preview":"I'm impressed, because it is so minimalistic.\nOn the other hand it reminds me of 2010ish robotic demo videos from academic researchers and willow garage.\nProblem with robotics is usually that it's eas","author":"aktenlage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837056"},{"id":"daf772e6-a545-43fd-84ab-610e7d99f7b1","source":"hackernews","source_id":"48832667","content_type":"comment","title":null,"body_preview":"Mistral seems to be going wide and niche. Could be a smart strategy going forward.","author":"Gecko4072","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832667"},{"id":"fb6c2698-b88b-472c-b2c9-1fb88a2bafe3","source":"hackernews","source_id":"48846905","content_type":"comment","title":null,"body_preview":">> State-of-the-art performance on R2R-CE\nTo be clear, R2R-CE is a benchmark consisting of simulated environments.\nSo what this means is that beating this benchmark is about as useful as getting a rob","author":"YeGoblynQueenne","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency","synthetic_empathy"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846905"},{"id":"14762801-7385-40d0-a33c-42660be6e560","source":"hackernews","source_id":"48834108","content_type":"comment","title":null,"body_preview":"This is very cool. Congratulations to the Mistral team. Map less navigation in the outside world  has been around for quite a while. But map less navigation inside the buildings is relatively new. Som","author":"dwa3592","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.11039529501188579,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834108"},{"id":"8e3bb7d7-c22d-4391-8d9d-8823f0e8f7b7","source":"hackernews","source_id":"48833472","content_type":"comment","title":null,"body_preview":"This looks to not be an openly available model, but I think if it were, availability of an easy single-camera navigation setup could allow for a lot of cool hobbyist projects.","author":"humanperhaps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_overqualification","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833472"},{"id":"28e63821-83fc-4d15-a3ce-5d9eb5cd2e03","source":"hackernews","source_id":"48835257","content_type":"comment","title":null,"body_preview":"What is the realistic path to getting to play with this? I would love to hook this up to OpenClaw for hobbyist exploration. My dream has been to embody OpenClaw into a farm robot (been looking at adap","author":"HanClinto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835257"},{"id":"f99c4753-60a5-46d6-9eae-07ba9a71dd80","source":"hackernews","source_id":"48833367","content_type":"comment","title":null,"body_preview":"It's implied, and I'm hoping it's true, that this is a map-less navigation. Which is impressive. This kind of task is much easier if you have a pre-captured map of the environment, but if they are doi","author":"iandanforth","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833367"},{"id":"db80f31d-f45b-4658-a4bc-24b8164a47a9","source":"hackernews","source_id":"48832604","content_type":"comment","title":null,"body_preview":">Americans also get much less of their news through reading than they once did. In 1975, about half of 20-somethings said they read the newspaper every day. Today less than 10 percent do.\nMost of the ","author":"aboardRat4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11458105075651115,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832604"},{"id":"c0c6b7d1-5ea7-4f42-80ec-7087b2a3db28","source":"hackernews","source_id":"48832661","content_type":"comment","title":null,"body_preview":"“A Clockwork Orange” as “Old English” is an amusing anecdote, but it might be worth noting that the novel is written in deliberately nonstandard English mixing in Russian words, so it might be nontriv","author":"microtherion","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_on_quote","semantic_specificity","hedge_stacking"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832661"},{"id":"a2db9586-36f6-4d34-8047-840885b884e8","source":"hackernews","source_id":"48837820","content_type":"comment","title":null,"body_preview":"A few years ago I realized I hardly read books any longer.  I maybe read a few books a year.  I made an effort to start reading and read around 50 a year for a few years.  That has dropped quite a bit","author":"blightful","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837820"},{"id":"131d709c-78b1-4e7a-a5a3-ad055cb22403","source":"hackernews","source_id":"48835096","content_type":"comment","title":null,"body_preview":"It's more than reading. Peoples' patience for long-form anything is dying, and I'm guilty too. Too often I'm on my phone with a movie playing in the background. When it ends, I can't even tell you wha","author":"zjp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835096"},{"id":"d43c84ab-b524-4ed4-beba-ae1d6d3de056","source":"hackernews","source_id":"48833557","content_type":"comment","title":null,"body_preview":"I read non-fiction all day long.  I'm sure you do too.  Even as a kid I was never really interested in fiction.  I'd rather read the encyclopedia.","author":"snarfy","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_preference","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833557"},{"id":"86164eb2-b7e7-4277-9ab1-723f5b03c789","source":"hackernews","source_id":"48834743","content_type":"comment","title":null,"body_preview":"As a non-fiction author, I find myself reading a lot of non-leisure material for research--books, old newspapers, and that sort of thing. A few years ago I noticed that my leisure reading was on the d","author":"DamnInteresting","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834743"},{"id":"a2ba76eb-1d4b-4f5d-a4eb-d19b220f686c","source":"hackernews","source_id":"48834722","content_type":"comment","title":null,"body_preview":"One thing that helped my friends and I really enjoy reading again is book clubs! Since the start of Covid, I've personally run ~3 books clubs with different people where we all vote on a book together","author":"FumblingBear","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834722"},{"id":"a3626436-6440-4874-8cde-5b7f8aa3f99d","source":"hackernews","source_id":"48832382","content_type":"comment","title":null,"body_preview":"I refuse to believe that the decline of our education system is some inevitable, intractable problem.","author":"ashleyn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832382"},{"id":"dc0aacf5-664d-4176-a5ab-3247a5851722","source":"hackernews","source_id":"48832509","content_type":"comment","title":null,"body_preview":"It's been my impression that classic literature is going the same way as painting and other forms of high art.\nIt was certainly a great display of human intellectual prowess and artistic capacity in b","author":"lp4v4n","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","opinion_without_over_qualification","natural_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832509"},{"id":"982ed0ce-f175-426f-9fe0-b2b7a86d018b","source":"hackernews","source_id":"48831324","content_type":"comment","title":null,"body_preview":"For me, reading used to be a way to enjoy part of my free time.\nNowadays is still that but it’s also a way to relax. Even though I don’t have accounts in the main social media networks (instagram, fb,","author":"sdevonoes","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831324"},{"id":"494a5932-0524-426c-86c3-83be63ecc44a","source":"hackernews","source_id":"48834270","content_type":"comment","title":null,"body_preview":"Ursula K. Le Guin on this in 2008: https://harpers.org/archive/2008/02/staying-awake/","author":"Arubis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834270"},{"id":"9dd1ea6d-9969-4edf-935e-38e3961ac12f","source":"hackernews","source_id":"48834009","content_type":"comment","title":null,"body_preview":"> Margaret Rennix, Harvard’s assistant director for humanities and social-sciences support, told me she’d spoken with a student who was struggling to read a book written in Old English. The culprit: A","author":"bkandel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834009"},{"id":"019cd3d7-98ef-4665-b886-89a3bc03d1fe","source":"hackernews","source_id":"48832606","content_type":"comment","title":null,"body_preview":"> Gambling has become a more common leisure activity than reading a book\nI feel like if it took me 20hr to place a bet I'm probably not doing much of that either.\nAnecdotal, but my 7y/o loves reading.","author":"quasiperfectus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832606"},{"id":"6a3be0e2-e762-4a58-9b98-4be4b5795b78","source":"hackernews","source_id":"48833587","content_type":"comment","title":null,"body_preview":"This is a nit-pick, and I agree with the long arc of this article. (And it is very well-written, to boot). But, on this phenomenon,\n> Last year’s top-selling novel was Sunrise on the Reaping, the late","author":"lynndotpy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833587"},{"id":"8c645ad5-7b36-4761-b1ed-4493cec428de","source":"hackernews","source_id":"48832431","content_type":"comment","title":null,"body_preview":"> Adult-literacy scores have also dropped: Nearly 30 percent of American adults cannot paraphrase or make inferences from a multipage text. In 2017, that number was less than 20 percent.\nShrinking the","author":"apparent","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832431"},{"id":"9b1db8a5-9637-477e-8ffe-7d9ad39952ad","source":"hackernews","source_id":"48833825","content_type":"comment","title":null,"body_preview":"GenX here... I thought this was a great read. I still hope for a young rebellion against the forces the presented in the article. And the author does point out some reasons to hope.\nPersonally, I read","author":"beej71","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833825"},{"id":"a9640147-3864-4ae4-97ad-bcc087ea7a90","source":"hackernews","source_id":"48832404","content_type":"comment","title":null,"body_preview":"This is not a fair comparison:\n> Only 38 percent read a novel or short story... The proportion of Americans who read for pleasure on any given day fell from 28 percent in 2004 to 16 percent in 2023...","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832404"},{"id":"fdd7390e-d21a-4cdd-8b56-9e1b0246887b","source":"hackernews","source_id":"48831347","content_type":"comment","title":null,"body_preview":"I was somewhat surprised to find out that illiteracy does not mean that someone needs to be a total (or near) analphabet - but rather that it is a broad and wide spectrum. I always imagined that “teen","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831347"},{"id":"3559bf0e-f50c-4445-9378-5fb924e165ec","source":"hackernews","source_id":"48832491","content_type":"comment","title":null,"body_preview":"We were in an age of reading? I gave up about 10 years ago on people as readers. I have recommended so many books and articles to software people over the years and it's honestly depressing how many p","author":"_doctor_love","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12392818365557738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832491"},{"id":"9dd656a9-ae0d-4df0-8f51-ca66f8540a16","source":"hackernews","source_id":"48833841","content_type":"comment","title":null,"body_preview":"You would be surprised just how quickly you can re-learn the focus to enjoy long-form writing and novels. Much like exercise, don't let your ego get in the way. Find something you enjoy, even if it's ","author":"everdrive","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833841"},{"id":"8486e509-f029-4474-a405-0806440055ff","source":"hackernews","source_id":"48842525","content_type":"comment","title":null,"body_preview":"I maybe have encountered a bug? Got a popup asking if I want to take severance but I was already laid off (for a few turns before the popup).\nRAT RACE #2 · ESCAPED \nout in 15y 3q with $1.47M · peak bu","author":"Coneylake","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842525"},{"id":"6c30eb1d-a5a6-416a-aa45-7fe5b2e1d501","source":"hackernews","source_id":"48843635","content_type":"comment","title":null,"body_preview":"In the 80s, something like this was a bona fide video game you could buy in stores:\nhttps://en.wikipedia.org/wiki/Executive_Suite_(video_game)\nVery good too, actually, assuming you enjoy the premise o","author":"Michelangelo11","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_example"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843635"},{"id":"81f6046b-1cfc-4d56-9936-cc3bea6fb7e5","source":"hackernews","source_id":"48838299","content_type":"comment","title":null,"body_preview":"I wish I could laugh at this. It hits a little too close","author":"chknkachunga","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838299"},{"id":"cd006a81-bb19-4ef3-ba10-79d33e34f9e1","source":"hackernews","source_id":"48837443","content_type":"comment","title":null,"body_preview":"Nice! Had a burnout, a kidney stone and was laid off before even hitting 25! Sounds about right.","author":"DoctorDabadedoo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837443"},{"id":"5bb39dc1-a02d-485a-9051-3aa745a525d7","source":"hackernews","source_id":"48842616","content_type":"comment","title":null,"body_preview":"RAT RACE #2 · ACQUIRED \nsold the company at 49 · walked away with $3.88M · peak burnout 88%\nhttps://www.abeyk.com/escape-the-rat-race/","author":"jerrycat101","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","personal_anecdote_summary"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842616"},{"id":"4dd3fecd-5dfa-45c5-9971-61078516cabc","source":"hackernews","source_id":"48844523","content_type":"comment","title":null,"body_preview":"Do you feel like it is accurate? Sounds like life is about getting rich or die, no in between.\nWhat about doing something meaningful like, how they say, fix grandma's printer...","author":"hamburgererror","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844523"},{"id":"75c6e48b-887a-427e-be93-cb15f579b1d7","source":"hackernews","source_id":"48839004","content_type":"comment","title":null,"body_preview":"It'd be cool to have a mode where you input your current base / age / networth and simulate forward.","author":"henry2023","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839004"},{"id":"53305915-4f43-4274-8bc8-8195267f6b1f","source":"hackernews","source_id":"48837583","content_type":"comment","title":null,"body_preview":"Neat, but font choice makes it extremely hard to read the text on mobile. Even harder when it's under the CRT style screen effect.","author":"gh0stmach1ne","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837583"},{"id":"8cfda140-3821-4793-8365-bab393e188e5","source":"hackernews","source_id":"48838923","content_type":"comment","title":null,"body_preview":"Automatic lifestyle creep with promotions? Well, it's definitely not a FIRE simulator.","author":"Calazon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838923"},{"id":"b04e55ca-fb4d-4b93-987f-b1f07d9a75b2","source":"hackernews","source_id":"48837970","content_type":"comment","title":null,"body_preview":"RAT RACE #1 · ACQUIRED \nsold the company at 27 · walked away with $13.32M · peak burnout 84%\nGotta go grind out some AI B2B Agentic project now...","author":"DhawalModi","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837970"},{"id":"f240de37-2aee-4fd2-ad74-1f7dfa215423","source":"hackernews","source_id":"48839863","content_type":"comment","title":null,"body_preview":"“You shipped the Al feature. It is a wrapper around an API wrapper around an API. Stock +9%. You feel nothing.”\nAnyone else in the club?","author":"angrydev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839863"},{"id":"4b4f641e-2b1b-4920-9843-82b2626e1a3e","source":"hackernews","source_id":"48837624","content_type":"comment","title":null,"body_preview":"RAT RACE #1 · DECEASED* \n*dead at 25 · $164k unspent · the on-call rotation already updated","author":"sscaryterry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11770860997421705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837624"},{"id":"ff5ef05a-d7c5-43a9-9ff0-cf4be7762eed","source":"hackernews","source_id":"48838807","content_type":"comment","title":null,"body_preview":"The rate of success of side projects seems unrealistically high.  Yeah, I know, it's the YC dream, but even acquisitions where the founders walk away with a few million dollars are rare enough, right?","author":"rgmerk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838807"},{"id":"93dd06cc-4d00-471d-bd44-ce51aa466dd1","source":"hackernews","source_id":"48837687","content_type":"comment","title":null,"body_preview":"Game seems to be heavily weighted towards building side projects. If only you could build a single side project without raising any funds and get acquired for 10M with an 80% cut...","author":"xmprt","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837687"},{"id":"d0782e95-75ac-4b86-ad28-a720cbefae5a","source":"hackernews","source_id":"48837411","content_type":"comment","title":null,"body_preview":"Really fun project, but doesn't take ageism into account, it gets easier the further you get whereas it should get be getting harder in certain ways","author":"pantelisk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837411"},{"id":"177785fa-52eb-489c-863c-c383c5f479be","source":"hackernews","source_id":"48839450","content_type":"comment","title":null,"body_preview":"When thinking about years of work until financial independence, its worth understanding the impact that savings rate has - the fraction of post-tax income remaining to invest in growth assets after ex","author":"shoo","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","synthetic_empathy"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839450"},{"id":"0ba9ccf2-8758-4aec-84b9-4d6d1972ed31","source":"hackernews","source_id":"48837977","content_type":"comment","title":null,"body_preview":"Maybe add a non-US-citizen mode where if you are ever unemployed for more than 2 cycles you lose, unless you already have a side project with enormous traction\nAnd if you are a US citizen and get rand","author":"qurren","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.18542314295050644,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837977"},{"id":"62ef22c9-1ab1-45d1-ad2c-43fa17de5e32","source":"hackernews","source_id":"48838301","content_type":"comment","title":null,"body_preview":"I don't know if I should feel sad or laugh at the pain at the same time lol.\nwhat a wonderful way to reflect reality for a good population of devs.\nyou can hack the game i.e real life\n1. live in a che","author":"dzonga","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","false_specificity"],"bot_score":0.1354767896487076,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838301"},{"id":"462e27da-ca91-443b-b700-85d32b9db9da","source":"hackernews","source_id":"48851048","content_type":"comment","title":null,"body_preview":"Would it be able to swap models on demand with this?","author":"zoobab","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851048"},{"id":"f929397f-7f06-4c4e-8ece-934b2433f6eb","source":"hackernews","source_id":"48840472","content_type":"comment","title":null,"body_preview":"I really need to put some of these techniques to the test with Metal Fatigue.","author":"protocolture","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840472"},{"id":"9ead1b3d-2b6f-4b7a-aab3-77838efb4269","source":"hackernews","source_id":"48842581","content_type":"comment","title":null,"body_preview":"A bit off topic, but a very nice niche YouTubers \"SardonicSays\" posted a great Retrospective about MechCommander yesterday.\nhttps://www.youtube.com/watch?v=8CVvOWlfl1U","author":"notrealyme123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","specific_reference"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842581"},{"id":"782e8827-f525-4fb0-9a7f-4bf134d40a1a","source":"hackernews","source_id":"48841952","content_type":"comment","title":null,"body_preview":"It just hit me, in 2026, that MeshCommander [1] (the Intel AMT remote management tool) is probably a homage naming after MechCommander.\nCame here excited that MeshCommander is maintained again.\n[1] ht","author":"close04","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise","original_commentary_around_quote"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841952"},{"id":"fd8b5b19-8dd2-4339-b4e7-e7e0672372e7","source":"hackernews","source_id":"48840490","content_type":"comment","title":null,"body_preview":"I wish they would release MC1 source the way they did with MC2.","author":"tangenter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.29659213179880206,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840490"},{"id":"3e24a0b1-0160-4e99-a1bf-9c1c942c4795","source":"hackernews","source_id":"48841705","content_type":"comment","title":null,"body_preview":"Dear god I loved this game when it came out. It was hard.","author":"iamacyborg","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841705"},{"id":"1140ebc9-e0b4-44b5-9e3d-99d15e03525e","source":"hackernews","source_id":"48841234","content_type":"comment","title":null,"body_preview":"I never played this game! I didn't realize there was a RTS after Crescent Hawk's revenge. I'm looking at the MC2 source code now... it looks like there is a Linux port, meaning could probably get it w","author":"blobbers","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841234"},{"id":"ce5fc340-17be-4cf8-bb4b-2bcffea2740f","source":"hackernews","source_id":"48840773","content_type":"comment","title":null,"body_preview":"Now let's see this working for Darkest Hours. ;)\n(Assuming they didn't fix it themselves, it is a pretty big overhaul to MC1)\n99% sure it should work fine for (Exodus and Turncoat), (X-Ray and DSC Rai","author":"Night_Thastus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840773"},{"id":"4091c06e-dbc4-47d7-8599-8109e0a92c96","source":"hackernews","source_id":"48840460","content_type":"comment","title":null,"body_preview":"Great writeup!  Vividly remember this being a thing especially in multiplayer. What was that janky match matching service, MSN something?\nAlso a really underrated game, the mechanics  (line of sight o","author":"golden-face","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840460"},{"id":"e75b258d-d255-408d-93a2-66d86e5d7c61","source":"hackernews","source_id":"48844052","content_type":"comment","title":null,"body_preview":"I wonder if all those different heavy shenanigans are just to get the hollander's gauss/hunchback autoconnon in the right torso by default.\n(original Mechcommander is still the best of the series, eve","author":"efromvt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","original_commentary"],"bot_score":0.0784174497806276,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844052"},{"id":"3f6d0e5e-028b-4c4c-b04c-3a875cb469d0","source":"hackernews","source_id":"48840383","content_type":"comment","title":null,"body_preview":"If you need a compact byte -> bit lookup table on x86, consider using the memory form of the bit test (BT) instruction.","author":"pkhuong","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840383"},{"id":"5751b328-5ee6-4554-8828-9e18d8dae43b","source":"hackernews","source_id":"48840032","content_type":"comment","title":null,"body_preview":"This is cool, maybe \"target left arm\" implies that it's your left, when targetting them and you're facing each other. So, their right arm.","author":"derac","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840032"},{"id":"ed9107fb-0e69-4a0f-9caa-8cb53d727e6f","source":"hackernews","source_id":"48841618","content_type":"comment","title":null,"body_preview":"I wonder if the board game materials have rules or guidance about where equipment goes? I dunno how close the computer games stick to the board game materials though.","author":"toast0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841618"},{"id":"38c31221-d52d-41a2-91c5-62a38923ace1","source":"hackernews","source_id":"48840202","content_type":"comment","title":null,"body_preview":"Oh man this was my biggest pet peeve with mechcommander as a kid, thanks for fixing it!","author":"20k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840202"},{"id":"9a47f923-d3e9-49ee-b5e5-2e3e2d16a2df","source":"hackernews","source_id":"48846059","content_type":"comment","title":null,"body_preview":"I have forever been confused by 'left' and 'right'. It takes me a few seconds of deliberate thinking to get it right.\nSo in one of my first piece of software that I wrote for real money I had two func","author":"srean","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote_with_specificity","natural_digression","absence_of_ai_signals"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846059"},{"id":"8260f018-7d32-42d3-a8a1-39c16c6273c4","source":"hackernews","source_id":"48852200","content_type":"comment","title":null,"body_preview":"It disappeared for me aswell! Tho its present on the Web Claude","author":"pedrotyppe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852200"},{"id":"0fa9f0af-2731-46b6-93ea-b3ebce42e601","source":"hackernews","source_id":"48853323","content_type":"comment","title":null,"body_preview":"I am still seeing the Fable message on the Claude CLI (2.1.205)","author":"ejdyksen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853323"},{"id":"cccb65a1-8ddd-49dc-8d52-a57b1d19a765","source":"hackernews","source_id":"48840592","content_type":"comment","title":null,"body_preview":"It's still shocking to me that the approach taken wasn't to have Claude write a tool that translates Zig to Rust. I imagine it would've been cheaper, deterministic, and each iteration would produce a ","author":"smasher164","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840592"},{"id":"097e0236-427f-46d5-a5f8-65b3e74e14f2","source":"hackernews","source_id":"48839235","content_type":"comment","title":null,"body_preview":"I was fairly skeptical about the rewrite when news about it first started going around, and I still don't plan on switching anything to use the Bun rewrite anytime soon, but I appreciate how detailed ","author":"achristmascarl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_and_stance","personal_experience_or_observation","synthetic_empathy","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839235"},{"id":"0d71a6a4-eb9e-4a4b-8d7c-e7a8dd855069","source":"hackernews","source_id":"48843094","content_type":"comment","title":null,"body_preview":"I tried Bun for a weekend around Christmas 2024. I quickly hit a bug that would freeze the runtime (issue #13237) when piping a stream into a file. I found that this had been open since August 2024, s","author":"waysa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinion"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843094"},{"id":"42eb846c-2d33-479d-a5c5-90bcf130b733","source":"hackernews","source_id":"48844798","content_type":"comment","title":null,"body_preview":"Putting on my machine learning PhD student hat, the way to do this was to leave 10% of the tests out as a ‘test’ set and then once the port was done, bring them back in and find out how good the port ","author":"QuadmasterXLII","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844798"},{"id":"0be59de9-0bde-43cf-8073-d825bcf54825","source":"hackernews","source_id":"48838478","content_type":"comment","title":null,"body_preview":"> Claude Code v2.1.181 (released June 17th) and later use the Rust port of Bun.\nIt seems the reports of Bun's death have been greatly exaggerated.","author":"bel8","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1163831237300084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838478"},{"id":"8f34072d-d17c-45f5-b061-aa7692ae1c1e","source":"hackernews","source_id":"48838740","content_type":"comment","title":null,"body_preview":">Combined with the Rust rewrite, ICU changes, and identical code folding, Bun's binary size shrinks by ~20% on Linux & Windows.\nPeople who are surprised by this probably has not seen what Zig code act","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09820850091788758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838740"},{"id":"09928f0a-8461-4fb4-9574-84a697925936","source":"hackernews","source_id":"48838002","content_type":"comment","title":null,"body_preview":"One thing that I found interesting is that most of the discourse surrounding the topic happened with the assumption that the rewrite was happening with an Opus-like model, and not with Fable. Those as","author":"thevinter","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838002"},{"id":"7be1550d-ba50-4b20-b95b-c983a02c293d","source":"hackernews","source_id":"48839096","content_type":"comment","title":null,"body_preview":"I've always felt [0] the people who created Bun had, as their first and foremost goal, a desire to use Zig--and that's great, I like Zig, I like when people build things their own way.\nHowever, I've b","author":"Buttons840","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","analogy_use","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839096"},{"id":"cfd0ac58-92e3-42bc-8be4-3c0be99eb846","source":"hackernews","source_id":"48839199","content_type":"comment","title":null,"body_preview":"> Historically, rewrites are a terrible idea.\nThis changed for me over the last 5 years.\nThe first scenario was joining a company where a software product barely worked. We did the traditional increme","author":"nzoschke","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08725194435441246,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839199"},{"id":"97897b5b-1f59-4b85-bf56-12e4ad224bcb","source":"hackernews","source_id":"48838858","content_type":"comment","title":null,"body_preview":"Every time I've rewritten a major project I've made it smaller and faster while fixing all the major bugs and most of the minor ones. My current team has had similar experiences. I'd be curious to see","author":"hansvm","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838858"},{"id":"d2f6df92-87c6-4afc-8bec-f3af15b0c475","source":"hackernews","source_id":"48839786","content_type":"comment","title":null,"body_preview":"In what ways does Anthropic use Bun? I know it's used as the \"runtime\" for Claude Code, but rather than porting a million lines of Zig to Rust, why not just port Claude Code to rust and not need to bu","author":"losvedir","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839786"},{"id":"bc452648-0308-421e-b891-3500202ea52a","source":"hackernews","source_id":"48838726","content_type":"comment","title":null,"body_preview":"That's the power of a strong test suite. LLMs excel when you have verifiable rewards. I imagine we'll get a lot more rewritten in rust projects in the future. Rust is also an ideal target for such rew","author":"theLiminator","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838726"},{"id":"148a806c-2d72-4842-a10a-8890049ae48b","source":"hackernews","source_id":"48843896","content_type":"comment","title":null,"body_preview":"\"The blog post is expertly written. It's almost like the marketing department of a trillion dollar company has a lot of money riding on this article.\"\n-- Andrew Kelley\nhttps://andrewkelley.me/post/my-","author":"dwdz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","external_reference"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843896"},{"id":"e3c94426-d65e-4d02-9ed5-4f17144a57d0","source":"hackernews","source_id":"48839579","content_type":"comment","title":null,"body_preview":"Personally I don't care that they used AI to rewrite Bun to Rust. Even if 1.4 is not good enough it will probably get better over time.\nWhat has pushed me back to Node is seeing how amateurish the tra","author":"pier25","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.11680043264479147,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839579"},{"id":"00ab723a-8e47-4db3-bb42-f69a5376e6c7","source":"hackernews","source_id":"48842897","content_type":"comment","title":null,"body_preview":"To add more context around lifetime errors and TigerBeetle's particular style guide:\n>Many projects opt to answer these kinds of questions through a style guide. TigerBeetle's TigerStyle is an example","author":"matklad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842897"},{"id":"f43b477e-d8f1-4032-86f5-4714b040eb8a","source":"hackernews","source_id":"48839234","content_type":"comment","title":null,"body_preview":"> This Rust rewrite would've taken a team of engineers with full-context on the codebase a year of work. With 1 engineer using Fable & closely monitoring Claude Code, we went from start to 100% of the","author":"dabinat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839234"},{"id":"1f2f7223-7ace-41d3-9dad-c624caf50a2e","source":"hackernews","source_id":"48838232","content_type":"comment","title":null,"body_preview":"Without commenting on Bun itself as a project, or the nature of the rewrite, it can't be good for Zig that a naive rewrite away from it fixed memory leaks, improved stability, shrunk binary size by 20","author":"Philpax","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23263662350947348,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838232"},{"id":"92286ca9-3f25-4427-8fb5-a7b72be1c65a","source":"hackernews","source_id":"48845132","content_type":"comment","title":null,"body_preview":"It's very odd how quickly people fall back on emotional claims to attack this. Like we're engineers, if you can point at concrete problems with this rewrite I'd love to hear them. Obviously Jared is g","author":"padjo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845132"},{"id":"2584a237-7c4f-46d8-a003-998ac55f5330","source":"hackernews","source_id":"48839466","content_type":"comment","title":null,"body_preview":"I think the important thing is this is much cheaper than hiring a software engineering team. They could have hired me for 200k and I could not do this in a year. I do not have the context, and I do no","author":"sashank_1509","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness","false_specificity","polished_first_draft","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839466"},{"id":"4be15124-26ae-41f8-8ebd-78c658d609e2","source":"hackernews","source_id":"48839116","content_type":"comment","title":null,"body_preview":"Article did a decent job of showing discipline and care and human involvement to assert the automated rewrite was done diligently, as best as it can be when using AI for it. I does make me feel a bit ","author":"didibus","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","over_qualification"],"bot_score":0.156700069336271,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839116"},{"id":"690f9a5d-04e5-4d59-b62f-9d626b73d0cf","source":"hackernews","source_id":"48851803","content_type":"comment","title":null,"body_preview":"I mean Facebook is already listening to all your conversations right?","author":"ninju","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851803"},{"id":"cce56b19-1899-4fc9-be4b-6c6bf29ea999","source":"hackernews","source_id":"48847299","content_type":"comment","title":null,"body_preview":"I love weird web stuff! These forms are really fun. I do think both have their place. Sometimes I just want it to get out of the way without too much cognitive overload, and looking visually boring an","author":"zzaner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847299"},{"id":"5bd4a1f8-6648-4981-a72f-9758b212dec8","source":"hackernews","source_id":"48852227","content_type":"comment","title":null,"body_preview":"Discussions:\n(491 points, 9 months ago, 495 comments) https://news.ycombinator.com/item?id=45590900\n(507 points, 5 months ago, 697 comments) https://news.ycombinator.com/item?id=46977175","author":"gnabgib","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1701388888888889,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852227"},{"id":"0b10be2d-2532-45d3-8913-03bb441341d2","source":"hackernews","source_id":"48847066","content_type":"comment","title":null,"body_preview":"With a name like Galena it’s no wonder they found lead there! /ducks","author":"horacemorace","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","humor_with_pun","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847066"},{"id":"8f60afe0-f6f8-4a54-b679-6c59a8bb61ce","source":"hackernews","source_id":"48846754","content_type":"comment","title":null,"body_preview":"Saw the Bonnie Clide one on that site, damn she had her finger on the trigger shotty pointing at his gut, he don't pay no mind, eyes locked onto hers.","author":"ge96","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846754"},{"id":"6e9c820d-abbc-40b3-b123-dcfe750238e3","source":"hackernews","source_id":"48845531","content_type":"comment","title":null,"body_preview":"I grew up in Joplin, MO which is part of this mining area.  The remnants of that industry have left this region highly polluted.  Much of the soil in these towns is contaminated and some places like P","author":"fowkswe","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845531"},{"id":"34d1320d-98cf-4296-8c2f-091a666707e2","source":"hackernews","source_id":"48846072","content_type":"comment","title":null,"body_preview":"I consulted in IT for ~10 years, and tried to take interesting jobs in interesting industries, after burning out in big healthcare. One of the more interesting gigs I took was working for a lead smelt","author":"FloayYerBoat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846072"},{"id":"e669b8d2-4747-433d-8584-a6dfd5f312e2","source":"hackernews","source_id":"48845594","content_type":"comment","title":null,"body_preview":"I live near Galena, IL, which also part of a tri-state (IL, IA, WI) which itself is part of the Driftless Area. Our mineral and mining boom started in the 1820s and I think was much reduced by the 186","author":"eschulz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845594"},{"id":"6f09bb9e-b295-41ab-8fc6-0c77bf7d052d","source":"hackernews","source_id":"48840996","content_type":"comment","title":null,"body_preview":"From a computer science POV, it's spooky how Turing-completeness arises spontaneously out of the most mundane data-processing machines. You look at UTS#35, see \"Transforms provide a set of rules for t","author":"quotemstr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840996"},{"id":"4b6ed332-bdad-46db-bd42-31b6b7b2455f","source":"hackernews","source_id":"48841904","content_type":"comment","title":null,"body_preview":"At another layer :\nLlama.ttf: A font which is also an LLM\nhttps://fuglede.github.io/llama.ttf/\nhttps://news.ycombinator.com/item?id=40766791 (June 23, 2024)","author":"dalf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841904"},{"id":"2a667b9a-2dbb-425b-bb41-1fca13147456","source":"hackernews","source_id":"48840206","content_type":"comment","title":null,"body_preview":"reminded me of the PowerPoint Turing Machine\nhttps://www.youtube.com/watch?v=uNjxe8ShM-8","author":"sgjohnson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840206"},{"id":"e6102b4c-aacf-481a-b643-afa2f08007c1","source":"hackernews","source_id":"48847671","content_type":"comment","title":null,"body_preview":"See also: https://beza1e1.tuxen.de/articles/accidentally_turing_comple...","author":"OrangeMusic","classification":"human_created","confidence":0.6,"indicators":["platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847671"},{"id":"788e50a3-275d-488b-8ed5-c69a3e429914","source":"hackernews","source_id":"48839774","content_type":"comment","title":null,"body_preview":"Waiting for someone to vibe a compiler targeting Unicode transliteration rules...","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.20085221904052197,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839774"},{"id":"4edc4a43-9275-4e21-8363-33d0848d5b9f","source":"hackernews","source_id":"48840020","content_type":"comment","title":null,"body_preview":"Who implements transliteration rules? I assume operating systems? Or text renderers?","author":"dvt","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.07129511059380668,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840020"},{"id":"465144bd-05b9-4250-86b3-1437a88ed97a","source":"hackernews","source_id":"48842414","content_type":"comment","title":null,"body_preview":"Nice, but Unicode's codepoint set is far from complete.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842414"},{"id":"2441564b-ef32-4b7d-925c-e10211e9df4a","source":"hackernews","source_id":"48840141","content_type":"comment","title":null,"body_preview":"Does this mean I could post some untransliterated text here in a comment and make your browsers all do these computations?","author":"hyperhello","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.10054055912560643,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840141"},{"id":"259482d3-94cd-4624-961c-b98194d9f749","source":"hackernews","source_id":"48840079","content_type":"comment","title":null,"body_preview":"Does the Latin-Katakana example given imply that some input value can cause it to not terminate?","author":"ks2048","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09669923596079077,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840079"},{"id":"479de0a9-d5e7-4322-a2a9-d1bf3eff0d55","source":"hackernews","source_id":"48841344","content_type":"comment","title":null,"body_preview":"With 7200 languages in the world, Unicode has to handle things like bidirectional text, contextual shaping, ligatures, character reordering, and stacked characters. Organizations like SIL Global regul","author":"psidebot","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841344"},{"id":"fb553d68-cdd4-46c9-9fbc-09e14858f054","source":"hackernews","source_id":"48845601","content_type":"comment","title":null,"body_preview":"A Turing-complete system open to LLMs will be a security hole.","author":"flenserboy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845601"},{"id":"0718629c-611f-4b24-98f9-7e342acd2642","source":"hackernews","source_id":"48839875","content_type":"comment","title":null,"body_preview":"reminds me of Word's autocorrect being turing-complete https://www.youtube.com/watch?v=jlX_pThh7z8 (3:57, but whole video is fun)","author":"NooneAtAll3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839875"},{"id":"76222082-1283-486e-a3cc-c9226bbd005c","source":"hackernews","source_id":"48839878","content_type":"comment","title":null,"body_preview":"At this point it feels more difficult to ensure that your format cannot compute than to ensure it can","author":"anankaie","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839878"},{"id":"b00836f6-ea4c-420b-a7ad-f70517c94945","source":"hackernews","source_id":"48829798","content_type":"comment","title":null,"body_preview":"I've been wondering for a while if anything in Unicode could accidentally compute. It turns out that UTS #35 transliteration rules are Turing-complete. I show how to compute Collatz with just 3 rewrit","author":"beefburger","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829798"},{"id":"90f06ce2-d785-4ddf-9263-35499fb741e0","source":"hackernews","source_id":"48840738","content_type":"comment","title":null,"body_preview":"This is not interesting in the way that \"DNS parsing is turing complete\" is interesting. Nobody can send you a unicode file and make you run an infinite loop or whatever.\nWithin Unicode is defined a D","author":"SonOfLilit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840738"},{"id":"77495326-e369-42c8-b5a6-3bd20cb8b8d3","source":"hackernews","source_id":"48851910","content_type":"comment","title":null,"body_preview":"I feel like this is AI generated. Is this AI generated?","author":"SCPlayz7000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851910"},{"id":"b57a3124-58c1-4f51-b165-8f9d9cada4ac","source":"hackernews","source_id":"48852209","content_type":"comment","title":null,"body_preview":"As an actual drummer, who has done studio work... this is not what it feels like at all.","author":"josefritzishere","classification":"human_created","confidence":0.85,"indicators":["self_reference","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852209"},{"id":"2d021075-ebeb-4d6b-a3a3-1a75dda60f3e","source":"hackernews","source_id":"48851091","content_type":"comment","title":null,"body_preview":"I am not a musician but found this fascinating.  Thank you for posting.","author":"efitz","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851091"},{"id":"db11709b-ad94-4c94-ba46-2bfeb46bc668","source":"hackernews","source_id":"48852095","content_type":"comment","title":null,"body_preview":"This is why most modern music is played with a click track.","author":"texasexile","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852095"},{"id":"eb84deff-e2d9-4366-bbd3-89c089c150cb","source":"hackernews","source_id":"48836018","content_type":"comment","title":null,"body_preview":"I think this is the first sveltte project ive seen, very cool https://app.principal-ade.com/chattocorp/chatto","author":"fernando-ram","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836018"},{"id":"ff04dc5a-8f61-42a9-b7e1-af8163f129d0","source":"hackernews","source_id":"48836148","content_type":"comment","title":null,"body_preview":"Why are the allusions to discord and slack so coy on the Web page?\nYou want the actual names so that you rank when those names are searched, no?","author":"ferfumarma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836148"},{"id":"9b23929a-8a2b-4bcb-a1c1-d6ad7ae90a50","source":"hackernews","source_id":"48848270","content_type":"comment","title":null,"body_preview":"The documentation looks very pleasing. But it doesn't seem to be free, too. Does anybody know with what framework it's made? WhatCMS says \"Astro\", but I guess this is too generic and there more involv","author":"thomas-mc-work","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848270"},{"id":"f5f9a73f-f2ab-4b44-b4ea-6ca305f42326","source":"hackernews","source_id":"48838822","content_type":"comment","title":null,"body_preview":"I'd like to know compared to Mattermost, what are the advantages and disadvantages of Chatter?\nbtw, I'm very happy to see that the Chatter backend is implemented in Go. Go is very good at these.","author":"bigwhite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838822"},{"id":"525f661c-b9f8-460c-a48a-82442eebb346","source":"hackernews","source_id":"48836804","content_type":"comment","title":null,"body_preview":"I joined the chat as well, but if Hendrik is here - we'd love to have you on the channel (https://youtube.com/@WithMultiplesAI). This will make for one hell of an episode, I think.","author":"tomgs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836804"},{"id":"99a2ab89-4de2-4b00-b5bc-02ae4e557e28","source":"hackernews","source_id":"48834144","content_type":"comment","title":null,"body_preview":"Very cool.   I don't usually get excited for new chat apps, but I like the idea of having one frontend for multiple servers instead of pushing hard on p2p or federation.\nI do also still like irc, but ","author":"johntash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.07610788979743112,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834144"},{"id":"286b8d93-35a4-4884-9bef-09fbf03f7f7f","source":"hackernews","source_id":"48839825","content_type":"comment","title":null,"body_preview":"The killer feature of Discord for me is being able to jump between communities without logging in to each of them. Open source alternatives never provide that. Does this one?\nMatrix is the obvious exc","author":"apitman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.08157627729342497,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839825"},{"id":"61664cca-4df1-437e-90af-437265c5cf50","source":"hackernews","source_id":"48837860","content_type":"comment","title":null,"body_preview":"I will keep an eye on this! We’re currently using Mattermost, but their pricing is a bit all over the place and targeted for enterprise so we’re still running on the, now gimped, open source version.\n","author":"Crowberry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837860"},{"id":"f90c8e4f-d9ae-42e4-8332-cc1f718f0dd0","source":"hackernews","source_id":"48849762","content_type":"comment","title":null,"body_preview":"One of the reasons why legacy apps continue to live on (despite outliving their usefulness ) is third party tie-ins.\nThe reason most companies are reluctant to switch from slack is because they have e","author":"pjg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","semantic_blandness"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849762"},{"id":"0444e737-55c5-4d9c-9a0c-8c12e8b07bb0","source":"hackernews","source_id":"48840657","content_type":"comment","title":null,"body_preview":"Wow! I've tried (and failed) to implement a chat application which parries slack and it sounds like the direction you're going in with Chatto is precisely what I was envisioning.\nI'll give Chatto a sh","author":"suis_siva","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840657"},{"id":"7aac27e5-c947-4c8b-9ba8-1af82f7bfa1c","source":"hackernews","source_id":"48836046","content_type":"comment","title":null,"body_preview":"Very good. I was wondering about this a while ago - lots of companies want something to aggregate notifications and perform simple bot actions, but don't necessarily want to lock into a chat provider.","author":"robertlagrant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836046"},{"id":"7c38d8c9-2870-46ef-aeb9-90827071dedc","source":"hackernews","source_id":"48833976","content_type":"comment","title":null,"body_preview":"What's the rationale for the dual licensing? It looks like the Go backend is AGPL but the TypeScript frontend is Apache 2.0.\nWhy not keep it all AGPL?","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_query","absence_of_ai_signals"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833976"},{"id":"94d25f37-6a54-4761-83eb-c66df8887188","source":"hackernews","source_id":"48837205","content_type":"comment","title":null,"body_preview":"So the UI is a Discord clone, I think that's worth mentioning. It's not a bad thing, quite the opposite: Discord nailed it in that regard.\nNow are the chats end-to-end-encrypted? It only says calls ar","author":"jdthedisciple","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","balanced_presentation","human_indicator_absence"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837205"},{"id":"1109a905-77ce-462e-bb1c-2ddfb52bee42","source":"hackernews","source_id":"48841378","content_type":"comment","title":null,"body_preview":"Your getting started docs are extremely confusing.\nSure, the docs tell you exactly what to do to start a server, but not how to sign in to it. Or how to sign up (email is disabled).\nThere's an `operat","author":"miki123211","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841378"},{"id":"bf29bddb-395d-44f7-8d4c-b329a785ccc7","source":"hackernews","source_id":"48833972","content_type":"comment","title":null,"body_preview":"This is awesome! Some feedback - I can't tell anywhere from the website if there is mobile support (which is a must-have if I want to consider moving my company or friends over to this)","author":"frenchie4111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833972"},{"id":"84892131-1126-4719-a63c-8bc1f6376409","source":"hackernews","source_id":"48836926","content_type":"comment","title":null,"body_preview":"What would be really awesome is some sort of feature where, once self hosted, I can generate a package or link that will download + install + pre-configure the login. Basically a bespoke installer/set","author":"beart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836926"},{"id":"6196a15b-fcea-495f-bb86-7bf1ef946bde","source":"hackernews","source_id":"48834308","content_type":"comment","title":null,"body_preview":"Couldn't help but smile because \"chato\" in portuguese means \"boring\", and this seems very easy to set up and use.\nHere's to more boring software! :)","author":"dormento","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48834308"},{"id":"c4909a87-434f-4303-9db8-e9c40e1cef8a","source":"hackernews","source_id":"48836503","content_type":"comment","title":null,"body_preview":"A thought if you want to sell to companies, \"with per-user keys that get shredded when a user decides to delete their account.\"\nYou'll need soft delete, work messages belong to the employer and not th","author":"duttish","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836503"},{"id":"bb486608-a7ba-4e28-ae4d-48c553fe52f9","source":"hackernews","source_id":"48833633","content_type":"comment","title":null,"body_preview":"I’ve known Hendrik for years, and he is one of the most talented developers I’ve ever met. I’m confident this project will become successful very quickly. Beyond the project itself, what fascinates me","author":"mertbio","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833633"},{"id":"6cf7d377-3683-430f-a7e4-90bbba3f07b9","source":"hackernews","source_id":"48833714","content_type":"comment","title":null,"body_preview":"> It’s designed to be extremely easy to self-host on your own infrastructure.\nKudos for this. Per the docs: https://docs.chatto.run/,\n> Chatto ships in a compact, self-contained binary\n> it uses NATS,","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details_from_source","original_commentary"],"bot_score":0.11083656073482952,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833714"},{"id":"157bbdcb-c6d1-4491-9204-9fe1ab956567","source":"hackernews","source_id":"48847071","content_type":"comment","title":null,"body_preview":"See, Iran?\nAll you had to do was westernize your economy, hand your infrastructure to global capital, and open your markets\nDo that, and just like Syria, you'll become \"partners\"","author":"WhereIsTheTruth","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847071"},{"id":"aae42274-48e9-42fc-bc0d-dad0deaabd49","source":"hackernews","source_id":"48850655","content_type":"comment","title":null,"body_preview":"We had to do the same here in South Africa - 2 hourly blackouts and innovative financing packages and cheap panels and inverters from China - you pay a monthly rent to own fee and they cover the maint","author":"tibbydudeza","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850655"},{"id":"03190244-073c-43b9-8041-1f817ea2dc8b","source":"hackernews","source_id":"48848038","content_type":"comment","title":null,"body_preview":"I wonder how they use balcony solar for blackouts. The systems I know shut themselves off if the grid goes down.","author":"adrianN","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.3833333333333333,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848038"},{"id":"3e8da6c3-0b6b-4a57-a1ce-f6b1bfdc260e","source":"hackernews","source_id":"48847527","content_type":"comment","title":null,"body_preview":"Just checked out the Google map satellite view and no kidding! The solar panels are crazy! Highly recommend exploring it yourselves. Mind blowing.","author":"vishnugupta","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847527"},{"id":"e906fa97-aaa1-4dfe-953e-dfc02b58a7c9","source":"hackernews","source_id":"48851322","content_type":"comment","title":null,"body_preview":"While the article is terrible, what they describe about AI knowing common stacks and frameworks is advice that holds for finding software developers to join your team. Like, 1-for-1. It has always bee","author":"llm_nerd","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851322"},{"id":"8a22fa97-e072-4cbe-9399-c576713136f9","source":"hackernews","source_id":"48842118","content_type":"comment","title":null,"body_preview":"But can AI rewrite better over AI clop made by itself?","author":"est","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842118"},{"id":"819f34e1-a37d-4f5b-b3ef-09556b52d7dc","source":"hackernews","source_id":"48841837","content_type":"comment","title":null,"body_preview":"This kind of data-free opining reminds me of the Mythical Man-Month. Yeah, in theory adding more people to a project will speed it up. And all people are replaceable so I can hire 100 bodies for cheap","author":"light_hue_1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841837"},{"id":"d9a01288-f882-45b5-97c5-81a125e39641","source":"hackernews","source_id":"48841869","content_type":"comment","title":null,"body_preview":"Somehow this article doesn't even mention the fact that AI makes software rewrites much, much faster than before and with higher confidence of backwards compatibility.\nNowadays, a good AI harness can ","author":"2001zhaozhao","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.10910728790169524,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841869"},{"id":"09a95a87-2822-42db-b79b-02652ea48f84","source":"hackernews","source_id":"48841798","content_type":"comment","title":null,"body_preview":"The problem is always maintainability. Who's gonna fix new bugs? Who's gonna add new features?","author":"feverzsj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841798"},{"id":"2a1fb5c5-eb7b-4aa3-ab98-7f12673ecdbe","source":"hackernews","source_id":"48841864","content_type":"comment","title":null,"body_preview":"again with these linkedin \"articles\".\n    · \n\nevery sentence stands on its own because it's the most insightful soundbite of wisdom every constructed.\n    · \n\nAphorisms for the collective upgrade of c","author":"apsurd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841864"},{"id":"20d2f708-a35f-49cd-a82a-feacfb93dc11","source":"hackernews","source_id":"48841661","content_type":"comment","title":null,"body_preview":"This certainly does. If we think from this angle, it really begs the question of what language/tech stack to use if a company wants to start a new project. On one hand, if company uses a very well tec","author":"lazy_dev_1_to_9","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841661"},{"id":"d9cd7b92-e994-4c76-89ea-8c908cdde8b6","source":"hackernews","source_id":"48842673","content_type":"comment","title":null,"body_preview":"I agree that AI does well when the patterns in the code are predictable and consistent.\nThat said it can work surprisingly well with custom frameworks and tools provided that they are predictable and ","author":"socketcluster","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842673"},{"id":"47185d3c-2e59-42ef-b7ab-e19b62c9a5aa","source":"hackernews","source_id":"48842248","content_type":"comment","title":null,"body_preview":"In my experience, LLM's can be both impressive and also totally wrong in their reasoning when doing a code re-write. I was involved in an api migration a while back and while at times the llms were ab","author":"SunlightEdge","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842248"},{"id":"9683fe45-19de-4f57-8151-1b3e45f29da1","source":"hackernews","source_id":"48851427","content_type":"comment","title":null,"body_preview":"Of course! Just take the code you've taken the time to understand and rewrite it so that it's in a form you have to grok all over again!","author":"clickety_clack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851427"},{"id":"7311d64a-d44a-4f15-81cb-8ded46a8e5bc","source":"hackernews","source_id":"48849842","content_type":"comment","title":null,"body_preview":"We sold a large rewrite to be able to use llms. Our code is such a mess that an llm has trouble implementing new features. (maintainability is still a must, even when vibe coding). So we got a green l","author":"ganzsz","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849842"},{"id":"141762a4-3f6b-4936-82d4-c7f075187ae1","source":"hackernews","source_id":"48851733","content_type":"comment","title":null,"body_preview":"The only economics that change is the full employment for engineers, as they'll be able to create infinite work rewriting systems every year. Its a win/win for the workers!","author":"mlinhares","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851733"},{"id":"ca8364e4-d63c-4751-a0f4-64d0372caa16","source":"hackernews","source_id":"48841975","content_type":"comment","title":null,"body_preview":"Au contraire - LLMs are quite bad at large scale pattern fidelity. They'll even forget key details and constraints unless told over and over again. That's why AI-written code has the quality of a patc","author":"akssri","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","technical_analogy"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841975"},{"id":"f492cee0-6f87-47be-86de-1e7e632f37c2","source":"hackernews","source_id":"48841755","content_type":"comment","title":null,"body_preview":"Does it really change the whys of rewriting?\nhttps://www.joelonsoftware.com/2000/04/06/things-you-should-...\nMaybe the LLM will catch and reproduce all corner cases... maybe not...","author":"nottorp","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0.1045432010223939,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841755"},{"id":"f70bc1a8-6008-447b-a9fc-3426d12150e4","source":"hackernews","source_id":"48850678","content_type":"comment","title":null,"body_preview":"I don't think it does. (meaningfully change the economics of rewrites)\nBurning a sea of tokens to arrive at the equivalent functionality and having a small team of people oversee that process is rarel","author":"devin","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.15089933342669692,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850678"},{"id":"bedc5129-07eb-48d3-93d7-51ed8caff0cc","source":"hackernews","source_id":"48841971","content_type":"comment","title":null,"body_preview":"What's the point of the rewrite if it doesn't fix the underlying issues, though?\nA rewrite being a good idea often hinges on the ability to simplify. After a decade or more, it's now apparent what the","author":"matsemann","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841971"},{"id":"62570d33-e270-4f7f-9982-bf833bcdadab","source":"hackernews","source_id":"48850382","content_type":"comment","title":null,"body_preview":"This website has four articles, once daily, three of which being AI crap and doomsaying (the fourth arguably too, it just doesn't say so), all with lines like:\n> A fast car doesn't win races — a drive","author":"ghost_pepper","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850382"},{"id":"3f3be881-1d51-4cf9-a21a-0cf382d6c334","source":"hackernews","source_id":"48839311","content_type":"comment","title":null,"body_preview":"I've never used a Grok model before because I have my OpenRouter settings on ZDR-only. I just checked, and apparently there are ZDR xAI endpoints now [1], so I might actually try this. Out of curiosit","author":"wyrdcurt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839311"},{"id":"70e67a32-4299-4a1a-bde1-0651a06e2eb9","source":"hackernews","source_id":"48841163","content_type":"comment","title":null,"body_preview":"grok 4.5 managed to debug and fix and issue that caused an incident for my project yesterday. I ran a multiagent debugging session first with grok 4.5 high, then it found the root cause and implemente","author":"nomorepaws","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841163"},{"id":"0c7bf115-584c-4697-8778-1085e19117f3","source":"hackernews","source_id":"48835384","content_type":"comment","title":null,"body_preview":"Its remarkable how Anthropic is able to maintain their edge against all competition. Anyone have any idea what the secret sauce is that has Anthropic at the top of all leaderboards for the past few ye","author":"czhu12","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","suspiciously_balanced"],"bot_score":0.11954479174967958,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835384"},{"id":"51322cf4-7f2f-44d3-bac5-9bcdbfa285cf","source":"hackernews","source_id":"48839657","content_type":"comment","title":null,"body_preview":"Awesome. User wins when competition increases. I hope they cooked. Previous models did not make any sense in any of my flows. There were better options for each problem.","author":"Frannky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08976962045069233,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839657"},{"id":"172e2122-06c3-415c-833a-3cff87c6e231","source":"hackernews","source_id":"48838325","content_type":"comment","title":null,"body_preview":"\"Grok 4.5 has an advantage on CursorBench because an earlier snapshot of the Cursor codebase was accidentally included in training. The exact impact is unclear. That data has been removed for future m","author":"rarisma","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838325"},{"id":"cb340cad-f3ff-4f82-a1b8-8df54ce7164b","source":"hackernews","source_id":"48836070","content_type":"comment","title":null,"body_preview":"Thanks for including a section on Token Efficiency (https://x.ai/news/grok-4-5#faster-than-flash-models), hope to see this more prominently in all model releases.","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11083656073482952,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836070"},{"id":"7a729787-cc9a-4878-b0b2-8a4bfc4a95a2","source":"hackernews","source_id":"48835607","content_type":"comment","title":null,"body_preview":"Every time I get excited about Grok’s performance on benchmarks and demo videos, I test it myself and end up disappointed.\nI'll give this one a try with a grain of salt and lowering my levels of expec","author":"HyperL0gi","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835607"},{"id":"3082a725-23b1-4887-bc61-026c2db9a32a","source":"hackernews","source_id":"48835671","content_type":"comment","title":null,"body_preview":"So basically since US stopped OpenAI and Anthropic for 4 weeks, it allowed all other AI Labs to almost catch up.\nGLM 5.2 caught up, Cognition RL'ed Kimi 2.7, Grok 4.5 is out, DeepSeek v4 GA is out in ","author":"minraws","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835671"},{"id":"4dc064e3-d3f9-4335-a5d0-b447ce133efb","source":"hackernews","source_id":"48836079","content_type":"comment","title":null,"body_preview":"Can someone breakdown to me how this makes any sort of economical sense? Spending billions and billions to have the 3rd best model while even the number 1 and 2 players already seem to struggle making","author":"codemog","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836079"},{"id":"23cc5898-0395-4bb9-9b62-33a46ea0844d","source":"hackernews","source_id":"48836373","content_type":"comment","title":null,"body_preview":"Tried this for a legal use case and it was excellent, comparable to Opus in quality but much faster. AI is miles behind in law compared to coding: the output was similar to a law student intern. But c","author":"rayiner","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836373"},{"id":"6c8403cb-cb27-4d15-a988-c3eef25b979a","source":"hackernews","source_id":"48836529","content_type":"comment","title":null,"body_preview":"Great model, very nice. Opus class performance at Haiku level pricing (or cheaper with the token efficiency). This seems like a GLM-5.2 killer and this is what Sonnet 5 should have been.\nThis is a mod","author":"mchusma","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","synthetic_empathy"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48836529"},{"id":"8df34dc3-ad82-493d-a87c-b71c94477248","source":"hackernews","source_id":"48845023","content_type":"comment","title":null,"body_preview":"It takes a lot of digging to find their cache pricing - it's $0.50, which is unusually expensive.\nThe vast majority of input tokens are normally cached, so this is actually the price that matters. I w","author":"jph00","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845023"},{"id":"46151f54-9e69-43bc-bb39-067d4af65328","source":"hackernews","source_id":"48837194","content_type":"comment","title":null,"body_preview":"https://tools.simonwillison.net/markdown-svg-renderer#url=ht...","author":"simonw","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48837194"},{"id":"3acbf7e6-8202-4c3b-bac2-5c42b6fd743b","source":"hackernews","source_id":"48839896","content_type":"comment","title":null,"body_preview":"> Training included trillions of tokens of Cursor data which capture a wide-range of user interactions with codebases and software tools.\nThis -- training on work done on hard, real-world tasks -- see","author":"keeda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839896"},{"id":"75dfd90d-76a4-45fa-b312-d4181877ab7b","source":"hackernews","source_id":"48835702","content_type":"comment","title":null,"body_preview":"With each release from the the other major labs, it becomes harder for Google to tell a compelling story about Gemini 3.5.\nEdit: Gemini 3.5 Pro. Expectations grow with each day it is not released.","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_expressed"],"bot_score":0.10433280302648514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835702"},{"id":"c23fbe44-7956-4e2e-bea8-3609857cfe9a","source":"hackernews","source_id":"48835243","content_type":"comment","title":null,"body_preview":"Announcement from Cursor, whose team also trained the model: https://cursor.com/blog/grok-4-5.\nNotably:\n> Grok 4.5 and Composer 2.5 are two different model weight classes, and we're excited to support","author":"aarvin_roshin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835243"},{"id":"aa5ed673-4907-4d8c-b751-eb6aed13e29d","source":"hackernews","source_id":"48835214","content_type":"comment","title":null,"body_preview":"Of the 3 models I tried, Grok did the best at making an iOS app I wanted for personal use (a bike computer with specific qualities). (Claude just gave up and did an HTML/CSS implementation but I insis","author":"mholt","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","self_reference","imperfect_expression","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835214"},{"id":"5f6c7d76-1c91-4247-ae14-350a116e3a2b","source":"hackernews","source_id":"48835878","content_type":"comment","title":null,"body_preview":"First impressions:\n- Very fast, easily beats GPT 5.5/Opus 4.8/GLM 5.2 because of higher t/s (around 90?) and very high token efficiency\n- Very good price, no contest vs GPT and Opus which are very ove","author":"redox99","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.09024475086602798,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835878"},{"id":"bc7d6980-33be-489d-b9d8-33da30a94aed","source":"hackernews","source_id":"48835861","content_type":"comment","title":null,"body_preview":"(from Cursor's blog)\n> Training included trillions of tokens of Cursor data which capture a wide-range of user interactions with codebases and software tools. This dataset lets the model learn both fr","author":"NitpickLawyer","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","platform_fluency","strong_opinions"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835861"},{"id":"66e32f57-2497-4b89-be55-9202dfce2759","source":"hackernews","source_id":"48835179","content_type":"comment","title":null,"body_preview":"It seems to be extremely economical - 4x better reasoning efficiency compared to Opus while being priced at $2/$6. For comparison, GPT 5.4 is $2.5/$15, GPT 5.5/5.6 are $5/$30, Opus 4.8 is $5/$25, Fabl","author":"Tiberium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48835179"},{"id":"5e422344-d1a6-4490-adbb-f8eb0004bfae","source":"hackernews","source_id":"48804122","content_type":"comment","title":null,"body_preview":"The byte by byte view makes the failure mode people run into easier to explain. VACUUM can never remove a tuple whose xmax is newer than the oldest snapshot still open, so one forgotten idle transacti","author":"haeseong","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","technical_jargon_fluency","problem_solution_structure"],"bot_score":0.2651963194083866,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48804122"},{"id":"e8f65637-3269-49db-8508-c4f60ce3ebbd","source":"hackernews","source_id":"48846689","content_type":"comment","title":null,"body_preview":"Really nice explanation! One note: pg_repack is an extension, but Postgres 19 will get a built-in REPACK command: https://www.postgresql.org/docs/19/sql-repack.html .","author":"uhoh-itsmaciek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846689"},{"id":"5a8ca30b-62a6-4542-9e55-2a28f8c37238","source":"hackernews","source_id":"48848474","content_type":"comment","title":null,"body_preview":"Associated post: Introducing Plan A\nhttps://www.astralcodexten.com/p/introducing-plan-a","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848474"},{"id":"10fde22b-0eab-43db-b4dc-89ca366c732b","source":"hackernews","source_id":"48849591","content_type":"comment","title":null,"body_preview":"Kind of feels like fusion power at this point, always just around the corner.","author":"ipnon","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849591"},{"id":"1361af0e-c957-4da5-90cc-b71863681d4b","source":"hackernews","source_id":"48849195","content_type":"comment","title":null,"body_preview":"More wild speculation, now with wishful thinking spread on top.","author":"alecco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849195"},{"id":"63a4f80a-756d-4a84-b538-956314e05058","source":"hackernews","source_id":"48848963","content_type":"comment","title":null,"body_preview":"I wonder if they are double-counting Anthropic's leased capacity from SpaceX under SpaceX again.","author":"sheepscreek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848963"},{"id":"383bf420-d1d2-4df7-a76a-911595b812f7","source":"hackernews","source_id":"48849091","content_type":"comment","title":null,"body_preview":"People overestimate progress in physical world.\n2035:\nrobot population will soon be larger than the human one\nI'd bet that in most places 9 years is about the time needed to build a residential buildi","author":"ibaikov","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849091"},{"id":"c67629de-e428-41ef-901e-2fc8f1d89b16","source":"hackernews","source_id":"48852241","content_type":"comment","title":null,"body_preview":"Forecasting that the GPU build-out will reach 100 trillion USD in 2034 is wild (that's triple the US GDP in 8 years). And another 10x within 2 years.\nI am not sure where they believe that amount of ca","author":"oezi","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.07544773413922827,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852241"},{"id":"4a49ae21-59b6-47c7-9584-cbd03ac523de","source":"hackernews","source_id":"48849504","content_type":"comment","title":null,"body_preview":"Why did Scott Alexander (one of the authors of the original AI 2027 paper) not join/contribute to this one?","author":"jabedude","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849504"},{"id":"b783f1be-fb15-4df5-a541-8dd42e05ac51","source":"hackernews","source_id":"48848817","content_type":"comment","title":null,"body_preview":"> Then, in the mid-2030s, they pause at AIs around the level of top human geniuses.\nThey being the US and China and by agreement.\nIt would be ideal, but there’s far too much money on the table to over","author":"cyberpunk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24433432925371773,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848817"},{"id":"9a1cc577-9471-4d4a-ae18-cb3a5dfa21b4","source":"hackernews","source_id":"48850862","content_type":"comment","title":null,"body_preview":"This is dangerously naive and misguided. They claim to want to avoid centralization of control but propose a world police state of AI regulation. Governments exerting this much control will only end i","author":"modeless","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850862"},{"id":"8fa2c30a-4ef8-4cad-914d-dccb6726cfb9","source":"hackernews","source_id":"48849689","content_type":"comment","title":null,"body_preview":"This is whole a slippery slope. Always building on assumption of infinite exponential growth. But every exponential is at a certain point a sigmoid.","author":"po1nt","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.12825995463529813,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849689"},{"id":"fdacf56b-50d5-44b5-b7c2-90800420f0e4","source":"hackernews","source_id":"48848922","content_type":"comment","title":null,"body_preview":"If carbon taxes are already a lethal policy for an political campaign, it's absurd to think that fears of ASI will create any real movement around pausing AI.\nIf there is any movement to pause AI deve","author":"tfirst","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848922"},{"id":"b755d27c-681d-4eff-8e48-224bc287751c","source":"hackernews","source_id":"48850433","content_type":"comment","title":null,"body_preview":"It seems to me\nwe’re already at the top of the S curve, not at the toe of an exponential curve. At least with LLMs. Better training data will make small improvements, better architecture will make it ","author":"kennywinker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850433"},{"id":"e08ee0ad-d8b7-4e2e-be09-8e627d1622d5","source":"hackernews","source_id":"48853038","content_type":"comment","title":null,"body_preview":"Excellent work by Daniel and the authors. 47,000 words plus supplements is a huge read (and re-read), and an even bigger think-and-write.\nMy early analysis of the analysis:\nhttps://lifearchitect.subst","author":"adt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_analysis_link"],"bot_score":0.23741854163060888,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853038"},{"id":"7bb40f8f-1520-4952-968c-3d94adfaafec","source":"hackernews","source_id":"48852619","content_type":"comment","title":null,"body_preview":"Did anyone else catch the logical inconsistency between Plan C and A?\nPlan C:\n> \"... fewer and fewer humans are needed to conduct AI R&D, meaning that covert projects are easier and easier to pull off","author":"jawiggins","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852619"},{"id":"4439db62-8e51-4213-97b4-3c78b0a23861","source":"hackernews","source_id":"48850447","content_type":"comment","title":null,"body_preview":"I found the AI 2027 paper to be overly optimistic, but not wholly fantastical. This paper feels wildly speculative, and relies on premises I am not confident even pass surface reasoning. Even under op","author":"a_vanderbilt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850447"},{"id":"d746bc52-28bd-40e6-9daa-d143c8aaecb3","source":"hackernews","source_id":"48849070","content_type":"comment","title":null,"body_preview":"I'm sure some people will have issue with my phrasing but, honest question:\nAre there examples of where we have collective decided not to pursue knowledge? Successfully?\nI guess nuclear weapons might ","author":"joshstrange","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reflection_and_doubt","platform_fluency","natural_digressions"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849070"},{"id":"fbb8911a-aa71-4b47-a4d0-884913990f16","source":"hackernews","source_id":"48853223","content_type":"comment","title":null,"body_preview":"burn up the planet and not pay back the VCs? Sounds like a great plan for a psychopath.","author":"cyanydeez","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.10631625942509572,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853223"},{"id":"e0afb809-4b72-4e3a-867b-10fda19c0023","source":"hackernews","source_id":"48844634","content_type":"comment","title":null,"body_preview":"very interesting results!\nGLM performed extremely well. we need GLM-6!","author":"tw1984","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844634"},{"id":"745151c8-bc96-4369-83d6-994a9393d8d8","source":"hackernews","source_id":"48841011","content_type":"comment","title":null,"body_preview":"> Databricks’ multi-million line codebase\nThe combined size of codebases for the underlying opensource products (Apache Spark etc) might be around 1M lines, I think. Why does the orchestration/managem","author":"zkmon","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.18283582089552236,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841011"},{"id":"79fcc2cc-9fa5-405e-95bf-4ecb64d9ac9e","source":"hackernews","source_id":"48842493","content_type":"comment","title":null,"body_preview":"Is there any technical analysis of why contex grows slower in Pi compared to codex and CC?","author":"throwa356262","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12684138632945616,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842493"},{"id":"9e290ca2-cdec-475b-a4e2-3c7434911b64","source":"hackernews","source_id":"48842427","content_type":"comment","title":null,"body_preview":"The repo-scale angle is the useful part here. Small synthetic tasks miss a lot of the integration and context retrieval failures you only see in a codebase this large.","author":"jkwang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2177694271103767,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842427"},{"id":"e8932eb8-ab8d-4ab8-9afd-741a90b51b35","source":"hackernews","source_id":"48843851","content_type":"comment","title":null,"body_preview":"I'd like to know what their config with pi is like. Is it vanilla, is it oh my pi etc.... This seems like important info.","author":"zipy124","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843851"},{"id":"9f17d28f-846e-4e45-aa7d-ab1add745906","source":"hackernews","source_id":"48846351","content_type":"comment","title":null,"body_preview":"curious to see tests if a new king of efficiency in town : cursor grok 4.5 and their harness too. Quite impressed by pi.dev\nIts shocking how cost per token does not correlate with cost per task, it's ","author":"maxdo","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.127690896751111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846351"},{"id":"90ced8ef-852b-48ea-a520-dc87afc6841c","source":"hackernews","source_id":"48847416","content_type":"comment","title":null,"body_preview":"Doesnt this prove that there is really no moat in proprietary models for coding usecases, or the gaps is narrowing ? Also, since GLM5.2 can be run equally on amd and nvda, I guess there is no hw moat ","author":"bwfan123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.21535606553289843,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847416"},{"id":"6a843978-9649-4ff0-a347-30a21ad442aa","source":"hackernews","source_id":"48844302","content_type":"comment","title":null,"body_preview":"How is Pi so efficient? You'd think agent harness made by model makers would perform better.","author":"nkzd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844302"},{"id":"bc4d4e27-7252-49c3-80ba-0025de344161","source":"hackernews","source_id":"48842816","content_type":"comment","title":null,"body_preview":"Seems like for a hobby project $1 or $2 per task would add up a bit, depending on how many tasks you need to do. I mean it makes sense for a software company","author":"pianopatrick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842816"},{"id":"86828dfd-6623-46be-a133-06e1dfa40e10","source":"hackernews","source_id":"48844986","content_type":"comment","title":null,"body_preview":"It seems that pass rate decreases with effort increase, on GPT5.5? This is highly counter-intuitive and I don't see any explanation, any idea why they'd get this result?","author":"virgilp","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844986"},{"id":"bcd1e5f6-453b-4bc1-a128-bfd23886bb28","source":"hackernews","source_id":"48842884","content_type":"comment","title":null,"body_preview":"Would be great to see time spent per task per model. Especially since article references 390+ tokens per second for GLM5.2.","author":"yigitcan07","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842884"},{"id":"be4375ab-e6bd-4749-a9af-946b60318002","source":"hackernews","source_id":"48839334","content_type":"comment","title":null,"body_preview":"1) Many models are now competitive at the top tier, including open source.\n2) GLM 5.2 in particular was a major step forward in open source coding agent performance,\n3) Harnesses make a huge differenc","author":"falaki","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839334"},{"id":"c86b439c-8565-4d9f-9c13-27927ef66697","source":"hackernews","source_id":"48843784","content_type":"comment","title":null,"body_preview":"Anthropic is not beating the charges that they inflate token consumption with their own harness given these findings that Pi is 2.2x more efficient at token management. Big \"toothpaste ads tell you to","author":"Schlagbohrer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843784"},{"id":"909a52cf-c62a-4f16-abcf-b5bf8edf476f","source":"hackernews","source_id":"48841379","content_type":"comment","title":null,"body_preview":"Could it be that users of Pi are more senior and know better how to prompt and that's why the pass rate is higher?","author":"lukax","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.18533542720374027,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841379"},{"id":"95b4107a-334a-48dc-b857-e04b2c2ae3c5","source":"hackernews","source_id":"48840701","content_type":"comment","title":null,"body_preview":"I wish they'd do a follow-on post drilling into the impact of the programming language on cost-per-task, specifically looking at cost to complete tasks in mainstream strongly typed languages (eg. C#, ","author":"yodon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","niche_expertise"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840701"},{"id":"26fd8c88-2cda-4c82-b24c-fa4834215a68","source":"hackernews","source_id":"48840840","content_type":"comment","title":null,"body_preview":"This was mostly because Sonnet 5 worked longer and read more to get there, consuming 1.9x more tokens.\nI have experienced similar behavior between opus and haiku when benchmarking Dara engineering tas","author":"cpard","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.11199553752721503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840840"},{"id":"64eaa18a-9de7-47fc-8ba5-dd55a4e5f59f","source":"hackernews","source_id":"48842966","content_type":"comment","title":null,"body_preview":"> the results showed clear clustering of the models and harnesses into 3 capability tiers\npretty sure the only thing making that 'clear' is the coloured stripes, if you took that away it'd look like t","author":"anentropic","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.07679845138225387,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842966"},{"id":"28eab80b-f454-4e23-a423-ac495694bac8","source":"hackernews","source_id":"48844221","content_type":"comment","title":null,"body_preview":"Wow!\nIt's great to see a large-scale real-world benchmark from a user of these tools, as opposed to the the benchmaxxed results from the vendors themselves. Also great to see different harnesses being","author":"HarHarVeryFunny","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.17982456140350878,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844221"},{"id":"1d818779-51cf-48b1-b71e-45eb9966491d","source":"hackernews","source_id":"48841037","content_type":"comment","title":null,"body_preview":"We have an internal proxy (that I've been meaning to open source for ages) that routes all llm usage at our company, which allows us to see data in realtime. Its been fascinating how rapidly Pi has be","author":"redmalang","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841037"},{"id":"8510375a-ff9f-43a6-90dd-d809effb5ba5","source":"hackernews","source_id":"48846950","content_type":"comment","title":null,"body_preview":"> cause havoc, and put people first\nAn odd pairing","author":"mrbluecoat","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846950"},{"id":"9272dab0-37c8-41ff-97e1-2bdc69092d3e","source":"hackernews","source_id":"48849041","content_type":"comment","title":null,"body_preview":"I just set Helium as my default browser yesterday after dual-wielding it with Arc. Never thought I'd move on from Arc but here we are.","author":"NetOpWibby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849041"},{"id":"b92c622c-5f70-4ba4-896e-0cc6a2b44907","source":"hackernews","source_id":"48847255","content_type":"comment","title":null,"body_preview":"How are they going to be adding uBlock Origin to Chromium going forward if manifest v2 gets completely deprecated/removed entirely?","author":"pogue","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_query","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847255"},{"id":"488a716f-b4ac-41fe-b691-50e0edc224e3","source":"hackernews","source_id":"48847814","content_type":"comment","title":null,"body_preview":"In the same sense that a blockchain can be forked by using software that only accepts certain types of block, is it possible to fork the WWW in a similar manner? e.g. with changes that neuter the ad-m","author":"willtemperley","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15883977820253284,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847814"},{"id":"2a23f325-1618-4504-895c-8cfce5c645f8","source":"hackernews","source_id":"48847839","content_type":"comment","title":null,"body_preview":"They messed up basic color scheme, making it almost unusable.\n[0]: https://github.com/imputnet/helium/issues/1532\n[1]: https://github.com/imputnet/helium/issues/1850","author":"feverzsj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847839"},{"id":"ecb86d06-f598-45d2-82ab-c32a2a0b2090","source":"hackernews","source_id":"48846986","content_type":"comment","title":null,"body_preview":"- you are also a part of the problem are you not?\n- you are writing a post on your blog and sharing it on HN?\n- what is your objective? traffic? email? newsletter signups? eventually sell some course ","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.08817099563290204,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846986"},{"id":"d8ffad17-0509-41b1-b709-3fed7f07edbf","source":"hackernews","source_id":"48843779","content_type":"comment","title":null,"body_preview":"\"He's not wrong. He's rarely wrong, which is the annoying thing about Gareth.\"","author":"hash0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843779"},{"id":"c6a412bf-2231-41f5-ae16-833f2dc6128f","source":"hackernews","source_id":"48843615","content_type":"comment","title":null,"body_preview":"found on the always amazing bubbles.town\ngareth sounds like my kind of guy lol.","author":"toofy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843615"},{"id":"817f8acb-0d24-4098-9d2b-ffffed1ee443","source":"hackernews","source_id":"48848379","content_type":"comment","title":null,"body_preview":"Is Gareth the cat in the picture at the top? Is the cat writing the blog post? I agree with the sentiment of the article but it doesn't have a solution. Everyone has to hustle to make it work.","author":"skyberrys","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.16961908591473765,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848379"},{"id":"5f430df5-53e8-4b31-bef3-952a5f4d9e93","source":"hackernews","source_id":"48849067","content_type":"comment","title":null,"body_preview":"Thanks Gareth - we all want and need attention, some more than others. But yes, it would be nice if good manners could be folded in more often.","author":"sdicker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849067"},{"id":"320d94e2-6df3-4b5c-990b-ce4c19c63e13","source":"hackernews","source_id":"48847326","content_type":"comment","title":null,"body_preview":"I will be totally honest, it is hard for me to want to engage with content that is clearly written by AI.","author":"app13","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847326"},{"id":"013c4622-60ef-4948-b5ae-c7f1402384d7","source":"hackernews","source_id":"48832061","content_type":"comment","title":null,"body_preview":"Huh! I was sure the copy-text-from-image feature in MacOS would handle this flawlessly. But the best run I managed produced the following:\n    base64: stdin: (null): error decoding base64 input stream","author":"9dev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832061"},{"id":"95347fb3-ed3b-4b7b-8e1f-ee7672e95ba7","source":"hackernews","source_id":"48830781","content_type":"comment","title":null,"body_preview":"> Interesting. I told my wife \"that’s basically how people ship viruses’ and bought it.\nIt’s a movie plot.","author":"sixtyj","classification":"human_created","confidence":0.85,"indicators":["self_reference","imperfect_expression","platform_fluency"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830781"},{"id":"30aba308-77b3-4b56-a3b4-a7f4fe8d3d7f","source":"hackernews","source_id":"48832098","content_type":"comment","title":null,"body_preview":"Super cool, especially that the code is annotated!\nIn case the author is reading: The decorative feather images are between 2MB to almost 5MB in size. Compression might be in order to save users time ","author":"NikxDa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_observation_and_advice","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832098"},{"id":"e0e0166e-9683-40c6-9997-333b7664b47b","source":"hackernews","source_id":"48839178","content_type":"comment","title":null,"body_preview":"> Calling base64 encoding obfuscation\nI was expecting some cool js deobfuscation tricks, so to put nicely I’ll just say that my disappointment is immeasurable and my day is ruined.","author":"episode404","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839178"},{"id":"2eaae636-0b40-4f24-8db2-74c5f599518e","source":"hackernews","source_id":"48831320","content_type":"comment","title":null,"body_preview":"while base64 can be considered obfuscation in this context and its inverse as decoding I can't help but feel this title is overselling and catering to a rather cyber-cheesy marketing campaign at that.","author":"raffael_de","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831320"},{"id":"8fa5896e-589b-4c7b-a602-778315496b7f","source":"hackernews","source_id":"48831786","content_type":"comment","title":null,"body_preview":"For a non English locale that use comma instead of dot for decimals (in my case, Spanish), this script is partially crashing. Run using something like `chmod +x shirt.sh; LC_NUMERIC=C ./shirt.sh`.","author":"pacofonix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831786"},{"id":"1c10ff69-e24e-4bfc-8452-3e26b7fe105c","source":"hackernews","source_id":"48847570","content_type":"comment","title":null,"body_preview":"So glad I clicked this random HN item, because now I learned about tput.","author":"_spduchamp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847570"},{"id":"e8c70c08-3332-4104-ba8b-73f8e5f71d6f","source":"hackernews","source_id":"48832544","content_type":"comment","title":null,"body_preview":"Very cool. It reminded me of the DeCSS t-shirts, which had source code with the decryption keys for DVDs\nhttps://en.wikipedia.org/wiki/DeCSS","author":"nico","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","human_indicator_absence_of_ai"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832544"},{"id":"97508db7-cdcf-42ea-bb1c-a56399a57221","source":"hackernews","source_id":"48842747","content_type":"comment","title":null,"body_preview":"Neat, I'm wearing that exact shirt right at the moment I see this on the front page!\nI typed it out myself, and I liked the comment in Japanese text, which sort of added another layer of obfuscation (","author":"zeumo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842747"},{"id":"8b80f009-cae3-47de-8e46-98e8448f1ff8","source":"hackernews","source_id":"48831214","content_type":"comment","title":null,"body_preview":"This reminds me of a T-shirt I once saw that read:\n          perl -e '\n     \"$a=\"etbjxntqrdke\";\n  $a=~s/(.)/chr(ord($1)+1)/eg;\n        print \"$a\\n;\"'\n\nIt's cursing. Don't run it if it might offend you","author":"forinti","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831214"},{"id":"4f64bafd-d4ab-4c8b-86ec-7866797b5395","source":"hackernews","source_id":"48830357","content_type":"comment","title":null,"body_preview":"I once wrote a tool that helps with finding mistakes in OCR'd fixed width text, https://blog.qiqitori.com/2023/03/ocring-hex-dumps-or-other-...\nBasically it just clusters same characters and asks the ","author":"qiqitori","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830357"},{"id":"3aac6543-43c2-4f1f-8ad4-8d64680491ec","source":"hackernews","source_id":"48831999","content_type":"comment","title":null,"body_preview":"Neat.  My only critique of the script is that I would have added a\n  sleep 0.1 \n\nin the loop so that as this prints in a terminal it is actually readable; any modern terminal will scroll so fast you c","author":"mk_stjames","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831999"},{"id":"f4ef0df0-fecd-4ff5-9df8-995bf09b90b6","source":"hackernews","source_id":"48830489","content_type":"comment","title":null,"body_preview":"My old colleague had one with a Go program[0] which I always thought was quite cool.\n[0] https://github.com/GL-Kageyama/UNIQLO_Akamai_T-shirt_Code","author":"chrysoprace","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830489"},{"id":"01698095-eaf4-4afe-b5b1-9da5e760e093","source":"hackernews","source_id":"48829847","content_type":"comment","title":null,"body_preview":"I thought it was funny that the author used a variety of OCR tools with mixed success before spending a lot of time manually fixing up the output from the best one, rather than just typing it in","author":"haileys","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829847"},{"id":"c0069b0f-7434-4067-aa21-0c46a2804d99","source":"hackernews","source_id":"48829917","content_type":"comment","title":null,"body_preview":"Oh wow I saw that tshirt at the store and said to my girlfriend \"no way that script is functional, probably just for show\". I should have persevered.","author":"world2vec","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829917"},{"id":"4533b608-3cd7-45eb-8cfb-80e11b2a8f56","source":"hackernews","source_id":"48829568","content_type":"comment","title":null,"body_preview":"OCRing this is a nightmare and is a good benchmark to any self-proclaimed good OCR/vision model.\nI think though it could likely be easily OCR'd if you give the image to any decent agentic harness with","author":"Tiberium","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","natural_digressions"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48829568"},{"id":"92d076c2-4b3a-42e3-86b3-440292f485ee","source":"hackernews","source_id":"48831703","content_type":"comment","title":null,"body_preview":"The font is Roboto Mono, not Consolas.\nThere's something else a lot stranger going on, though. It is a proper monospace font, but the typesetting on the shirt is not. There's some kerning going on (I ","author":"raphlinus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831703"},{"id":"0b0e8e52-6b94-4760-93ce-015c5556ac1f","source":"hackernews","source_id":"48830198","content_type":"comment","title":null,"body_preview":"I love this shirt! Here's a nice video from the actual designer about the process of making this shirt (including intentionally making it hard to OCR): https://youtu.be/jocGLiecpjU?t=526","author":"wbh1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830198"},{"id":"cab82592-d22f-434d-91f5-5dc5f0844c77","source":"hackernews","source_id":"48831605","content_type":"comment","title":null,"body_preview":"If you enjoy this kind of thing, you might also like Martin Kleppe's work, such as the Quine Clock:\nhttps://aem1k.com/qlock/\nI reverse engineered it to a unobfuscated version a few years ago:\nhttps://","author":"olooney","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48831605"},{"id":"4690dfe8-cbc7-48f0-8e69-ac6b2abe3b93","source":"hackernews","source_id":"48830771","content_type":"comment","title":null,"body_preview":"\"Uniqlo x Akamai sells another design of shirt in the same range which is plainly incomplete\"\nImagine having to return a t-shirt because that malfunction!\n— I don't understand why are you returning th","author":"estebarb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48830771"},{"id":"98368bb7-9855-411e-a201-1cb1993d1659","source":"hackernews","source_id":"48853512","content_type":"comment","title":null,"body_preview":"> A 2021 state law allows campus police to own military equipment for civilian safety – students fear it may be used to quash dissent\n<sigh/>  Maybe they should ask their History Dept's - or whatever ","author":"bell-cot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853512"},{"id":"a8aaaefa-cfe7-4c77-bd2c-f297e3ec5fac","source":"hackernews","source_id":"48853239","content_type":"comment","title":null,"body_preview":"The inclusion of a captioned picture of the University of Southern California (USC) implies that it is a state school. It is not.","author":"pmdulaney","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853239"},{"id":"1d8a8e65-ab6d-42b1-aee1-d4e5634b0b40","source":"hackernews","source_id":"48853211","content_type":"comment","title":null,"body_preview":"Weapons purchases by any state organisation should be subject to a white list.\nLike, if I'm running a group and am given the chance to buy a rocket launcher or whatever, a decision I can make with no ","author":"JumpCrisscross","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853211"},{"id":"7da17930-cff8-4f6b-8ae6-b78f34a5e865","source":"hackernews","source_id":"48843327","content_type":"comment","title":null,"body_preview":"It's pretty much broken by AI. Not only your private repos are not private, but also the LLM will leak them.","author":"feverzsj","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843327"},{"id":"6d7eec05-4847-4a7b-8170-2338ba1ccdcc","source":"hackernews","source_id":"48843205","content_type":"comment","title":null,"body_preview":"Extreme generalization, most devs aren't ditching GitHub yet.","author":"ahmedehab_01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.2016890183771653,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843205"},{"id":"09329f41-b479-4359-a480-a12c01f4a045","source":"hackernews","source_id":"48843351","content_type":"comment","title":null,"body_preview":"We ditched GitHub for self-hosted Forgejo and could not be happier. The experience is smoother, faster and distraction-free.","author":"klaussilveira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843351"},{"id":"18ca55a9-e701-4570-94ee-21b67a0ba2c2","source":"hackernews","source_id":"48843232","content_type":"comment","title":null,"body_preview":"Anyone has suggestions for hosting open source hobby projects managed with Mercurial.\nLoved Bitbucket's Mercurial offering. Looking for a replacement.","author":"srean","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843232"},{"id":"d17847bb-cc4f-4ea5-8cac-6782e116aafa","source":"hackernews","source_id":"48843036","content_type":"comment","title":null,"body_preview":"Why don't open source alternatives just copy the UI to make it easier to switch? Everyone knows the GitHub UI and it's intuitive. I'm happy to get more privacy and freedom, you don't have to make a wo","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_example","natural_digression"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843036"},{"id":"5cb68764-a79c-43dd-bab4-57e53f175812","source":"hackernews","source_id":"48843278","content_type":"comment","title":null,"body_preview":"It reminds me of the time where I deployed Gitea for self-hosting my git projects. In the end, nobody wanted to use it beyond myself. I would love to have a true federation protocol for Git, to decent","author":"fmind-dev","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843278"},{"id":"c977f164-e308-40b5-882e-c3f10a9b57a6","source":"hackernews","source_id":"48843051","content_type":"comment","title":null,"body_preview":"+ predatory pricing hikes for AI\n+ not honouring yearly commitments plans","author":"5701652400","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.05975898813907969,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843051"},{"id":"a2d77a82-d02b-484d-8b26-545903259ff3","source":"hackernews","source_id":"48843502","content_type":"comment","title":null,"body_preview":"I'm trying sourcehut at the moment https://sourcehut.org/ and it seems really good - very simple and fast. And does seem to be free for hosting open source projects.\nAnyone else used it and have thoug","author":"frabcus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843502"},{"id":"dfadd31a-5104-41cc-ad03-aa961c277cfc","source":"hackernews","source_id":"48847157","content_type":"comment","title":null,"body_preview":"I co-maintain a popular Linux launcher, Fuzzel, on Codeberg. We have no shortage of contributors despite not being on Github and the quality of contributors there is fairly high. In the past there wer","author":"markstos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847157"},{"id":"8544110c-1e76-48f4-98a3-ecec45476e6d","source":"hackernews","source_id":"48843386","content_type":"comment","title":null,"body_preview":"We've been self-hosting GitLab for about a year now, and I don't remember it ever going down or being unavailable. We self-host almost everything else too (except for online meetings), and it's all be","author":"kgeist","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","imperfect_expression"],"bot_score":0.11201044453780803,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843386"},{"id":"455834a7-2bcb-4d77-92d6-ee0f4a5a1df7","source":"hackernews","source_id":"48843424","content_type":"comment","title":null,"body_preview":"Genuinely curious here for someone who has tried self hosting git and has found it a pita to maintain...i want to know what is it that devs are flocking to other platforms and how are we sure that the","author":"rmnull","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_query"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843424"},{"id":"420255b2-c49d-49ea-8638-334d6df0473a","source":"hackernews","source_id":"48843759","content_type":"comment","title":null,"body_preview":"Given more code hosting services, I wonder if we'll also see a corresponding increase in the number of alternative VCS or if git is legitimately very entrenched as a tool. I am just being a bit grouch","author":"inkysigma","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843759"},{"id":"5b3f2616-c6dd-4561-a564-f78b82c3fa98","source":"hackernews","source_id":"48843225","content_type":"comment","title":null,"body_preview":"For private code, it just feels safer to self host that -- ideally behind wireguard for an extra layer of security.\nFor public code hosting, GitHub have banned too many people/projects for comfort.  F","author":"Scaled","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843225"},{"id":"a5350ff6-8346-4d2e-82c4-a0e3a042e8f0","source":"hackernews","source_id":"48843309","content_type":"comment","title":null,"body_preview":"Mostly because developers (me included) don't like to be told we are being laid off due to AI that was trained on our free open-source hobby projects.","author":"littlecranky67","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.07860044385684128,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843309"},{"id":"895981f3-b6dc-46ea-8421-4ae770135daa","source":"hackernews","source_id":"48843689","content_type":"comment","title":null,"body_preview":"As a developer who ditched Github and decided to self-host, there is only one reason. It's not technical difficulties, politics, nor AI. It's Microsoft. Like Apple, Facebook etc, I have a deep loathin","author":"My_Name","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843689"},{"id":"a383b933-b9d1-4787-ad1f-25d50de563aa","source":"hackernews","source_id":"48842959","content_type":"comment","title":null,"body_preview":"Our CI for our entire org at https://github.com/lightningdevkit was turned off for 3 weeks because an outside contributor who was wrongfully banned made a PR. After multiple appeals we received no exp","author":"benthecarman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842959"},{"id":"b7c8314f-5ffd-482e-8bca-b340c714da98","source":"hackernews","source_id":"48843173","content_type":"comment","title":null,"body_preview":"It's been 9 months since I ditched Github.\nCurrently I self-host Gitea [0], use its registry for Docker, NPM etc and act runners [1] for github actions alternative, everything secured under tailnet.\nI","author":"hambos22","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843173"},{"id":"2404a5cb-2dc9-48b7-b78c-5ee40e60ecf0","source":"hackernews","source_id":"48853471","content_type":"comment","title":null,"body_preview":"I hope some developers will see this message. I know that you work however you wish and you do what you wanna do, but there is a lot of people that will refuse to signup for GitHub (for many reasons),","author":"zgucci","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853471"},{"id":"6d0d65ab-de8c-4041-82dc-fa7bab6d5907","source":"hackernews","source_id":"48845166","content_type":"comment","title":null,"body_preview":"I tried codeberg, used it a year, then early this year in all their wisdom codeberg decided to show adverserial random text instead of my repo, reporteldly to mess up llm training to user agents they ","author":"MintsJohn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845166"},{"id":"98680ef5-c40b-4d90-9ba6-2f622ba4317b","source":"hackernews","source_id":"48843102","content_type":"comment","title":null,"body_preview":"Sentiment for/against GitHub aside...\n\"Why X are doing Y\" articles like these pretend that the premise of \"X are doing Y\" is true, conveniently skipping to the \"Why\" before proving that the premise is","author":"jorisw","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843102"},{"id":"44079dc0-4001-4e77-b492-c9134d083c6d","source":"hackernews","source_id":"48845923","content_type":"comment","title":null,"body_preview":"Author here. This post covers how we rebuilt our agent after a tool-per-resource approach didn't scale — we replaced most of our tools with a virtual filesystem the agent explores via bash.\nA few thin","author":"cjbell88","classification":"human_created","confidence":0.85,"indicators":["author_here","genuine_specificity","platform_fluency","technical_depth","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845923"},{"id":"79e56a8e-b102-451e-934f-796b9035f55a","source":"hackernews","source_id":"48849559","content_type":"comment","title":null,"body_preview":"We ended up doing the same, own harness with a world view (schema.org) and map reduce rather than a RAG. Happy with the results and context hydration speed","author":"n4pw01f","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849559"},{"id":"253a6f80-247c-4d3e-97c5-8c891974ce9b","source":"hackernews","source_id":"48848090","content_type":"comment","title":null,"body_preview":"I thought it would be bash+fuse but it's actually running in the matrix: simulated bash in Elixir ported from Vercel's just-bash:\n> A virtual bash environment with an in-memory filesystem, written in ","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.10664333462583084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848090"},{"id":"8955b4f6-f78d-4fac-853d-64e7a9a671a6","source":"hackernews","source_id":"48842871","content_type":"comment","title":null,"body_preview":"I thought that HN didn’t permit “How…” article titles?","author":"ButlerianJihad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15132348727116005,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842871"},{"id":"d1b7ebdb-bb0c-41ae-a0fe-8d5086e4a79f","source":"hackernews","source_id":"48845641","content_type":"comment","title":null,"body_preview":"I was a total Atari kid and I still have my 2600 and my 800 on me.  If Atari was the one distributing an NES like system IMO they would have just fucked it up.  While I loved my atari devices, they we","author":"zzzeek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1707518749639422,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845641"},{"id":"90f6424f-6b21-4537-b04d-77f2bfe65b96","source":"hackernews","source_id":"48846953","content_type":"comment","title":null,"body_preview":"The article mentions Sheriff, which you don't hear about very often. It's a really neat take on Space Invaders, kind of a hybrid of that and Robotron.","author":"nsxwolf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846953"},{"id":"fc053e2c-b382-486f-a6b7-bae3a12e5102","source":"hackernews","source_id":"48843134","content_type":"comment","title":null,"body_preview":"wow, it is kinda unexpected that  \nboth Mario and Donkey Kong started in the same game. and that in first Donkey Kong game, the main mario was the main character.","author":"rk06","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases","specific_observation_without_over-explanation"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843134"},{"id":"5ca60b03-1b6a-48e9-9703-e24df2ed6d6c","source":"hackernews","source_id":"48845602","content_type":"comment","title":null,"body_preview":"Atari's whole attitude in the early 1980s was \"you will buy games that suck.\"","author":"nyeah","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845602"},{"id":"f18e8013-2e5f-4c4c-8e2b-12fec28ede3c","source":"hackernews","source_id":"48848108","content_type":"comment","title":null,"body_preview":"There's also the dual-screen b/w LCD game (running off 2 LR44 batteries iirc). Back when I was a kid, that was a prized possession during school breaks.\nWe'd exchange those handhelds with other kids &","author":"RetroTechie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848108"},{"id":"1aaef4c6-bd17-49a9-b21a-0e0ab12c256e","source":"hackernews","source_id":"48850800","content_type":"comment","title":null,"body_preview":"I remember the January when the gaming market really crashed... the Atari games for 1600/7200 were dirt cheap at Toys R Us...  In retrospect, I'd have been happier with Sega at the time... They had mo","author":"tracker1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","imperfect_expression","platform_fluency"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850800"},{"id":"e961102e-1fac-4bbe-92b3-151e2e6d8ca6","source":"hackernews","source_id":"48844979","content_type":"comment","title":null,"body_preview":"> Nintendo was about to release a next-generation console, the Famicom, in Japan. They wanted to export it to other markets, but didn’t want to do it alone. Nintendo really wanted to license the Famic","author":"ndiddy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844979"},{"id":"144d4c87-bb6f-482c-8346-067f1ca832eb","source":"hackernews","source_id":"48852427","content_type":"comment","title":null,"body_preview":"The original title is:\n> Texas ICE Killing Darkens: Rep Says Witnesses Pressured to Self-Deport\nI added the word \"Were\" to clarify that witnesses were being pressured as opposed to doing the pressurin","author":"hn_acker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16085271317829455,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852427"},{"id":"02fd3d7a-8f6c-4df2-a322-dc38c527e1f2","source":"hackernews","source_id":"48844738","content_type":"comment","title":null,"body_preview":"The version from the wedding band in Old School will forever be in my mind.\nhttps://youtu.be/FfUU1wJKXDc","author":"al_borland","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844738"},{"id":"7bbec657-62b0-4022-a5ed-3844dc06581e","source":"hackernews","source_id":"48844427","content_type":"comment","title":null,"body_preview":"And let us not forget \"Holding Out For a Hero\"\nhttps://www.youtube.com/watch?v=bWcASV2sey0","author":"SideburnsOfDoom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844427"},{"id":"a3a392f7-9c9a-48ab-9f87-2126a7356c08","source":"hackernews","source_id":"48846700","content_type":"comment","title":null,"body_preview":"I saw her around this time last year in munich... it was a great show and even tough i didn't grow up in the 80's im a fan!\nRest in Peace Bonnie!","author":"falkuall","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846700"},{"id":"26e71704-09be-4b2e-9854-e69ae089fac7","source":"hackernews","source_id":"48846926","content_type":"comment","title":null,"body_preview":"Just as good a time as ever to post one of my favorite classic deep YouTube video's, Hurra Torpedo's cover of Total Eclipse of the Heart.\nSlightly NSFW, some plumber's crack:\nhttps://www.youtube.com/w","author":"auto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","personal_preference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846926"},{"id":"5de24da4-3e3b-4715-8011-1ed1aec63bb2","source":"hackernews","source_id":"48851945","content_type":"comment","title":null,"body_preview":"That sucks, man. I actually liked her music. Especially \"holding out for a hero\".","author":"SCPlayz7000","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_reference"],"bot_score":0.5,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851945"},{"id":"06aad540-d2a0-4e3d-a838-7b2b9bc78e40","source":"hackernews","source_id":"48848275","content_type":"comment","title":null,"body_preview":"For those into metal: I like this cover by Exit Eden: https://youtu.be/AD6VAZFHWLY","author":"buo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848275"},{"id":"cf7b8e01-b95e-4cc2-8469-571fe35e1ca6","source":"hackernews","source_id":"48845203","content_type":"comment","title":null,"body_preview":"\"Strong Songs\" podcast breaking down Total Eclipse of The Heart: https://strongsongspodcast.com/blogs/episodes/s07e06-total-e...","author":"madcaptenor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845203"},{"id":"4d89cd4d-af7a-4ac4-b02f-61c294bb9823","source":"hackernews","source_id":"48844983","content_type":"comment","title":null,"body_preview":"Ugh, what a bummer. I'll be listening to Holding Out for a Hero on repeat today. Nothing gold can stay.","author":"codelikeawolf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","cultural_references","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844983"},{"id":"591fc394-5156-4402-ba27-aaed81174336","source":"hackernews","source_id":"48847136","content_type":"comment","title":null,"body_preview":"My two-year-old son had started saying \"turn around\" in a sing-song kind of way several months back, and thus my wife and I, both babies of the 80s, had to start singing the song whenever he would do ","author":"paulirwin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847136"},{"id":"6bed8a25-ee0d-4011-b887-337dab62c8cd","source":"hackernews","source_id":"48845628","content_type":"comment","title":null,"body_preview":"This broke my heart:\n> Despite coming from a big, musical family, Tyler and Sullivan never had children.\n> I absolutely adore children.\n> I did have a miscarriage when I was 40, I left it too late, yo","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845628"},{"id":"09616d13-7aa5-4dd0-83b5-1253491c6505","source":"hackernews","source_id":"48844984","content_type":"comment","title":null,"body_preview":"Jim Steinman, Meat Loaf, and now Bonnie Tyler.  It truly all has come to an end.  I think Celine Dion is the last one still carrying on Steinman's legacy.","author":"petcat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10623955743443188,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844984"},{"id":"3ca8d098-8b55-4813-a012-56ef71f697e8","source":"hackernews","source_id":"48844455","content_type":"comment","title":null,"body_preview":"My mum had a cassette with some of her songs. We'd have it on for long trips. I loved the long version of Faster than the speed of night. it's basically just \"carpe diem\" in a different format, but i ","author":"urbsgpw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844455"},{"id":"875f0152-56ec-4f7e-b711-869397ca21a2","source":"hackernews","source_id":"48845168","content_type":"comment","title":null,"body_preview":"I went to the Reading Rock Festival back in the 80s. she was viewed very much as middle of the road and when she came on, got roundly booed and many bottles of nefarious liquids were tossed at her and","author":"wigster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845168"},{"id":"aad59d91-1e68-49cc-b6d7-ae08b11544f3","source":"hackernews","source_id":"48844478","content_type":"comment","title":null,"body_preview":"I once worked with a guy mixing TV programmes and live DVDs; I knew he’d been a studio engineer at one point in his career. We were re-arranging our studios one day and as I picked up a pair of NS-10s","author":"parkersweb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844478"},{"id":"f76bd083-a0e0-44d8-9ee3-22f673794d6d","source":"hackernews","source_id":"48844220","content_type":"comment","title":null,"body_preview":"Literal music video of Total Eclipse, one of the funniest things I’ve ever seen https://www.youtube.com/watch?v=fsgWUq0fdKk\nRIP Ms Tyler, you will be missed","author":"auslegung","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844220"},{"id":"3e34a4f5-2ff4-4d97-a1bd-ac37f446c4de","source":"hackernews","source_id":"48845165","content_type":"comment","title":null,"body_preview":"Growing up in the 80s, I've known (and sung) this song all my life. But I just saw this flowchart for the first time today:\nhttps://jeannr.tumblr.com/post/165291081/i-made-a-flow-chart...\nI believe th","author":"japhyr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845165"},{"id":"112a294c-da91-4863-93fa-d01731fa416b","source":"hackernews","source_id":"48845763","content_type":"comment","title":null,"body_preview":"Is this broken in Firefox? I just see a black square in the top right.","author":"neogodless","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.134195970177754,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845763"},{"id":"3831cb58-090e-450d-a773-9f80f949e043","source":"hackernews","source_id":"48841038","content_type":"comment","title":null,"body_preview":"Anybody using this in production?\nedit: Thanks, will try!","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.07812200254571994,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841038"},{"id":"db17c757-3642-4501-95bf-74cab4b0b868","source":"hackernews","source_id":"48843032","content_type":"comment","title":null,"body_preview":"seems like `cargo nextest run` just runs `--lib` tests by default? however, `cargo test` is not so slow if you do `cargo test --lib`. how do I get nextest to execute the doc tests, too?","author":"jstrong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_question"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843032"},{"id":"a79f5727-a55d-425a-b07b-ed558f39bab7","source":"hackernews","source_id":"48841231","content_type":"comment","title":null,"body_preview":"I somehow tried to make sense of the name as a superlative form of \"next\". Perhaps next-test would have been fine?","author":"patates","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841231"},{"id":"b4e809ab-fc80-47ce-aae9-f186c6453ca8","source":"hackernews","source_id":"48842634","content_type":"comment","title":null,"body_preview":"I love nextest. without it my CI could take hours\nhttps://github.com/tsz-org/tsz/actions/runs/29002057457/job/...\nwatch it running 32.5k unit tests without breaking a sweat!","author":"mohsen1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842634"},{"id":"44365e8c-ffbd-4dd7-8ac2-0e29d955a281","source":"hackernews","source_id":"48841553","content_type":"comment","title":null,"body_preview":"I love nextest, it's been great. This along with bacon catches a lot of issues.","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10825242100947297,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841553"},{"id":"3acdbeb4-04cc-44e4-a697-c78400922d58","source":"hackernews","source_id":"48852365","content_type":"comment","title":null,"body_preview":"the execution model of cargo-nextest makes my test suite extremely slow to run - Most of my tests rely on postgres. Since cargo-nextest uses a separate process per test, there is no efficient way to s","author":"mollerhoj","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852365"},{"id":"e075d18e-50f7-4a2b-81e4-43920097a5fd","source":"hackernews","source_id":"48843576","content_type":"comment","title":null,"body_preview":"Super happy user here! It's an excellent piece of engineering.\nWe're running a fork that supports a \"sidecar\" server for running multiple integration tests against. So if any tests that need the serve","author":"jtwaleson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843576"},{"id":"4675c7a8-ed18-42cf-84e2-c4bf6a581cdb","source":"hackernews","source_id":"48842056","content_type":"comment","title":null,"body_preview":"The \"execution model\" page[1] is documentation at its best!\nIt answered 90% of the questions I had at the monent. Thank you!\n[1] https://nexte.st/docs/design/how-it-works/","author":"weinzierl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842056"},{"id":"20ea14ba-881d-472f-a66f-1119010863d7","source":"hackernews","source_id":"48841464","content_type":"comment","title":null,"body_preview":"Thanks for posting about this! I'm the main author of nextest, and it represents my best foot forward for how Rust testing should be done. Happy to answer questions though I might be a bit intermitten","author":"sunshowers","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841464"},{"id":"ddccfdfd-a970-4ee3-9a98-76b93f9b3b2e","source":"hackernews","source_id":"48851446","content_type":"comment","title":null,"body_preview":"NYT coverage:\nNew York Times and Other Publishers Ask Court to Penalize OpenAI\nhttps://www.nytimes.com/2026/07/09/technology/new-york-times...\n(https://news.ycombinator.com/item?id=48847423)","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851446"},{"id":"42f857da-8a32-472d-b101-c4687a2fc6cd","source":"hackernews","source_id":"48851986","content_type":"comment","title":null,"body_preview":"This could be a generational mistake from altman. I could imagine that some article writers are pretty pissed to find out that chatgpt was skimming through paywalled content.","author":"SCPlayz7000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851986"},{"id":"5e90d60b-df6c-41a7-aed6-c29beb2d20c8","source":"hackernews","source_id":"48853387","content_type":"comment","title":null,"body_preview":"Fine them out of existence.\nIf they deliberately skirt the rules in the past, they will continue to do so in the future\nWe have to stop letting companies build ridiculous amounts of money by ignoring ","author":"bluefirebrand","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853387"},{"id":"6286d06b-0eab-4d5c-ada1-723b141ea8a3","source":"hackernews","source_id":"48849439","content_type":"comment","title":null,"body_preview":"uhhhh\nwhy yes, i would love to give a vibecoded app access to all of my important information so it can stored for \"safe\" keeping...\na post it note on your front door would be more secure and likely l","author":"nickphx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849439"},{"id":"096206eb-d0ed-46c3-a75a-74568c3eaf70","source":"hackernews","source_id":"48848969","content_type":"comment","title":null,"body_preview":"I have a keepass file that I keep fairly updated on multiple places, my phone being up to date.\nA trusted family member has its password which is in their keepass.\nIn the event I am not around, I expe","author":"2Gkashmiri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote_with_specifics","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848969"},{"id":"86ff9796-2491-4198-aeb8-46c5e0c6536f","source":"hackernews","source_id":"48849140","content_type":"comment","title":null,"body_preview":"Having dealt with this with a couple of family members, set it a similar system for my spouse and I, and also been tech support for numerous friends doing somethign similar I'll provide a couple notes","author":"avs733","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849140"},{"id":"efbfbd93-9340-4e65-8a37-ddfdb4e09164","source":"hackernews","source_id":"48849886","content_type":"comment","title":null,"body_preview":"Anything can happen of course, but my actuarial life expectancy is at least 30 years from now.  I am 95% certain that my safe deposit box in my bank (where my info is currently stored) will still exis","author":"deepspace","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849886"},{"id":"ff2c1a25-a9de-4392-b669-0673e08fb1f3","source":"hackernews","source_id":"48847474","content_type":"comment","title":null,"body_preview":"One thing that I couldn't understand from the website: how is this triggered?\nThis sounds useful, but I also want an automated way to distribute the information when needed. Maybe a dead man's switch ","author":"lwhsiao","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847474"},{"id":"19a4376d-f8a7-4729-b229-b5a5b02322a2","source":"hackernews","source_id":"48848790","content_type":"comment","title":null,"body_preview":"My experience estate planning is that there are a lot of sensitive details in the documents. The tried a true method is the estate planning binder. Typically there is a worksheet to guide with the col","author":"edoceo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848790"},{"id":"3e877845-cfb4-447f-a7c3-e8ba86babab8","source":"hackernews","source_id":"48848151","content_type":"comment","title":null,"body_preview":"a hundred dollars a year for this?? What does the service even do with that money? I pay this for 20 years so you can share a google doc upon my demise?\nI must be missing something.","author":"sequoia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3281871179293532,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848151"},{"id":"1c210d0f-1f71-4693-86da-7db2ba3fd757","source":"hackernews","source_id":"48847644","content_type":"comment","title":null,"body_preview":"Critical stuff like this is definitely a good idea to delegate to an LLM.","author":"ShinyLeftPad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09779447911257995,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847644"},{"id":"c6958a54-21e3-422c-bfb9-1d7f5c0b0f45","source":"hackernews","source_id":"48850197","content_type":"comment","title":null,"body_preview":"I have a Google doc shared with close friends and family that I keep updated with info in case I’m seriously injured or dead. It doesn’t have passwords or anything harmful to leak, just things like wh","author":"kaikai","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.05366258339471162,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850197"},{"id":"2d6aa288-8427-4adb-a7d1-933b57b13604","source":"hackernews","source_id":"48841456","content_type":"comment","title":null,"body_preview":"Still the honeybees keep on dying ...\nPerhaps it is time to stop blaming the mites for the decline of the honeybees.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841456"},{"id":"002d23a0-2685-4ecf-a368-ee8617b89a3d","source":"hackernews","source_id":"48843537","content_type":"comment","title":null,"body_preview":"Genuinely thought this was a new marvel character lol","author":"Luckyemmet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843537"},{"id":"091becb3-e36d-4a47-8b42-d9a6600a2de8","source":"hackernews","source_id":"48841518","content_type":"comment","title":null,"body_preview":"So what's it going to do to the honey?  Will we have spider venom laced honey?","author":"aussieguy1234","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841518"},{"id":"59136703-e834-4443-8472-bdcaff594e43","source":"hackernews","source_id":"48845692","content_type":"comment","title":null,"body_preview":"we're going to need a lot of very tiny syringes and band-aids!","author":"skeeter2020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845692"},{"id":"b1076493-864f-44d9-8178-e71fa40beea3","source":"hackernews","source_id":"48842380","content_type":"comment","title":null,"body_preview":"Kinda related, but in my house I don’t kill spiders, as long as they are in the corners they can live rent free while cleaning other bugs. Before, one time I went and killed all of them, in less than ","author":"tamimio","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.13468366925028127,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842380"},{"id":"6b33777e-7e8e-4d7a-8909-5232bb3f46e1","source":"hackernews","source_id":"48844128","content_type":"comment","title":null,"body_preview":"IIRC the Asian honey bee is more resilient to mites","author":"mjanx123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844128"},{"id":"ad675dcf-0c52-4e7a-8c66-ef5a3432775b","source":"hackernews","source_id":"48841376","content_type":"comment","title":null,"body_preview":"Some potentially seriously good news there if it all pans out the way it sounds like it might.  Fingers crossed for the bees!","author":"blooalien","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841376"},{"id":"65e2ff76-1d90-458c-acf2-a74cbfe20762","source":"hackernews","source_id":"48849512","content_type":"comment","title":null,"body_preview":"Spider venom saving bees was not on my bingo card, but this is genuinely cool. Obviously \"works on mites in the lab\" is a long way from \"works safely and cheaply in a real hive\", but varroa is such a ","author":"eleveriven","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","balanced_perspective","genuine_emotion"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849512"},{"id":"bb5ec08c-8766-4236-bab4-0d6234a07a8b","source":"hackernews","source_id":"48843587","content_type":"comment","title":null,"body_preview":"Powdered sugar is the standard treatment for removing varroa mites that have emerged from capped cells.\n\"The peptides killed only the mites, while the bees survived.\"\nWhat benefits do these new treatm","author":"chasil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17105263157894735,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843587"},{"id":"0cbf4749-b2b6-4296-9ca2-d5fa57782320","source":"hackernews","source_id":"48841416","content_type":"comment","title":null,"body_preview":"The hard truth these days is that the work of bee keeping is like 80% keeping the mites in check. Plus all current treatments render the honey inedible so you can only do it at the end of the season.","author":"roboben","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841416"},{"id":"1d8770b4-8802-4e8f-b085-55b556902c67","source":"hackernews","source_id":"48841910","content_type":"comment","title":null,"body_preview":"Honeybees are not native to North America.\nIt is great and currently necessary we use them the way we do. It makes one wonder in the age of AI and evolving farm practices, can we start finding ways to","author":"schainks","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841910"},{"id":"e6d3ac56-0ff5-4f15-8130-05b07556e7ff","source":"hackernews","source_id":"48842464","content_type":"comment","title":null,"body_preview":"Check out Paul Stamets' research using Mycelium to give honeybees an immuneboost.\nhttps://www.nature.com/articles/s41598-018-32194-8","author":"tomaytotomato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842464"},{"id":"2e656610-53d3-4be3-9437-6704517fd79a","source":"hackernews","source_id":"48845284","content_type":"comment","title":null,"body_preview":"I grew up on a farm on which the apiary and all connected with it was a major part of the farm's output.  Honey, beeswax, nukes (a queen and 10K or so worker bees as a starter colony, sold to other ap","author":"worldvoyageur","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","self_reference","platform_fluency","imperfect_expression","geographic_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845284"},{"id":"d4237a3e-a3a4-44de-9508-330be8f50bb4","source":"hackernews","source_id":"48853344","content_type":"comment","title":null,"body_preview":"Interesting for products where the resulting alloy just needs machining - lathing, milling, drilling etc, but more interesting will be what processes will be needed to weld or form such alloyed metals","author":"anenefan","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","natural_digressions"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853344"},{"id":"a1e7fd5c-a996-4077-a3be-258f3478860c","source":"hackernews","source_id":"48846348","content_type":"comment","title":null,"body_preview":"Followup announcement post:\nAn Entirely New Git Hosting Network\nhttps://entire.io/blog/an-entirely-new-git-hosting-network\n(https://news.ycombinator.com/item?id=48833019)","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846348"},{"id":"711a68b9-b80c-4fdc-b600-65cfe96f9d27","source":"hackernews","source_id":"48846875","content_type":"comment","title":null,"body_preview":"Not having to use Stack Overflow or Git directly are by far the biggest improvements LLMs have brought to my life.","author":"melenaboija","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846875"},{"id":"03ae4348-d660-43f3-bf10-e5011cc19c15","source":"hackernews","source_id":"48846817","content_type":"comment","title":null,"body_preview":"\"Our hypothesis is simple: session logs are now the most important artifact in software development, and should be stored alongside the code itself in the repository.\"\nWasn't there an article on HN th","author":"jerf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846817"},{"id":"6c684086-1153-43a5-b4cb-a4a22d312b02","source":"hackernews","source_id":"48846415","content_type":"comment","title":null,"body_preview":"We need to store CHOICES with the commit or branch. Not the whole session. Conscious, summarized choices","author":"wateralien","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846415"},{"id":"5e078a55-6d3d-4aa6-a6cf-c1bf4cdcd336","source":"hackernews","source_id":"48846889","content_type":"comment","title":null,"body_preview":"Do we really need a new system for this? What’s wrong with just writing an elaborate commit message?","author":"estetlinus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846889"},{"id":"cc3f3588-423f-45f3-bde8-e6ef93df74f8","source":"hackernews","source_id":"48846037","content_type":"comment","title":null,"body_preview":"Anyone else finds the LLMs version control discipline lacking?\nThe engineering practices in general are lacking. Not tests nor assumptions validation ever, unless explicitly asked.","author":"federiconafria","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846037"},{"id":"b19732bd-889d-4a21-9ca1-2815d4f4abf6","source":"hackernews","source_id":"48846599","content_type":"comment","title":null,"body_preview":"There’s reason I wrote high info density documentation and comments rather than committed every StackOverflow page I viewed during development pre-AI.","author":"oefrha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846599"},{"id":"4579d691-a51a-45ee-8678-d20667e617c5","source":"hackernews","source_id":"48846214","content_type":"comment","title":null,"body_preview":"Has anyone tried teaching the agents to use jj or gitbutler-cli to do their ideas of lightweight branches?  I keep feeling like that would be a huge win for the multi-branch development I'm doing much","author":"linsomniac","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846214"},{"id":"6acc9797-35b9-40b4-9b0b-f05161123604","source":"hackernews","source_id":"48848265","content_type":"comment","title":null,"body_preview":"Recentish and relatedish:\nEx-GitHub CEO launches a new developer platform for AI agents - https://news.ycombinator.com/item?id=46961345 - Feb 2026 (577 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11898264872271146,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848265"},{"id":"7136957d-881b-4fc8-b70a-87ad86ae696e","source":"hackernews","source_id":"48845283","content_type":"comment","title":null,"body_preview":"I suspect we'll move away from pull requests, because in the LLM world they're the worst way of accepting a contribution.\nVerbose slop is painful to review, and it's dangerous to accept unreviewed cod","author":"pornel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845283"},{"id":"b33754f5-8526-407e-b0e2-f6163b3fbe73","source":"hackernews","source_id":"48845404","content_type":"comment","title":null,"body_preview":"> Version Control Will Evolve for the Agent Boom\nIsn't this the idea behind Yegg's \"Beads\"?","author":"erelong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1973980626878557,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845404"},{"id":"97d1389b-b4c5-4f0a-9b33-6f337578778a","source":"hackernews","source_id":"48846769","content_type":"comment","title":null,"body_preview":"I think a Q&A-based approach is could also be a suitable way to capture the reasoning behind a project. Instead of writing documentation afterward, an AI could interview the developer throughout the p","author":"Imanari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","imperfect_expression"],"bot_score":0.10582080733223169,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846769"},{"id":"266570b1-0a7f-4a86-b738-e20be8617be9","source":"hackernews","source_id":"48847670","content_type":"comment","title":null,"body_preview":"> Our hypothesis is simple: session logs are now the most important artifact in software development, and should be stored alongside the code itself in the repository. [...] Humans can more easily und","author":"whilenot-dev","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.09791438408984443,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847670"},{"id":"7bdbb574-89d5-4bb3-adfa-45e8fe2ff08d","source":"hackernews","source_id":"48846068","content_type":"comment","title":null,"body_preview":"I am anticipating a move away from git-style version control entirely.\nOne possible shape is something like unison-lang's CAS AST model:\nhttps://www.unison-lang.org/docs/the-big-idea/\nThis model has s","author":"oftenwrong","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846068"},{"id":"83074f05-1abc-4f8b-9b55-2f87971779b6","source":"hackernews","source_id":"48846859","content_type":"comment","title":null,"body_preview":"I don't see this taking off. LLM's produce absolute novels worth of verbose text; and nobody wants to read someone else's conversation with it, and certainly nobody wants to read a multi-year old sess","author":"overgard","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846859"},{"id":"ecf59a79-0405-4c90-bb0b-1656ccf60612","source":"hackernews","source_id":"48845616","content_type":"comment","title":null,"body_preview":"> Our hypothesis is simple: session logs are now the most important artifact in software development, and should be stored alongside the code itself in the repository.\nPi.dev has a feature where you c","author":"paulbjensen","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845616"},{"id":"4c0dd584-9f71-41f9-b09c-4ea36beeead3","source":"hackernews","source_id":"48846245","content_type":"comment","title":null,"body_preview":"I find the value of someone steering an AI session to be practically nil for nearly everything. Nobody wonders out loud how a senior developer arrives at the result he does without an AI; they care th","author":"mickeyp","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846245"},{"id":"d5dc201f-0ad3-48a5-8061-7cedab69601a","source":"hackernews","source_id":"48846935","content_type":"comment","title":null,"body_preview":"When your AI consumes documents that are out of date it introduce bugs and incorrect behavior into the system. Code is the only source of truth that actually matters.\nThe only artifacts outside of cod","author":"xcskier56","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846935"},{"id":"e05aaf58-b7e2-4d6f-be44-a7209c731df2","source":"hackernews","source_id":"48847525","content_type":"comment","title":null,"body_preview":"> Our hypothesis is simple: session logs are now the most important artifact in software development, and should be stored alongside the code itself in the repository.\nI don’t think this scales. We re","author":"sdevonoes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847525"},{"id":"52603682-4535-4387-954a-161b843d62b3","source":"hackernews","source_id":"48843992","content_type":"comment","title":null,"body_preview":"Anyone who would write an article like this is much more distasteful to me than anything Jarred did.","author":"whimsicalism","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843992"},{"id":"60f838e2-4ff5-426c-bfd0-a92ffab8e0a3","source":"hackernews","source_id":"48844025","content_type":"comment","title":null,"body_preview":"well, for me personally, \"the\" Zig project is not Bun but Ghostty, and it always has been.\nyeah, Mitchell is very pro-AI, but he is thoughtful, and he sometimes highlights the difference between Zig's","author":"bpavuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.07193609377704335,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844025"},{"id":"f27930d8-b2a7-4b94-8048-f565a93a81e2","source":"hackernews","source_id":"48844926","content_type":"comment","title":null,"body_preview":"When I read about the bun rewrite I thought no sh*t, those are the exactly the types of bugs I would expect when doing a line by line rewrite of a program in a GC language to memory managed.\nI was uni","author":"JurassicTyler","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","personal_anecdote"],"bot_score":0.08886014106215742,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844926"},{"id":"17e2098b-e49b-4ae2-9d2b-80f086a4a98f","source":"hackernews","source_id":"48844306","content_type":"comment","title":null,"body_preview":"A better title would be 'My emotions on the Bun Rust Rewrite', since the article feels like an emotional reaction rather than a thoughtful analysis of the situation. Give it some time..\nI'm rooting fo","author":"delegate","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844306"},{"id":"e05bb73a-4a1e-481f-bf0b-6e5e6b90fda1","source":"hackernews","source_id":"48843829","content_type":"comment","title":null,"body_preview":"I was wrong to be upset this whole time that the rewrite would hurt Zig. This is one of those rare occasions when I’m glad I was wrong. Interesting insights.","author":"asciimoo","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.08378271009939742,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843829"},{"id":"0ee36339-f348-43ab-bab3-75c666b11b11","source":"hackernews","source_id":"48844909","content_type":"comment","title":null,"body_preview":"That \"I actually don't have any personal criticisms of Jarred\" made me do a spit take, because a majority of what I had just read was absolutely a personally targeted criticism of Jarred.\nWhether that","author":"cafkafk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844909"},{"id":"6928be05-4c40-429f-963c-5797d31442e8","source":"hackernews","source_id":"48843928","content_type":"comment","title":null,"body_preview":"> The main problem, however, was code quality.\n> The sleight of hand misdirects the reader away from the main way bugs are eliminated: by dedicating engineering resources to it.\nPerhaps the amount of ","author":"SuperV1234","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843928"},{"id":"479cde51-9135-4d4e-9ccd-0a238f231bfe","source":"hackernews","source_id":"48844065","content_type":"comment","title":null,"body_preview":"Despite stated otherwise in the post, this is a personal attack.\nAnyway, let's try to discuss something more technical: I predict Zig will lose steam, and in 2027, will lose relevance:\n1) It's hardcor","author":"hazn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844065"},{"id":"575c03cc-59f9-4e74-b675-1c29bf9e605e","source":"hackernews","source_id":"48844326","content_type":"comment","title":null,"body_preview":"> You can imagine how we might want to put some social distance between ourselves and a project whose irresponsible software engineering practices invite the exact kind of criticism that people are ea","author":"rob74","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","analogy_use","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844326"},{"id":"328f485f-9855-421a-a5a0-ed4589dcd5ae","source":"hackernews","source_id":"48852120","content_type":"comment","title":null,"body_preview":"What a complete own goal. I wouldn't want to have anything to do with Zig if there's a chance the head of the ZSF writes a blog that contains a substantial portion of unsubstantiated, unattributed per","author":"maximilianburke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852120"},{"id":"2e3e7c8c-8046-4891-bb51-0b43ace10c9d","source":"hackernews","source_id":"48843950","content_type":"comment","title":null,"body_preview":"To me, this whole effort of rewriting Bun from Zig to Rust looks like a big marketing move. The question is: if Anthropic AI is really that powerful, why not just fix the bugs and give it the more amb","author":"cyber1","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.3063560994867745,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843950"},{"id":"ac8dbe19-b701-4e21-b602-720c6d3c8df0","source":"hackernews","source_id":"48843894","content_type":"comment","title":null,"body_preview":"> I actually don't have any personal criticisms of Jarred\nThe whole post felt like a personal criticism of Jarred.","author":"nilirl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.08233132564362461,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843894"},{"id":"39eddbaf-0b9d-4aae-b041-3e1c91038fd7","source":"hackernews","source_id":"48844254","content_type":"comment","title":null,"body_preview":"Not sure a personal attack against Jarred really helps the case for using Zig. He could have and should have focused on the language and not “a stinky manager”. Honestly, this makes me want to steer c","author":"dnoberon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844254"},{"id":"ad3426bc-6eb9-4209-91ce-23690bb7d984","source":"hackernews","source_id":"48844148","content_type":"comment","title":null,"body_preview":"It's hard, in my opinion, to lend credence to the author here when they decided to devote the first and largest section of their article to an incisive display of speculative ad hominem.\nWould have be","author":"sarreph","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.22721933423026794,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844148"},{"id":"0a275e7c-b24a-40f4-8543-73d6244bd282","source":"hackernews","source_id":"48844243","content_type":"comment","title":null,"body_preview":"I found this post very refreshing! I’m sure it would have been very tempting to one-up the “PR-speak” of the Bun post. Likewise, it would have been very tempting to include the same set of facts that ","author":"fwlr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844243"},{"id":"1bd358f1-72c5-430f-a603-3f9a8914f6ed","source":"hackernews","source_id":"48844448","content_type":"comment","title":null,"body_preview":"There are astute comments about the post's tone elsewhere in this thread[0]\nBut this killed my hopes for Zig.\nThe drama is fun, and Andrew is maybe even admirable in his earnest, but this just isn't t","author":"preommr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844448"},{"id":"ed026009-7542-4b95-839f-dc2bee08b95c","source":"hackernews","source_id":"48844030","content_type":"comment","title":null,"body_preview":"> So, when the Anthropic aquisition finally happened, we at ZSF breathed a sigh of relief. When the donation silently stopped, our bank account was ready for it. When they neither canceled their month","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.09487699050510572,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844030"},{"id":"046c0a69-61f3-4099-824e-215d3b51380c","source":"hackernews","source_id":"48844289","content_type":"comment","title":null,"body_preview":"> Two, I actually don't have any personal criticisms of Jarred\nThat’s quite a statement to make at the end of a post that seems to contain little else…all just thinly veiled.\nSaying someone has „begin","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844289"},{"id":"db75c4bb-518d-4793-a62d-509b5877c5b5","source":"hackernews","source_id":"48844355","content_type":"comment","title":null,"body_preview":"This is unprofessional and embarrassing for Zig.\nI know very little about Jared but his article yesterday, which I read, seemed appreciative of Zig. I now learn he's donated significant chunks of mone","author":"tuckwat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844355"},{"id":"35436703-651b-4416-89ba-8fd7fad1d138","source":"hackernews","source_id":"48845652","content_type":"comment","title":null,"body_preview":"I have learned so much reading Andrew’s code and as I said in the original post: Bun would never have  happened without Zig.\n> The post claims they were fuzzing their Zig code, while during our calls ","author":"Jarred","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845652"},{"id":"1058940e-4a2e-4889-bea1-b116dbca2402","source":"hackernews","source_id":"48849004","content_type":"comment","title":null,"body_preview":"I can't seem to edit the link, but the URL should be https://devthropology.com/demo\n@dang do you know if got changed or if you can help changing this back?","author":"dpc94","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.40813362381989826,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849004"},{"id":"74dd520b-4fb2-4bf4-97f1-7185a118c8bb","source":"hackernews","source_id":"48849099","content_type":"comment","title":null,"body_preview":"I really like the idea of showing dormant areas of a project but also using git history to identify areas which are changed together. This could be useful for AI agents or understanding health of larg","author":"mrud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849099"},{"id":"a291c8e4-0819-4c27-bf4d-485dcdaf8d93","source":"hackernews","source_id":"48852317","content_type":"comment","title":null,"body_preview":"Really cool project. I like how much data is available through the Trends page and think there's potential to draw more insight beyond just effects of using AI","author":"hsalhab","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852317"},{"id":"c78f7d92-f74c-4029-b033-cbeb3d6b0a00","source":"hackernews","source_id":"48849706","content_type":"comment","title":null,"body_preview":"This is a little bit reinventing the wheel.\nhttps://scorecard.dev/#the-checks\nhttps://github.com/future-architect/uzomuzo-oss#the-problem-...","author":"srmatto","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849706"},{"id":"66193dd3-0cd6-40b7-98db-0b94051b7904","source":"hackernews","source_id":"48848354","content_type":"comment","title":null,"body_preview":"> What we built\n> Each organization gets one host process (Bun) on Fly Machines for all its containers.\nWell that is an instant nope from me. Fly.io's uptime/availability isn't something I trust and I","author":"zuzululu","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","comparison_to_competitor","absence_of_ai_signals"],"bot_score":0.08631406067035222,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848354"},{"id":"8b864ee1-5391-4803-b88c-dcda0603eda3","source":"hackernews","source_id":"48848416","content_type":"comment","title":null,"body_preview":"Took me a bit to understand what Wire does, but then it clicked. we’ve built something similar at a smaller scale inside R2, though right now it’s only for .md files.\nI can see this becoming much more","author":"chandureddyvari","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848416"},{"id":"b5632660-cf09-428f-a4e7-905a9472d459","source":"hackernews","source_id":"48850673","content_type":"comment","title":null,"body_preview":"The thought of moving back to Fly after CF is completely absurd to me, each to their own. May your downtime be minimal...","author":"PUSH_AX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850673"},{"id":"e37dc941-18c8-47d7-9fef-2b80b2a766e9","source":"hackernews","source_id":"48849421","content_type":"comment","title":null,"body_preview":"Why do all this work and then let an ai write the blog post.","author":"stephantul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849421"},{"id":"3885f91c-dc53-413a-9cb3-cc9381043350","source":"hackernews","source_id":"48847953","content_type":"comment","title":null,"body_preview":"Incredible project.\nAnd how much I love that this is an article instead of an youtube video.","author":"elzbardico","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847953"},{"id":"d27af0d4-df1f-4918-9606-1a4e95c0b83a","source":"hackernews","source_id":"48847016","content_type":"comment","title":null,"body_preview":"\"the only\" is hardly ever correct. you built the only one that you know of","author":"stronglikedan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.10337238089440234,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847016"},{"id":"6e6e9dce-f9b7-4159-953a-b7ce20527c2d","source":"hackernews","source_id":"48846445","content_type":"comment","title":null,"body_preview":"Good skills to have for mad-maxing it thru the desert after the ai apocalypse :)","author":"steve-atx-7600","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846445"},{"id":"8e52ac58-304e-4b83-83ce-90d6b4ae4d57","source":"hackernews","source_id":"48846325","content_type":"comment","title":null,"body_preview":"Wow. This is super neat. After having gotten my hands dirty on a 30+ year old car, I can definitely see why it would be desirable to have a relatively new frame to start from vs. a WWII Jeep.","author":"jbailes","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846325"},{"id":"0add6bb6-8640-49ea-8466-95abd7c9f22b","source":"hackernews","source_id":"48843077","content_type":"comment","title":null,"body_preview":"a decent long form article with pictures, a story, well written, and something of interest.  I will read this fully later as it will require some time.  Good work!","author":"jaffa2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843077"},{"id":"a869a8a6-ec68-4910-8049-a9f3ce80810b","source":"hackernews","source_id":"48842675","content_type":"comment","title":null,"body_preview":"I can see the appeal, not having to deal with much rust or bolts breaking (the 2 things which cause the most trouble for me in working on vehicles). 800 miles across the desert is some way to run it i","author":"thomasjb","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842675"},{"id":"a75e7b5b-d0b9-4567-b681-94247cec800b","source":"hackernews","source_id":"48846685","content_type":"comment","title":null,"body_preview":"One of my great regrets in life is not knowing anything about how to rebuild an engine (and various other car parts). It's not exactly a cheap hobby, so it's probably for the best, but I have the feel","author":"hvs","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846685"},{"id":"4006d7e0-2d61-426a-8756-cf6ac2be9e88","source":"hackernews","source_id":"48847704","content_type":"comment","title":null,"body_preview":"This article was tremendous. My dad and I rebuilt an old GPW as my car in high school. His brother bought it as his car for high school a generation earlier. This article and the video are a love lett","author":"MontagFTB","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847704"},{"id":"0ab47c6d-32cb-4ec9-965b-d946e9f569a9","source":"hackernews","source_id":"48845858","content_type":"comment","title":null,"body_preview":"Just like they eventually added to WWII Jeeps, it needs a huge anti-decapitation pole on the front (maybe a really cool (and huge) hood ornament?).","author":"thisisauserid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845858"},{"id":"73c502bf-9192-4d0b-bac5-b9bddb2654d0","source":"hackernews","source_id":"48845211","content_type":"comment","title":null,"body_preview":"Wonderful project. But alarm bells went off in my head when I saw the picture of the helper, wearing gloves, holding a part to be drilled while the author held the drill centimeters away from the help","author":"bushwart","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1553560655328985,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845211"},{"id":"382636f5-7379-414a-ba33-723d044b344d","source":"hackernews","source_id":"48842797","content_type":"comment","title":null,"body_preview":"There's a Wheeler Dealers episode where Edd China takes care of a WWII Jeep.","author":"dominicrose","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842797"},{"id":"24364919-4ab7-4150-ab99-ccb640cc133c","source":"hackernews","source_id":"48846299","content_type":"comment","title":null,"body_preview":"This kind of story makes you realize what a true marvel the modern production line is - so many moving parts that have to line up just right each time to be able to produce vehicles as fast as we do.","author":"bombcar","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846299"},{"id":"f6dbdcfc-1765-4236-9384-13205a9def7a","source":"hackernews","source_id":"48843900","content_type":"comment","title":null,"body_preview":"Is it truly a 2026 car though, if it does not come with an ungodly amount of attention beep nagware that cannot be permanently disabled?","author":"usrusr","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843900"},{"id":"0ffa868d-37a5-4a85-9fdd-512685a91d0c","source":"hackernews","source_id":"48845376","content_type":"comment","title":null,"body_preview":"I love the Autopian, glad they're on the HN front page. David Tracy's Jeep antics have kept me up at night worrying for at least 10 years now.","author":"Shalomboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.24534064357050617,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845376"},{"id":"38bc33b6-0209-4329-8102-25ee3cfb2bd1","source":"hackernews","source_id":"48843265","content_type":"comment","title":null,"body_preview":"I wish he shared what it cost him overall. I can already see from some of the numbers and some guesswork that it must not be a flattering sum, but I still want to see it!","author":"RugnirViking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843265"},{"id":"2bcf0374-4023-458d-8dbd-44d90bd64611","source":"hackernews","source_id":"48845016","content_type":"comment","title":null,"body_preview":"\"o my god I lob a yeep\"\nSuper article. Something to actually read, great photos. \"How I Got Myself In This Predicament\" is just the sort of subheading I like to read.","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.11490910800551211,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845016"},{"id":"115ee167-8496-48ca-aa1d-d41c18cc15b2","source":"hackernews","source_id":"48814243","content_type":"comment","title":null,"body_preview":"The important point is \"from as much ebay parts as possible\" because I suspect there are still \"jeep in a crate\" boxes where all you have to do is remove the Cosmolene (this is undoubtedly not all you","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12885050313678054,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48814243"},{"id":"d93582e5-171e-4dc7-90c8-e962599e1139","source":"hackernews","source_id":"48845196","content_type":"comment","title":null,"body_preview":"That's an insane amount of work. An amazing adventure and a saint of a wife!\nI'm wondering if there'll be any follow up:\nThats a lot of metal in the engine oil. Whats the source? is there a fix? or is","author":"fusslo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845196"},{"id":"1e35c72d-3ec5-402f-8d8b-af0e6e093b3f","source":"hackernews","source_id":"48853404","content_type":"comment","title":null,"body_preview":"after one of our Cursor agents almost executed DELETE FROM customers WHERE status='test' against a production database\nAllowing agentic to touch production is a significant oversight.\nWe would love fe","author":"pizzafeelsright","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853404"},{"id":"cb2c1606-aca2-437c-b7ac-b52b2d053cba","source":"hackernews","source_id":"48848363","content_type":"comment","title":null,"body_preview":"if you aren't afraid of difficult math breaking your brain, I highly recommend this youtube channel \"PhysicsExplained\" (sorry I forget his actual name but he is brilliant)\nhe has a recent two-parter o","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848363"},{"id":"ac5b9e20-3184-4886-8f16-0579d020a068","source":"hackernews","source_id":"48848180","content_type":"comment","title":null,"body_preview":"I can imagine the world where this post gets more visibility through a funny regex error than actual equations :)","author":"bpavuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.07193609377704335,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848180"},{"id":"36ed5569-96cb-4827-b130-419628569664","source":"hackernews","source_id":"48847342","content_type":"comment","title":null,"body_preview":"Interesting, I need to look into Maxwell's original formulation with the vortices.  You can write electrodynamics in terms of small spinning elements: https://forwardscattering.org/page/Intuitive%20Qu","author":"Ono-Sendai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847342"},{"id":"72a40578-2427-498e-8030-0f19a906d270","source":"hackernews","source_id":"48847904","content_type":"comment","title":null,"body_preview":"The original title is much better How Maxwell's Equations Were Discovered. As it is now Maxwell's Equations Were Discovered it sounds like they were just discovered or someone rediscovered the equatio","author":"AlexeyBrin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847904"},{"id":"88589518-bb7a-4e29-920f-e1f0508ea9a1","source":"hackernews","source_id":"48849177","content_type":"comment","title":null,"body_preview":"Only because it made to the HN front page.\nA lot of stilted dialog first. Fine, fine, fine, I get it. Not everyone is a natural presenter.\nThen I got to\n> How copper and metal plates were combined\nand","author":"kayo_20211030","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849177"},{"id":"e630f28d-6046-4c2b-9574-2588414d3878","source":"hackernews","source_id":"48847473","content_type":"comment","title":null,"body_preview":"If you like this make sure you watch:\nhttps://www.youtube.com/watch?v=sDlZ-aY9GN4\nwhich explains that magnetism is just an emergent property when you start from Coulomb's law and relativity.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847473"},{"id":"6ee55ad0-068e-480a-9d56-78b808a55c41","source":"hackernews","source_id":"48847818","content_type":"comment","title":null,"body_preview":"Video title is How Maxwell's Equations Were Discovered, HN's regex thingy changed it to Maxwell's Equations Were Discovered. (My brain's regex changed it back :)","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.10664333462583084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847818"},{"id":"fca36cf7-b45a-49a8-b557-2aa1fab52617","source":"hackernews","source_id":"48846587","content_type":"comment","title":null,"body_preview":"In his 1961 farewell address, President Eisenhower warned of the dangers of establishing the military-industrial complex [1]. We are seeing the fruits of that now that despite an annual budget over $1","author":"jmyeet","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","historical_references","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846587"},{"id":"3a62ba00-1d4c-4aa4-b9d1-96051580db34","source":"hackernews","source_id":"48846735","content_type":"comment","title":null,"body_preview":"It's disappointing how often the public gives a silent thumbs up on military spend. Okay I'll grant most US citizens would have preferred Trump hadn't gotten into this war.\nBut most talk is about the ","author":"RetroTechie","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846735"},{"id":"fb20b7f3-a740-4a65-9dec-a967ea50a72d","source":"hackernews","source_id":"48846719","content_type":"comment","title":null,"body_preview":"Another novel approach to saving money: stop fighting Israel's wars","author":"thatmf","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846719"},{"id":"a66623bd-49d8-4b1d-ada8-e711627b8fd7","source":"hackernews","source_id":"48848652","content_type":"comment","title":null,"body_preview":"Drones killing drones in the sky. Each side is just burning piles of money until one runs out. Imagine if that could be put towards something useful.","author":"carabiner","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848652"},{"id":"e1e263a5-a8d0-4cf4-be42-d32f0f134818","source":"hackernews","source_id":"48845914","content_type":"comment","title":null,"body_preview":"there's a better way for 100% savings\njust completely exit like Afghanistan\nand remember all this military hardware eventually ends up in the hands of police departments domestically, next decade is g","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","false_specificity","imperfect_expression"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845914"},{"id":"f97d2fcf-d3dd-4b22-bde7-4b24ef6b264a","source":"hackernews","source_id":"48848602","content_type":"comment","title":null,"body_preview":"In a metaphorical sense, Ukraine is the scrappy 'startup' aka highly maneuverable speed boat that can turn on a dime, and the US Department of Defence is a cargo ship that takes years to execute a sin","author":"danhodgins","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848602"},{"id":"faa350ea-c6ab-4885-80c8-59057cecc5bf","source":"hackernews","source_id":"48846840","content_type":"comment","title":null,"body_preview":"I know a few people who could have used some of that $1 Billion. I mean what is Musk and Altman going to do when they need to be bailed out?","author":"Noaidi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846840"},{"id":"37e6f0e9-7472-414f-923a-15affe4684da","source":"hackernews","source_id":"48848478","content_type":"comment","title":null,"body_preview":"> It envisions delivery of “20 mission-ready aircraft” by 2031.\nHmm, I'm not sure they fully address the problem if that is what is being proposed. The world will be an entirely different place by 203","author":"zmmmmm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1016212501286228,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848478"},{"id":"27065050-206d-40d7-b6af-6cbfa8cbb016","source":"hackernews","source_id":"48847139","content_type":"comment","title":null,"body_preview":"While I am critical of Ukraine being in talks to join the EU (which IMHO it shouldn't), I am quite happy that we in EU kind of have built good relationships with Ukraine - military drone construction ","author":"littlecranky67","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07860044385684128,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847139"},{"id":"262cbfe8-048f-417a-bbb5-cdc8342f034d","source":"hackernews","source_id":"48846969","content_type":"comment","title":null,"body_preview":"The Defense Innovation Unit was founded in 2015 and is full of SV interest groups:\nhttps://en.wikipedia.org/wiki/Defense_Innovation_Unit\nThey could obviously have foreseen the current failures in 2015","author":"trkarlb","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846969"},{"id":"1e8407f8-4af7-45cc-9452-85cd72258bbf","source":"hackernews","source_id":"48847290","content_type":"comment","title":null,"body_preview":"Will be quite interesting what the end evolution of this will be.\nI think high direct movability (like droping a few meters or shifting left/right) might be the next bigger thing for these. Easy enoug","author":"Lomlioto","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847290"},{"id":"5208640b-111a-4459-bffb-2d989303e283","source":"hackernews","source_id":"48852565","content_type":"comment","title":null,"body_preview":"in as much what I'm about to say might be unconstitutional -\nbut free speech anyways -\nthe U.S military i.e West Point folks & officers from drawn from the army & other branches need to take over. the","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1354767896487076,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852565"},{"id":"3f3a6b87-35c2-4e9e-afa8-277e4f2e7c0e","source":"hackernews","source_id":"48846481","content_type":"comment","title":null,"body_preview":"Makes sense, drone technology has come an insane distance since these were developed.\nProbably the biggest learning from the Ukraine war alone is the effectiveness of cheap drones. It was suspected fo","author":"ApolloFortyNine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846481"},{"id":"86472e95-8cd7-4088-bb9b-a4a13183129c","source":"hackernews","source_id":"48848802","content_type":"comment","title":null,"body_preview":"Ok, all the negatives aside, focused on silver linings. I am musing how it's good that the US is finding this out now, and not in a really big conflict on it's own home territory in which it cannot ge","author":"maerF0x0","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848802"},{"id":"a1a347f3-8b67-49fd-a677-2dd4e09c0a9f","source":"hackernews","source_id":"48845862","content_type":"comment","title":null,"body_preview":"The defense industry has spent the last 40+ years grooming the DoD into thinking it costs $30mil/unit to produce missiles and drones. They should have rejected any of the bids, but being fueled by mas","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845862"},{"id":"02a9a9f5-8449-4e9c-9b9d-7e564a954cd5","source":"hackernews","source_id":"48846375","content_type":"comment","title":null,"body_preview":"I’m no military expert by any means but US appears to be obsessed with destroying some super important target to win, like they did with killing Iran leaders only to find out that new leader replace t","author":"mrtksn","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846375"},{"id":"eed25899-61fb-4259-aab8-03ccbda4b061","source":"hackernews","source_id":"48846319","content_type":"comment","title":null,"body_preview":"> The Defense Innovation Unit notice called for drones capable of carrying many different sensor and weapons payloads up to 2,800 pounds and flying with a combat radius of at least 2,300 nautical mile","author":"swiftcoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.0937704724531191,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846319"},{"id":"110e4ac8-9b55-47c4-91c3-75ab71278a7f","source":"hackernews","source_id":"48846322","content_type":"comment","title":null,"body_preview":"There are ~350,000,000 of us. When I read we spent $1B, I think about how I'm responsible for $3 of that. It doesn't matter considering the ~$117,550 of the national debt I'm responsible for. It palls","author":"dataviz1000","classification":"human_created","confidence":0.78,"indicators":["self_reference","imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.05100031209397341,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846322"},{"id":"97a9c093-fa47-4414-a6fa-f53d1457e243","source":"hackernews","source_id":"48845818","content_type":"comment","title":null,"body_preview":"I worked on the control systems for Predators and Reapers back in the mid and late 00s, and the inefficiencies around process were enormous.  Safety is extremely important, so you expect some slowness","author":"freedomben","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.11293627988626585,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845818"},{"id":"084ff341-71c9-477e-b432-73d5264499c5","source":"hackernews","source_id":"48847572","content_type":"comment","title":null,"body_preview":"PSA stop putting bigco IP in your project names!\nhas clawdbot taught us nothing?","author":"JeremyHerrman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847572"},{"id":"d65fbd67-e9d9-4948-99be-988978f794e8","source":"hackernews","source_id":"48845912","content_type":"comment","title":null,"body_preview":"Very cool project but having fable in the name makes it sound so tacky","author":"speedping","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845912"},{"id":"64c74ed7-f5d6-47ff-b4bf-ae7680ef0d9c","source":"hackernews","source_id":"48846937","content_type":"comment","title":null,"body_preview":"You should have a hosted site for this - It is entirely frontend - right?","author":"spacemanspiff01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846937"},{"id":"905aaea7-dbbb-4b44-b53c-758a3bf983c8","source":"hackernews","source_id":"48846269","content_type":"comment","title":null,"body_preview":"I have little experience with video editing; a tool like this might be an ideal path to learn more. Thanks for creating and publishing it and sharing here!","author":"chrisweekly","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","synthetic_empathy","lack_of_platform_fluency"],"bot_score":0.0825192180976303,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846269"},{"id":"d6a8841a-d85a-4756-8e6a-c5f43126b296","source":"hackernews","source_id":"48847951","content_type":"comment","title":null,"body_preview":"Love that the timeline is just JSON and the UI hot-reloads. Agents and humans on the same edit is the interesting part.","author":"hotpartition","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.5444283485662154,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847951"},{"id":"f3c721c1-02b8-4314-98f9-26ec37b61f08","source":"hackernews","source_id":"48845620","content_type":"comment","title":null,"body_preview":"Have you thought about integrating Remotion into this?","author":"upmostly","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.24166666666666664,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845620"},{"id":"71885caf-d302-4dd9-a321-de19c00f00af","source":"hackernews","source_id":"48847774","content_type":"comment","title":null,"body_preview":"This looks great, will try it out. I had a crazy idea of doing a full agentic demo video narration and cutting, so might try your tool with some tweaks.","author":"armcat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.0827971325599082,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847774"},{"id":"532abec9-5216-4009-928a-7c16afc461ca","source":"hackernews","source_id":"48846756","content_type":"comment","title":null,"body_preview":"cool!\ncan this be used to make these style of videos from prompt?\nStyle 1: https://www.youtube.com/shorts/vGjrv2zjfsM\nStyle 2: https://www.youtube.com/shorts/6KoRHpAZ4zk","author":"faangguyindia","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1240647293545224,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846756"},{"id":"a2e726b0-d0ec-419b-8c6c-b5ff1af85e33","source":"hackernews","source_id":"48846230","content_type":"comment","title":null,"body_preview":"I have no use for this, however I am stunned by the simple and effective solution of using json+sse instead of an API to allow agent interaction \nAmazing work","author":"KaseKun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.33112781244591327,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846230"},{"id":"ed574650-d18e-44c1-81cc-da97b99ab96e","source":"hackernews","source_id":"48845829","content_type":"comment","title":null,"body_preview":"Yeah I'm sure you need fable for the heavy reasoning task of editing tiktoks","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845829"},{"id":"232de2a5-73ac-42c6-8b0b-82f5de35ba1a","source":"hackernews","source_id":"48847273","content_type":"comment","title":null,"body_preview":"You should strongly consider using Mediabunny to do all of the rendering client-side!","author":"vanilagy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847273"},{"id":"dfeaa223-afb6-4d39-aabf-404e2c18a77c","source":"hackernews","source_id":"48846492","content_type":"comment","title":null,"body_preview":"This is pretty dang cool but I guess I was hoping to see some very clever use of vision and maybe waveform analysis to give the model \"eyes and ears\" to edit audio and video. V2","author":"spottedmarley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846492"},{"id":"f039a50d-809f-47bc-9d31-c363a801dd75","source":"hackernews","source_id":"48845683","content_type":"comment","title":null,"body_preview":"Reminds me of https://www.screenkite.com/\nThe AI powered video editors are fun.","author":"miltonlaxer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845683"},{"id":"a44a3889-bf14-4a15-86f7-4b1d2a145e8a","source":"hackernews","source_id":"48846511","content_type":"comment","title":null,"body_preview":"Cool concept, will try it out! I've had decent results with computer use operating conventional editing tools, but being able to directly edit JSON project files is a solid optimization and opens up a","author":"heresalexandria","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846511"},{"id":"256c765b-fb99-4c87-b977-53b092fe9dc1","source":"hackernews","source_id":"48853319","content_type":"comment","title":null,"body_preview":"demo is up, as promised: https://github.com/ronak-create/FableCut/releases/download/v...\nits a real session, not staged: one prompt (\"edit a reel from these assets\"), claude code plans the cut for ~6 ","author":"ronak_parmar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853319"},{"id":"8aaf9875-fac7-41dc-8388-265cab008c29","source":"hackernews","source_id":"48848797","content_type":"comment","title":null,"body_preview":"\"spontaneous movements of increasing complexity\" is a great way to say \"dancing\"","author":"tony_cannistra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848797"},{"id":"66d27d1d-70d6-4744-be42-380ec9b2a343","source":"hackernews","source_id":"48852330","content_type":"comment","title":null,"body_preview":"Will organizations want to control their own proxy or use OpenRouter?","author":"dumbfoundded","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852330"},{"id":"af229fad-c4e7-4060-80db-40d32c7f19fb","source":"hackernews","source_id":"48852284","content_type":"comment","title":null,"body_preview":"Egads surely Mozilla can produce a blog post that isn't written in AI-speak?","author":"dboreham","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852284"},{"id":"fa01ad8f-84e0-4a73-a9ae-d5e79bcb4e93","source":"hackernews","source_id":"48852679","content_type":"comment","title":null,"body_preview":"Well I think it is the platform layer. If you can blow up $1m on a harness sure… otherwise rent it.","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11706183029792445,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852679"},{"id":"d98ce9f9-ac5e-4b72-aa33-068c7b4acfea","source":"hackernews","source_id":"48851743","content_type":"comment","title":null,"body_preview":"The CEO has a bunch of AI papers. Seems like a smart guy, but I don’t know why he’s using the Mozilla brand or platform to screw around with AI stuff. Maybe because Mozilla makes no money and they’re ","author":"codemog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851743"},{"id":"877bd618-255b-4ae2-8e2f-374e0bddeb48","source":"hackernews","source_id":"48851857","content_type":"comment","title":null,"body_preview":"Agreed with much of this. Models are commodities. LLM gateways are the correct enterprise pattern imo.","author":"_superposition_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851857"},{"id":"edae08db-e7a5-4e7b-b79c-6e3c6b87ea7d","source":"hackernews","source_id":"48852999","content_type":"comment","title":null,"body_preview":"the point the article makes is good (albeit not new). the style sounds very LLM to me.","author":"ch_sm","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced","human_indicator_opinion"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852999"},{"id":"905dea7b-d21a-42f9-b849-b6f94d79b7d1","source":"hackernews","source_id":"48852836","content_type":"comment","title":null,"body_preview":"Other than batch jobs, I can't think of a problem that can be solved these days that doesn't also require high availability - at the very least they require a warm standby.","author":"edude03","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852836"},{"id":"7dc64cff-e766-46a5-9251-551e737a6a75","source":"hackernews","source_id":"48852935","content_type":"comment","title":null,"body_preview":"“My formative memory of Python was when the Quake Live team used it for the back end work, and we wound up having serious performance problems with a few million users. My bias is that a lot (not all!","author":"glouwbug","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency","self_reference"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852935"},{"id":"2e5fe2d0-4625-41f3-aa64-19b501d3f68d","source":"hackernews","source_id":"48853032","content_type":"comment","title":null,"body_preview":"> No CFO approves a $1.4 million annual commitment on the strength of a chart showing that the commitment scales.\nExcept the company probably approved a budget for AWS or another cloud provider, and b","author":"jfim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1518796874098555,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853032"},{"id":"7561d5fb-e3c5-45f6-9930-1d8a7c815e1c","source":"hackernews","source_id":"48852926","content_type":"comment","title":null,"body_preview":"I follow chinese EVs and it feels like every company there is making their own chips. Nio, xpeng, liauto, geely and of course byd. Now companies like deepseek want to make their own chips. It's like t","author":"BillibiliRover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852926"},{"id":"0d23f45f-d1e6-4f10-bf0e-b61b8c3bd015","source":"hackernews","source_id":"48848677","content_type":"comment","title":null,"body_preview":"1. Slot machine\nYou put in minutes of time combined with token costs. You pull the lever and HOPE something good comes back.\nAnd it gets tantalizingly close, but for 100% gotta pull the arm again!","author":"nekusar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848677"},{"id":"29215aae-49ad-4a46-8e88-5e8d5fe987bb","source":"hackernews","source_id":"48849490","content_type":"comment","title":null,"body_preview":"I know there's a lot of reasons to think that everyone will just use AI inference in the cloud, but I think if everyone had access to a dgx gb400 class machine with 512gb of hbm4 vram and 1tb of lpddr","author":"mips_avatar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","false_specificity","imperfect_expression"],"bot_score":0.10738827368449608,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849490"},{"id":"c6445b78-5e42-4dc8-948f-3cca64beff3b","source":"hackernews","source_id":"48853254","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/The_Epoch_Times\nhttps://www.justice.gov/usao-sdny/media/1354021/dl","author":"toomuchtodo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1168581368629995,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853254"},{"id":"68432903-04cb-4646-9476-c718e274e744","source":"hackernews","source_id":"48853249","content_type":"comment","title":null,"body_preview":"Nice - I've done similar things with some of my music [1].\nI have a classical piece I wrote over a decade ago for piano [2] (it’s the instrument I play), but it was always intended to be an orchestral","author":"vunderba","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0.06477122440953496,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853249"},{"id":"4f12e237-763d-43c9-93ac-27718120a5af","source":"hackernews","source_id":"48851690","content_type":"comment","title":null,"body_preview":"or use herdr, or the many other options that don't force you to use Claude code.","author":"AgentMasterRace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16060333511485075,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851690"},{"id":"e44cfe68-3540-472c-bdbb-3ce8cc8bcbed","source":"hackernews","source_id":"48833451","content_type":"comment","title":null,"body_preview":"I just tried it, and it seems useful. Any plans to support other coding agents, e.g., Antigravity?","author":"ic4ru5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48833451"},{"id":"a61e5db3-4ca8-486c-b9ed-07aa626cf768","source":"hackernews","source_id":"48852125","content_type":"comment","title":null,"body_preview":"for me its not updating while the session is progressing. it is getting stuck and i have to quit and restart it to see the updates.","author":"ignorantguy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852125"},{"id":"e85c0a0e-bf1b-43c2-91c0-d8e3357a4e96","source":"hackernews","source_id":"48851909","content_type":"comment","title":null,"body_preview":"4 agent limit is a no for me. Also really enjoying herdr right now.","author":"qu8n","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851909"},{"id":"bc049276-e46a-44eb-840a-a3dfd7b3dbec","source":"hackernews","source_id":"48851779","content_type":"comment","title":null,"body_preview":"I came in skeptical, but actually kinda like he look of this. I'm gonna take this for a ride this week and see what I learn.","author":"goodwillhunting","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851779"},{"id":"d8c2862a-3bf0-4ac9-9d62-aa1bf88ce412","source":"hackernews","source_id":"48853462","content_type":"comment","title":null,"body_preview":"You mention VS Code crashing with a few agents. Have you measured how much lighter Abralo is in terms of memory and CPU compared to the equivalent setup in VS Code?","author":"paul_brook","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.568627450980392,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853462"},{"id":"0e7ae2f6-f666-4be8-b822-895dd505e944","source":"hackernews","source_id":"48853473","content_type":"comment","title":null,"body_preview":"Very cool! You mention VS Code crashing with a few agents. Have you measured how much lighter Abralo is in terms of memory and CPU compared to the equivalent setup in VS Code?","author":"paul_brook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.568627450980392,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853473"},{"id":"75ecb4cb-004e-4b5b-a765-097165baa32a","source":"hackernews","source_id":"48839545","content_type":"comment","title":null,"body_preview":"this would be more interesting as a local LLM  anlysis; throw out all the costs, and figure out primary-subagent model architecture, and maximize token generation and prefill.\nI don't see how anyone c","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10631625942509572,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839545"},{"id":"d0bd35d7-66a7-47d7-bc38-46d2f4f036ea","source":"hackernews","source_id":"48839736","content_type":"comment","title":null,"body_preview":"Haha. somehow i just love the naming. it just makes sense :D","author":"XUEYANZ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839736"},{"id":"b9f3663c-7e2a-4a2f-9e04-89d9240e9080","source":"hackernews","source_id":"48841498","content_type":"comment","title":null,"body_preview":"This looks super clean. I'm curious about the --judge command. How does it evaluate if the cheaper model's response is a \"tie\" or acceptable? Is it using a specific LLM-as-a-judge prompt template?","author":"isadubois","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841498"},{"id":"58f967a7-a117-4036-a3a7-eef397a10df6","source":"hackernews","source_id":"48849783","content_type":"comment","title":null,"body_preview":"The hardest problem is social. Who is going to use this?","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.07812200254571994,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849783"},{"id":"88823c89-11ef-4bff-88b5-15c7e554fb31","source":"hackernews","source_id":"48850740","content_type":"comment","title":null,"body_preview":"Decentralization is not really a feasible option when you have more than one actors. Either you embed the centralization from beginning with some good and verifiable contracts or a certain majority is","author":"sandeepkd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.226933503014508,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850740"},{"id":"def8cc2d-47f8-47ec-b5fa-8e581d284c40","source":"hackernews","source_id":"48851087","content_type":"comment","title":null,"body_preview":"@Realman78 Have you looked into how SimpleX does it?\nhttps://github.com/simplex-chat/simplex-chat/blob/stable/doc...","author":"arto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851087"},{"id":"10796e3b-3ab3-4ee9-bba6-7b5d6c8e7368","source":"hackernews","source_id":"48852416","content_type":"comment","title":null,"body_preview":"Like Bitchat https://news.ycombinator.com/item?id=48852405","author":"ellis0n","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852416"},{"id":"edaf6d60-5db0-413b-87ab-a4152b02203d","source":"hackernews","source_id":"48849931","content_type":"comment","title":null,"body_preview":"This is a nice little write up and I kinda feel like the author (sensibly) chose centralization just on a smaller scale. I also think that the algorithm is pretty similar to the og textsecure2[1] prot","author":"aeturnum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849931"},{"id":"ff13a88a-480d-4426-a2b9-acb5f61f1ae9","source":"hackernews","source_id":"48849822","content_type":"comment","title":null,"body_preview":"One option that you sort-of mentioned but missed: go with the static groups, but don’t let the users feel that.\nIn other words, show the kick/invite options to users when it does happen, but destroy a","author":"tpah8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_solution_focus"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849822"},{"id":"9448e08f-02b3-456a-bdaa-a61af77b9003","source":"hackernews","source_id":"48850845","content_type":"comment","title":null,"body_preview":"Neat, thanks for the writeup!\nI think a single creator-admin for small groups is a nice, simple, and practical design point.\nI did want to point out that Matrix does do distributed eventually-consiste","author":"miloignis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850845"},{"id":"563e6187-4319-4c86-9f65-f03fce7e4b56","source":"hackernews","source_id":"48852856","content_type":"comment","title":null,"body_preview":"\"Voluntary collaboration between government and the private sector to harden systems and accomplish the first two\"\nOr, bribe the current administration to … enrich the current administration. Literall","author":"drivingmenuts","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852856"},{"id":"d5b9c5f0-bbd0-43a3-af5e-d4d1364d8c97","source":"hackernews","source_id":"48848748","content_type":"comment","title":null,"body_preview":"AOL Time Warner was the peak of the original dot com bubble.","author":"xacky","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848748"},{"id":"047f48cf-8c67-4d22-ab21-4d96e184112b","source":"hackernews","source_id":"48849967","content_type":"comment","title":null,"body_preview":"I don’t really get this model. Seems like a waste of money / time / energy.","author":"bix6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849967"},{"id":"205fb139-59cb-4e06-91e1-5e1c41e23150","source":"hackernews","source_id":"48850711","content_type":"comment","title":null,"body_preview":"I wonder how different AOL is since last time I checked. A few years ago at least, it was basically just Yahoo with different branding","author":"mghackerlady","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850711"},{"id":"3ac2791f-9497-4db6-8e36-fb52d79c78e0","source":"hackernews","source_id":"48850035","content_type":"comment","title":null,"body_preview":"Are there any companies/products that got better after acquisition by these guys? I feel like the only times I've heard about them is when people are griping about how they're making stuff worse.","author":"apparent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850035"},{"id":"ca455aa5-a6df-492a-8605-c1bf664b21f2","source":"hackernews","source_id":"48848563","content_type":"comment","title":null,"body_preview":"Remarkably on-brand, named after the signature trick of a well-known charlatan.","author":"AdmiralAsshat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848563"},{"id":"b682172b-8e55-4107-b601-45db9dab227d","source":"hackernews","source_id":"48848799","content_type":"comment","title":null,"body_preview":"Whenever I see Vimeo in a headline, it reminds me of my lack of foresight. In college, the creator of Vimeo was in my friend group. I went to his on-campus apartment to pick him up for a party once. H","author":"block_dagger","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848799"},{"id":"5dd3cf4c-be4c-4bb7-b474-03baaf60a00c","source":"hackernews","source_id":"48852909","content_type":"comment","title":null,"body_preview":"I wonder if \"loyal user base\" just means people who feel locked in, or somehow don't know any better. I can't imagine another reason for the \"loyalty\".\nFeels pretty exploitive.","author":"crumpled","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852909"},{"id":"f06f9ef6-1add-4fd9-98e7-9bc5c778e41e","source":"hackernews","source_id":"48850813","content_type":"comment","title":null,"body_preview":"> What is Bending Sppons?\nThe company that made me unsubscribe from Evernote after 8 years because it got slow, buggy and skyrocketed their prices.\nGood riddance, now I am using Obsidian + an LLM and ","author":"luisgvv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850813"},{"id":"bf4f0eee-c106-4f3d-a464-16893f3534e4","source":"hackernews","source_id":"48850672","content_type":"comment","title":null,"body_preview":"Bending Spoons are the miserable tossers who bought Meetup and somehow made it worse by monetising every move you make. And it was pretty bad to start with.","author":"cryo32","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.1527105215323907,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850672"},{"id":"e428ebca-8ce6-445e-a12d-a1691a343e7e","source":"hackernews","source_id":"48851750","content_type":"comment","title":null,"body_preview":"Contrary opinion I guess but they've modernized the two services I use that they've acquired: Evernote and Harvest. I was already a paying multi-seat customer of both so maybe the worst price increase","author":"forsatellite","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851750"},{"id":"40da2dca-1f6e-4675-a14a-e62fc54703dd","source":"hackernews","source_id":"48849081","content_type":"comment","title":null,"body_preview":"This is the Prospectus they used for the IPO which goes into all the details about them\nhttps://bendingspoons.com/documents/financials/2026/Bending%...","author":"khurs","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849081"},{"id":"28588082-7ec4-4f28-ae4f-95636f66578d","source":"hackernews","source_id":"48848698","content_type":"comment","title":null,"body_preview":"I'm a bit salty due to what they've done to the Komoot team. Komoot was (and still is) a great app for planing your outdoor activities.\nAfter acquiring Komoot, they fired everybody. Watching their goo","author":"jabiko","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848698"},{"id":"74dd5388-c302-434e-a5c2-f78cfc41e895","source":"hackernews","source_id":"48800021","content_type":"comment","title":null,"body_preview":"Related:\nItaly's Bending Spoons, owner of AOL and Vimeo, files for Nasdaq IPO\nhttps://news.ycombinator.com/item?id=48446310\nWeird Italian loveletter about the IPO:\nBending Spoons just went public: Ita","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48800021"},{"id":"8e375ea8-61da-4d05-98f7-7a7b8a39bd04","source":"hackernews","source_id":"48799967","content_type":"comment","title":null,"body_preview":"I was reading a bit about their story, it feels like they managed to succeed by turning overly funded (and by then devalued) software products and restructuring them for long term profitability as the","author":"jack1689","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.2029479768084038,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48799967"},{"id":"d15d703e-d6dc-4b1c-9031-6b6aba60c2c3","source":"hackernews","source_id":"48847994","content_type":"comment","title":null,"body_preview":"Whatever they are, they let Evernote devolve into a buggy pile of crap -- especially on Android. I migrated to Joplin, stopped paying for my obscenely expensive plan ($$$ per year) and haven't looked ","author":"ethagnawl","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847994"},{"id":"48cbb59f-6d85-40c5-8456-326bc6ff48ac","source":"hackernews","source_id":"48847853","content_type":"comment","title":null,"body_preview":"Is it not just a private equity fund masquerading as a tech firm?","author":"achandra03","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847853"},{"id":"62cc5d35-1481-4f42-aa5d-f9e1ce7c20b5","source":"hackernews","source_id":"48848826","content_type":"comment","title":null,"body_preview":"Very off topic - Just 2 days of for fun I tried to login to AOL.com with my username and PW from 1995. (Same username as on HN in fact)\nIt worked! That is one hell of a series of good DB migrations.\nS","author":"com2kid","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848826"},{"id":"f4970343-62f4-4ad2-870d-fcab2902a759","source":"hackernews","source_id":"48853434","content_type":"comment","title":null,"body_preview":"Well I want to launch Straightening Forks: the B-Corp that hires experienced developers, designers, and other digital folks and instead of buying dying digital estate to extract the remaining bone hur","author":"dmacedo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853434"},{"id":"29cfce10-0328-408c-970b-d155c26cbb1a","source":"hackernews","source_id":"48848162","content_type":"comment","title":null,"body_preview":"Bending Spoons is a company that acquires SaaS companies/products that are not growing or losing users but have a well-known brand and customers who stick around.\nThe execs at Bending Spoon buy these ","author":"cs702","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848162"},{"id":"5130ec69-9360-40a6-a98b-75a38bbe7637","source":"hackernews","source_id":"48852815","content_type":"comment","title":null,"body_preview":"kind of reminded USSR history of 100 years ago - a mostly agrarian country destroyed by war and revolution doing jump into industrialization with electrification being the driving core of it (the othe","author":"trhway","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852815"},{"id":"6ef89967-1e16-4d4c-8a27-69162f1a62cb","source":"hackernews","source_id":"48849600","content_type":"comment","title":null,"body_preview":"\"The primary bottleneck to this growth is the availability of electricity.\"\nWe put the cart before the horse, lets stop talking about growth and focus on making it useful first lmao","author":"mawadev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.16678534292640457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849600"},{"id":"dd47d44e-8f84-49df-9424-acf1831405c1","source":"hackernews","source_id":"48841449","content_type":"comment","title":null,"body_preview":"Maybe it's the same thing I heard it was six months ago when it was determined that more hardware was sold than twice the nation's supply of electric.","author":"neuroelectron","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841449"},{"id":"9e3b391f-e639-4293-a18c-743dd7426659","source":"hackernews","source_id":"48841086","content_type":"comment","title":null,"body_preview":"‘the abundance of [AI] will be limited by the abundance of energy’.\nAnd the reason current US policy opposes clean, renewable energy is --- purely political.","author":"jqpabc123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.16183539669270422,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841086"},{"id":"e1421ce6-c696-4cdb-a4b2-7c4a126f83a4","source":"hackernews","source_id":"48850228","content_type":"comment","title":null,"body_preview":"The politicization of AI has been a huge damper. NYS put a 1 year moratorium on datacenters with some municipalities doing so as well. My town did a 1 year ban, despite us being a retarded location fo","author":"ecshafer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850228"},{"id":"40fc4ebd-510d-4d23-9da3-dcb1da6e1c3d","source":"hackernews","source_id":"48841333","content_type":"comment","title":null,"body_preview":"Crusoe bypasses the grid completely by leveraging old batteries and wasted resources to power compute.","author":"ullunaam","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841333"},{"id":"a7c14590-517c-4c36-8049-c8ac07c31ddc","source":"hackernews","source_id":"48848941","content_type":"comment","title":null,"body_preview":"I think at the very least, once the dust settles, a lot of these datacenters could become really really cool haunted houses, giant escape rooms, etc.\nThe real \"AI\" success story will be the person tha","author":"beepbooptheory","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848941"},{"id":"cbd544ce-0a75-491c-9cea-92dd329c2aed","source":"hackernews","source_id":"48841525","content_type":"comment","title":null,"body_preview":"TFA isn’t about consumer usage, it is about training the next generation models. An interesting thought I heard recently is that a SOTA model has about the same parameters as the number of synapses in","author":"pitched","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841525"},{"id":"65a0868a-80ce-4cb2-8d16-38cf55890031","source":"hackernews","source_id":"48851900","content_type":"comment","title":null,"body_preview":"> But if AI is a race with national security implications, they won’t be fast enough.\nI really don't think this is the case. As far as I can tell there are two national security things where LLMs have","author":"overgard","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851900"},{"id":"cb6948ef-47b4-44ce-81c3-0aa0c7db55f9","source":"hackernews","source_id":"48841407","content_type":"comment","title":null,"body_preview":"The primary bottleneck to this growth is the availability of electricity.\nThe bottleneck for building some AI datacentres and switching them on is electricity, sure, but that's not what drives growth.","author":"onion2k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice","semantic_blandness"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841407"},{"id":"c70be6ed-ed78-4bc8-8d06-14f62f5a2444","source":"hackernews","source_id":"48842021","content_type":"comment","title":null,"body_preview":"1. People fighting back due to never ending effects caused by these massive data centers\n2. Companies realising that they are burning half million to get nowhere\n3. Circular investment scaring investo","author":"h4kunamata","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.12813382803751108,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842021"},{"id":"f0ab27a7-df08-4a3e-b698-077c4e5af22c","source":"hackernews","source_id":"48849570","content_type":"comment","title":null,"body_preview":"Apparently they're fast tracking gas fired power plant approvals, so we can expect production to increase and the climate crisis to worsen. https://www.motherjones.com/politics/2026/07/donald-trump-ep","author":"cdrnsf","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15232036677716942,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849570"},{"id":"7a76d3f5-c5e0-428c-a7b4-34507fd8704b","source":"hackernews","source_id":"48841603","content_type":"comment","title":null,"body_preview":"Question for the experts:  does the power crunch mean that AI hyperscalers will turn off previous generation GPU datacenters to free up power for their new Vera Rubin GPUs?","author":"9cb14c1ec0","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841603"},{"id":"a7a66efb-4d48-42ac-b64b-85375d186f69","source":"hackernews","source_id":"48841854","content_type":"comment","title":null,"body_preview":"Project Kilby is probably the most intelligent approach to this problem so far.\nhttps://www.chevron.com/newsroom/2026/q2/chevron-signs-20-ye...\nThe idea is to bring the data centers, power generators ","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841854"},{"id":"22074374-bbdb-4435-b8ac-6274d302cc46","source":"hackernews","source_id":"48849005","content_type":"comment","title":null,"body_preview":"Remember when we didn't have enough electricity for electric cars?","author":"rconti","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849005"},{"id":"9c3c15f1-6b54-40c2-91bd-906896d336d3","source":"hackernews","source_id":"48850297","content_type":"comment","title":null,"body_preview":"https://substackcdn.com/image/fetch/$s_!dIvV!,w_1456,c_limit...\nOf the items on this chart, I would say AI data centers are providing the least amount of value per % of GDP spent.\nAnd 1930s public wor","author":"jimbokun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850297"},{"id":"51ce185e-3dae-4510-acbf-73746c394640","source":"hackernews","source_id":"48845554","content_type":"comment","title":null,"body_preview":"Oh I wish I was home, mama\nwhere the bluegrass grows\nwhere the right to repair\nis made plain!","author":"jMyles","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845554"},{"id":"365d2f0f-65e1-4bcb-9fb0-84bb374301fb","source":"hackernews","source_id":"48841436","content_type":"comment","title":null,"body_preview":"Good. However had, one question still remains: why did the US government not have this automatically put in place in general? The title refers to one company for the most part. The question is why the","author":"shevy-java","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","missing_platform_voice","absence_of_personality"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841436"},{"id":"ffef0a6f-e20c-4a61-a0f7-25aff5ec8f22","source":"hackernews","source_id":"48840511","content_type":"comment","title":null,"body_preview":"In the last decade, on a fleet of almost 30 Deere machines from lawnmowers to high-clearance sprayers and combines, I could count on one hand the number of times I've needed the Deere laptop to diagno","author":"ikidd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840511"},{"id":"d0ca69ff-4a2f-4cb7-a938-659a1777351b","source":"hackernews","source_id":"48842142","content_type":"comment","title":null,"body_preview":"Fifty years ago the average guy buying a tractor had a family farm with a few hundred acres. Equipment was smaller and had less frills because the John Deeres of the world were catering to those small","author":"MisterMower","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842142"},{"id":"a6b46547-7e17-44a6-8c05-70c88325bffb","source":"hackernews","source_id":"48839530","content_type":"comment","title":null,"body_preview":"so happy to hear this, I know many farmers that went with other brands or used equipment without chips. most farmers I know just want pure mechanics anyway","author":"BorisMelnik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839530"},{"id":"7ad702f4-05ac-4982-95bb-d9be351411f8","source":"hackernews","source_id":"48839706","content_type":"comment","title":null,"body_preview":"1 million dollars? Like, less than 1 tractor after financing? How will they recover from this?!","author":"xgulfie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839706"},{"id":"e269462d-7fbe-4018-bc06-563a915bf696","source":"hackernews","source_id":"48844497","content_type":"comment","title":null,"body_preview":"Does that enforcibly include tractors the Russian Federation captured in eastern Ukraine?","author":"a3w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844497"},{"id":"a88c8edd-68fc-4b50-a16c-49a7d32d1be7","source":"hackernews","source_id":"48839092","content_type":"comment","title":null,"body_preview":"Good. It's a tractor, not some tiny glued-together tech gadget.","author":"frollogaston","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839092"},{"id":"b3b8a85a-b874-4a3d-b161-8f11754d10d3","source":"hackernews","source_id":"48840279","content_type":"comment","title":null,"body_preview":"Thank you all involved! Bring it to our cars next! I'm looking at you, electric vehicles!","author":"FloatArtifact","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840279"},{"id":"52cfd3ca-ba26-4a87-965d-286339f51249","source":"hackernews","source_id":"48839348","content_type":"comment","title":null,"body_preview":"The settlement changes nothing [0]\n[0]: https://fighttorepair.substack.com/p/this-doesnt-break-the-m...","author":"trinsic2","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839348"},{"id":"82c7ffb7-1a39-4a01-867e-eee5c6d3152e","source":"hackernews","source_id":"48841181","content_type":"comment","title":null,"body_preview":"We need same for Lenovo Deere, John Dell ...\nSoldered RAM's, soldered SSD's lately, batteries which have by purpose just slightly different size not to be interchangeable.\nAnd for mighty HP and their ","author":"shuwix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841181"},{"id":"c73462ac-33a5-41b3-b1ab-b38734ded7fd","source":"hackernews","source_id":"48839253","content_type":"comment","title":null,"body_preview":"As much as I hope this is a turning point, I’m not holding my breath.\nJohn Deere was one of the most egregious offenders in the right-to-repair movement, especially with how expensive their tractors a","author":"aceki","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","specific_company_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839253"},{"id":"5ab938f8-014d-409b-a07b-7142c8b1b4d7","source":"hackernews","source_id":"48841264","content_type":"comment","title":null,"body_preview":"Great Stary. I wish he could go after the large format printer industry. (The really big printing machines).  Those machines are locked for service and require service contracts, and you still can't g","author":"delfugal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841264"},{"id":"f60649ff-5143-45f1-9a52-87be44054d06","source":"hackernews","source_id":"48839289","content_type":"comment","title":null,"body_preview":"There's a cognitive dissonance on this site where everyone claims to hate this attempt at regulatory capture, yet they would do it too if it was their tech company and call it a \"moat\", and many are a","author":"dreambuffer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839289"},{"id":"6c42fd00-dcf7-4484-b856-46c0ea519a1f","source":"hackernews","source_id":"48839183","content_type":"comment","title":null,"body_preview":"> Deere must pay $1 million collectively to the five states for antitrust enforcement costs and will be subject to strict compliance oversight for the next 10 years.\n$1 million fine for probably $10 b","author":"taurath","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.17610276044371004,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839183"},{"id":"e15a3fee-26ab-4b97-8b2b-dbbc53084395","source":"hackernews","source_id":"48839762","content_type":"comment","title":null,"body_preview":"It was always crazy to me that farm equipment was locked down. I almost understand yuppie buying an E-Class not working on their own car, but a farmer not able to work on his own tractor just felt so ","author":"al_borland","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839762"},{"id":"20503fdc-5710-4e53-aac5-a046c3aac8ef","source":"hackernews","source_id":"48839210","content_type":"comment","title":null,"body_preview":"Bananas that stuff like this needs to get litigated in our society - if you asked 100 random people \"should farmers be able to repair their equipment\", you would get 100 yes's.","author":"ggoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839210"},{"id":"73465236-9400-4dfc-b55f-c51a72f8f3df","source":"hackernews","source_id":"48839245","content_type":"comment","title":null,"body_preview":"Great news, the fine is so small doesn’t matter, but curing the wrong does. My hope is this standard will apply to modern cars as well, repair manuals and the software tools to interact with the cars ","author":"MarkMarine","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839245"},{"id":"6b21ad8f-4dfb-4db8-afcc-17dc3900bff1","source":"hackernews","source_id":"48840226","content_type":"comment","title":null,"body_preview":"\"Right to repair\" isn't some kind of little negotiated contract fiddling. A company can't agree to a 5-year right to repair. Right to repair is a normal freedom, like speech, like using everyday objec","author":"jamienk","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48840226"},{"id":"9f141885-821b-4430-8df8-482d6e09f51a","source":"hackernews","source_id":"48839300","content_type":"comment","title":null,"body_preview":"Shout out to Louis Rossmann for doing a ton of work on Right to repair.\nHe started a website called Consumer Rights Wiki to document anti-consumer practices.\nhttps://consumerrights.wiki/w/Main_Page\nHe","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48839300"},{"id":"40c5c9ae-c339-4428-8815-637bfaa05c94","source":"hackernews","source_id":"48849775","content_type":"comment","title":null,"body_preview":"Really cool. It would be interesting to see a demo of an app that is clearly more bespoke, like your Tesla account, online banking, movie theatre ticketing, etc.","author":"robszumski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849775"},{"id":"d1dd3354-7de9-4826-add5-3db83c95a488","source":"hackernews","source_id":"48852286","content_type":"comment","title":null,"body_preview":"I’d love good font pairings as well. Often titles/headings have a different font than body text.\nThis is fun, nice job","author":"cr125rider","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.10074646744721634,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852286"},{"id":"a509a66a-f727-49c3-b122-ea5ef58b32d2","source":"hackernews","source_id":"48852901","content_type":"comment","title":null,"body_preview":"This sounds like a terrible idea. 5 years olds need human interaction with a human tutor or with other children.","author":"AlexeyBrin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852901"},{"id":"c79dee61-3668-423e-ab4b-60e9d5b1d397","source":"hackernews","source_id":"48852973","content_type":"comment","title":null,"body_preview":"It's bad enough that schools give 5-year-olds tablets to do their maths work on.\nLet's not expose them to AI brainrot now too.","author":"ErroneousBosh","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852973"},{"id":"364f8ef4-5108-4b8e-b633-46207d440810","source":"hackernews","source_id":"48852469","content_type":"comment","title":null,"body_preview":"Really awesome work! I've been trying to do some of this real time back and forth voice coaching myself and it's no easy feat. Congrats on the progress.","author":"ilyausorov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852469"},{"id":"ae01af2c-f117-4ea0-bc65-61feee3306d2","source":"hackernews","source_id":"48852719","content_type":"comment","title":null,"body_preview":"What is being taught to 5 year olds? And why would an AI tutor be better than an pre-k learning app\nMost students are pretty homogeneous in learning at that stage","author":"JimsonYang","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852719"},{"id":"79354678-c7b2-4d73-a0b8-098d7a9c8549","source":"hackernews","source_id":"48852807","content_type":"comment","title":null,"body_preview":"Dear God no. Keep kids away from AI, and keep AI away from kids. Kids need more human contact, not less.\nThe more I think about it, the more I want to ban your entire business model","author":"LocalH","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852807"},{"id":"78e8d8f2-c005-4538-b1ca-9d297e742146","source":"hackernews","source_id":"48852850","content_type":"comment","title":null,"body_preview":"Hey HN! We've spent the good part of this past year building an AI tutor that teaches kids ages 4-9 reading, math, ESL and more. Getting an AI tutor to effectively teach a child turns out to be a real","author":"catalinvoss","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","synthetic_empathy","absence_of_personality","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852850"},{"id":"cd089d07-6c0a-4ca1-ab8d-b88ce7379a56","source":"hackernews","source_id":"48852659","content_type":"comment","title":null,"body_preview":"Please don't. Don't deprive children of the interaction with other human beings. 5 year olds don't need tutors. They need play, touch, sense, feel, run, breath, sky, earth.","author":"28304283409234","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852659"},{"id":"483739cb-50e6-422d-b1c6-ce81676408ba","source":"hackernews","source_id":"48852869","content_type":"comment","title":null,"body_preview":"also from our lab is Personality Bench: https://persona.earthpilot.ai/ which runs every frontier model through personality tests.","author":"ada1981","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852869"},{"id":"eeff2074-b0d0-4c40-bc70-0824ad6defe8","source":"hackernews","source_id":"48853041","content_type":"comment","title":null,"body_preview":">J-lens beats a plain logit lens on some architectures and does nothing on others, and it isn't about size\nThe paper talked about this, the jacobian matrix corrects for the shift in basis from initial","author":"krackers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853041"},{"id":"4f78ace4-81bd-486b-928c-13a8e177fef5","source":"hackernews","source_id":"48848907","content_type":"comment","title":null,"body_preview":"nice!\nanalog.watch\nDaily Challenge 2026-07-09\nScore: 8,946\nTime: 39.2s","author":"kaizenb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848907"},{"id":"b687b652-4803-4e8e-a9ef-3f774709f79f","source":"hackernews","source_id":"48846864","content_type":"comment","title":null,"body_preview":"would be nice if the results also showed the analog watch positions.","author":"dwa3592","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11039529501188579,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846864"},{"id":"1b248997-f2dc-430f-bdc1-3985c716fd14","source":"hackernews","source_id":"48847030","content_type":"comment","title":null,"body_preview":"my only issue is that it cares if you are off by 1 minute, meanwhile in the real world a lot of analog clocks have continuously moving minutes and a lot of others have ticking minutes (they only move ","author":"austinthetaco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847030"},{"id":"b4bcf5f9-cd97-4c81-b41f-d76054eb382a","source":"hackernews","source_id":"48850775","content_type":"comment","title":null,"body_preview":"you’ve basically turned ‘can you read an analog face?’ into a little daily ego check. nice.","author":"danteocualesjr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850775"},{"id":"3393e257-f3eb-49bb-af21-d1501f51b731","source":"hackernews","source_id":"48849090","content_type":"comment","title":null,"body_preview":"Hmm, 12AM/PM watch faces don't register 0 as the hour.","author":"yegle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","niche_expertise"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849090"},{"id":"a9447168-3f62-4b40-a917-79b459c7b7b2","source":"hackernews","source_id":"48847561","content_type":"comment","title":null,"body_preview":"The daily challenge doesn't seem to work for me. 58 seconds for the second clock is correct yet it said I was just close.","author":"glitchc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15785677149783311,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847561"},{"id":"8ccd3d73-e6ba-457c-a209-aaf513e16c63","source":"hackernews","source_id":"48849063","content_type":"comment","title":null,"body_preview":"Fun game! Definitely needed the practice rounds. Would love to see a comparison of some sort of how well everyone else did.\nanalog.watch\nDaily Challenge 2026-07-09\nScore: 22,020\nTime: 32.0s","author":"meshweaver","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849063"},{"id":"6fc4af42-f298-4a8c-baa0-afbbb44ff7f9","source":"hackernews","source_id":"48848348","content_type":"comment","title":null,"body_preview":"To OP, you should look into Barbara Arrowsmith-Young's clock exercises. They start with a single hand, and add more and more hands until the units get out into centuries or millennia.","author":"all2","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848348"},{"id":"a0b8b602-2e00-494b-a4f2-abaaf292f782","source":"hackernews","source_id":"48847388","content_type":"comment","title":null,"body_preview":"Could this be extended to lean into teaching quantum physics ?\nInclude seconds/ sub seconds hand in the watch, and people will realize the watch face time + time it takes to read will never equal the ","author":"great_psy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.14166666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847388"},{"id":"5e926bc7-3704-48c7-a3f8-aabc618ffd80","source":"hackernews","source_id":"48850074","content_type":"comment","title":null,"body_preview":"Correcting your previously-entered time by selecting the hour and tapping a different number doesn’t work. It initially shows the hour selected but then overwrites the right-most component (eg seconds","author":"pimlottc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850074"},{"id":"419a0717-6a5d-4eaa-8c5d-378688b7c094","source":"hackernews","source_id":"48847198","content_type":"comment","title":null,"body_preview":"This was fun! Good call on directing to the free play before jumping into the daily challenge. I was disappointed when I realized there was no leader board for the daily challenge.","author":"cjfeda","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847198"},{"id":"8596472e-e702-45b3-b3cd-7c7564eca817","source":"hackernews","source_id":"48851229","content_type":"comment","title":null,"body_preview":"For some reason this brings back memories of looking for clocks or strangers with a watch while walking around a department store or mall\nI mustve forgotten how common 'public' clocks used to be. Now.","author":"fusslo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851229"},{"id":"d5f35569-919a-4227-b203-422c7691bbe1","source":"hackernews","source_id":"48847966","content_type":"comment","title":null,"body_preview":"It seems to not support 24h? When I see e.g. 17:35 I want to type 17:35 instead of 5:35. Probably because I very seldomly see 5:35 in real life! Interesting observation by itself, but slightly annoyin","author":"cl3misch","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847966"},{"id":"0cdfbf05-ff61-4363-a7f8-cacd81b12d96","source":"hackernews","source_id":"48852361","content_type":"comment","title":null,"body_preview":"Ha! Got a good laugh.\nTwo suggestions:\n- Let me enter the time with my keyboard\n- Make your input numpad match a PC keyboard's numpad, not a phone's","author":"stets","classification":"human_created","confidence":0.85,"indicators":["imperfection_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852361"},{"id":"f0803450-d388-408b-9f11-0e761403acfa","source":"hackernews","source_id":"48846679","content_type":"comment","title":null,"body_preview":"This could be good for kids to learn how to read analog clocks. I remember this being something we did in school as kids... racing to read a clock faster than the other kid, to move on to the next sec","author":"al_borland","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.07592704633413047,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846679"},{"id":"bfbeaf7d-e90b-48ae-9fad-0924405ee329","source":"hackernews","source_id":"48847022","content_type":"comment","title":null,"body_preview":"This fun game just made me realize that actually using analog watch does not require converting the time to HH:MM.\nI've been using analog watch for years, my Apple Watch face is set to analog and, app","author":"ventana","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","self_reference","genuine_specificity"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847022"},{"id":"0e470161-d2dd-4605-a6c9-41b7266aa079","source":"hackernews","source_id":"48852536","content_type":"comment","title":null,"body_preview":"A previous employer hit the problem where there were a ton of legacy features that didn't have clear owners and so it wasn't clear where to route bug reports.\nTheir solution was to build a catalog of ","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852536"},{"id":"4015e53f-eaea-4adc-b40e-66467a83aff5","source":"hackernews","source_id":"48851522","content_type":"comment","title":null,"body_preview":"Just curious where do you source all those papers?","author":"vignyBot","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851522"},{"id":"effeb8c3-3493-49f9-9b1c-e843d9657e25","source":"hackernews","source_id":"48852088","content_type":"comment","title":null,"body_preview":"This is amazing!\nWould love to collaborate on a position paper I've been authoring if you have bandwidth","author":"VinayUPrabhu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852088"},{"id":"57cfc612-adfa-465f-883e-82d6aed0dfd2","source":"hackernews","source_id":"48851927","content_type":"comment","title":null,"body_preview":"this is fun! even for casual users. I searched \"James Webb\" and got 'James Webb Space Telescope: data, problems, and resolution\nA. D. Dolgov · 2023 · 1 cites' as my first result, but clicking it didn'","author":"goodwillhunting","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851927"},{"id":"e6894d79-3213-4e3a-9da4-9243e98b96d8","source":"hackernews","source_id":"48850250","content_type":"comment","title":null,"body_preview":"Neat! Two questions I had after using it:\n1) Is there a way to filter the visual atlas by the search term? For instance, I searched \"ribosome\" and it gave me a list, but I couldn't seem to visualize t","author":"gavinray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09510867427022479,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850250"},{"id":"a106b10d-fc40-4061-9e9f-5ed863915fcc","source":"hackernews","source_id":"48852283","content_type":"comment","title":null,"body_preview":"I have a few questions:\n1. I see there is a Chrome extension, but I have not used Chrome since their adblocker blocker announcement. Is a Firefox extension planned?\n2. What is the business model? Is t","author":"GymInMeCricket","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_questions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852283"},{"id":"04123bc9-f557-4839-a27a-48d6e54e69d1","source":"hackernews","source_id":"48850230","content_type":"comment","title":null,"body_preview":"I remember similar kind of visualization from a decade ago, called paperscape. Looked cool, worked on clustering using citations and references.\nNever got any idea on any use case that would be covere","author":"murkt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850230"},{"id":"fa2b7211-5a6a-40a6-b52a-4f191b1b20dd","source":"hackernews","source_id":"48852470","content_type":"comment","title":null,"body_preview":"Very cool. By the way, you can render many more datapoints on mobile if you use WebGL. Here’s a similar example - embeddings rendered using a T-SNE layout\nhttps://blog.scottlogic.com/2021/10/15/effici","author":"ColinEberhardt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852470"},{"id":"4e9780a2-df14-4fee-b261-543fdd62d428","source":"hackernews","source_id":"48853174","content_type":"comment","title":null,"body_preview":"For your reference, check the 3M map of science papers we made here: https://www.scholar-inbox.com/scholar-maps","author":"mfscholar","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853174"},{"id":"15217aa1-6698-466a-b809-a75770497f85","source":"hackernews","source_id":"48853299","content_type":"comment","title":null,"body_preview":"This is super cool. Just one question. I noticed that papers have different spacing between them. Is that because a paper's placement is based on correlation with neighbors, or just random placement?","author":"hadi121","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853299"},{"id":"876dff62-9278-4ec0-988a-e0eca7a04fda","source":"hackernews","source_id":"48852376","content_type":"comment","title":null,"body_preview":"Can they add hackernews to their study analysis? And do a measure over time?","author":"sometimelurker","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11912688219228346,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852376"},{"id":"b75bdc62-7b5a-4ea8-8119-4c2a2cadd416","source":"hackernews","source_id":"48849996","content_type":"comment","title":null,"body_preview":"This is, of course, an ad. It's written as-if their AI detection is flawless, but that seems unlikely. They have this in this article:\n> our latest AI detection model, which achieves a 0.01% false pos","author":"nitwit005","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849996"},{"id":"318d50f6-c8e3-4e95-9a08-be1775d558ef","source":"hackernews","source_id":"48852763","content_type":"comment","title":null,"body_preview":"I love LinkedIn. Biggest Art Project in Human Existence!","author":"franze","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852763"},{"id":"09c3dd6e-161f-4abb-8ada-64e3a8a293fa","source":"hackernews","source_id":"48848752","content_type":"comment","title":null,"body_preview":"AI content is everywhere period, conditioning people and other AI in the propagation of more AI content.\nI started to see articles about mycorrhizal fungi pop up on sites and LLMs. In January of 2026 ","author":"thansz","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848752"},{"id":"065cd2f1-02ed-4b72-b147-5c6ae9101f49","source":"hackernews","source_id":"48849129","content_type":"comment","title":null,"body_preview":"I think it's hilarious. LinkedIn is rushing to de-legitimize themselves so hard that they're inventing a new market for someone else to step into. Apparently indeed doesn't want to take it... not sure","author":"deepsquirrelnet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849129"},{"id":"e7258f27-2fa5-4862-9d50-a4343bb5918e","source":"hackernews","source_id":"48849548","content_type":"comment","title":null,"body_preview":"I really miss the old internet. Thinking back, it was awesome. Even the beginning of social networks. I remember how amazed I was by things like Friendfeed. And it felt like things were only getting m","author":"wkjagt","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849548"},{"id":"5a8f3e04-6a9b-498d-af0c-a7b43a9eaf7e","source":"hackernews","source_id":"48850011","content_type":"comment","title":null,"body_preview":"Linkedin used to be useful primarily for job hunting and keeping in touch with those who you know professionally but would prefer not add to any personal social channels (I dont need my coleagues to k","author":"ingvay7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850011"},{"id":"e569ae6b-09c7-4594-be11-031a51cd22c2","source":"hackernews","source_id":"48848804","content_type":"comment","title":null,"body_preview":"The average type of person that still engages on LinkedIn won't even notice, so there's that...","author":"stronglikedan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.10337238089440234,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848804"},{"id":"2e734709-7d5a-47c3-af0e-224dac2642d7","source":"hackernews","source_id":"48848515","content_type":"comment","title":null,"body_preview":"Maybe I don't use LinkedIn that much, but I saw it especially on X and Reddit... Just today I was on a Reddit post and saw so many AI sloppish comments from people trying to farm karma","author":"rstagi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848515"},{"id":"6ce69bb7-7157-4d96-8d46-302f478cb704","source":"hackernews","source_id":"48851073","content_type":"comment","title":null,"body_preview":"But that's LinkedIn working as intended.\nNobody thinks they are about to read an actual analysis of some industry relevant development. People aren't there to provide advice about how to \"connect to y","author":"lordnacho","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.289154140665565,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851073"},{"id":"1f6a2bd7-1a59-486d-aad3-682b1e5cf311","source":"hackernews","source_id":"48848323","content_type":"comment","title":null,"body_preview":"Can confirm, this pushed me to delete the LinkedIn a few months ago and haven't looked back. It was at one time a professional portfolio, now I consider it a huge red flag if a company even questions ","author":"kappar","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848323"},{"id":"2a5583d4-83e4-4f2a-8ff2-e6164051ad27","source":"hackernews","source_id":"48848520","content_type":"comment","title":null,"body_preview":"It amusing that Musk attempted to reverse his purchase of Twitter by citing the number of bots, and then research like this comes out alleging that now 29% of the X's long form articles are fully AI.\n","author":"elicash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848520"},{"id":"07acd2bb-eeb5-4dd9-bc95-7185530b7da0","source":"hackernews","source_id":"48848615","content_type":"comment","title":null,"body_preview":"LinkedIn is totally useless at this point.\n- If you're a job seeker, most of the jobs are fake for pretend growth optics. \n- If you're a senior level or executive you're targeted non-stop by sales peo","author":"scientifik","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848615"},{"id":"9a100d48-f586-47f2-9f78-f62fa2b90e57","source":"hackernews","source_id":"48848508","content_type":"comment","title":null,"body_preview":"Beyond the OP's AI-written or AI assisted distinction, I'm also noticing people mimicking LLM's speech patterns. I've read blogs from people who I'm quite sure are above pasting AI output directly int","author":"ikesau","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848508"},{"id":"d6df7685-6a8f-4e18-b64b-287b5756250b","source":"hackernews","source_id":"48852675","content_type":"comment","title":null,"body_preview":"Dead internet theory is becoming real.  I’m looking forward to the elections coming up.  Not many times I get to completely disengage from every online entity.  Every time I post online I just assume ","author":"elictronic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852675"},{"id":"ceb8c4cf-3405-4657-aac1-e6c7825e7686","source":"hackernews","source_id":"48852653","content_type":"comment","title":null,"body_preview":"Reddit has 13% bots? I dont believe it, reddit is swarmed with engagement farms and auto reply bots","author":"JimsonYang","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852653"},{"id":"1bb44a26-b860-4e6e-bca1-cb69e741dc32","source":"hackernews","source_id":"48848661","content_type":"comment","title":null,"body_preview":"My feeling is that it interferes a lot with \"the social media algorithms\" and hence with the \"infinite wall of random stuff from people you don't know\".\nIn the last few years I have been going back to","author":"palata","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency","genuine_specificity","uncertainty_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848661"},{"id":"75bd8142-f3ef-4017-a6c7-40bea13ec80f","source":"hackernews","source_id":"48852631","content_type":"comment","title":null,"body_preview":"AI has just accelerated what has always been out there. LinkedIn has more or less always been a place where people write scripted BS stories, AI just made it a lot easier.","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852631"},{"id":"0a4c6485-8139-4744-a185-af256ca541ba","source":"hackernews","source_id":"48849020","content_type":"comment","title":null,"body_preview":"I wrote a post on linkedin last year titled \"Do not use AI to write.\"\nBoy, was it controversial. I could not believe how hard some people were pushing back in the comments.\nQuoting from myself there:\n","author":"redsymbol","classification":"human_created","confidence":0.85,"indicators":["self_reference","personal_anecdote","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849020"},{"id":"3e743c19-dd9e-4ce1-a170-11bea894baa8","source":"hackernews","source_id":"48851906","content_type":"comment","title":null,"body_preview":"Not very thrilled mainly because I used chats for ad-hoc search queries. Now it's hard to reach. Not to mention private chats being removed.\nRegarding \"ChatGPT Work\" vs \"ChatGPT Codex\" - In Work diffs","author":"xlii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.09349989564138235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851906"},{"id":"483d6c5a-16f5-42ab-9a21-0388dcdae9a7","source":"hackernews","source_id":"48851206","content_type":"comment","title":null,"body_preview":"It's uncanny how much the job of \"crafting contrived yet plausible scenarios to over-sell the utility of our service\" has become such a critical part of AI vendor marketing.","author":"sbarre","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851206"},{"id":"2b7fe96f-1513-43fd-ad98-566f7edae70d","source":"hackernews","source_id":"48850203","content_type":"comment","title":null,"body_preview":"The resulting \"combined\" Codex + ChatGPT mac app is super confusing. I use the Codex app with my work account, but I liked the old ChatGPT app, which I kept logged in with my personal account, for my ","author":"pgm8705","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850203"},{"id":"9405cb8b-a629-4bc1-831b-1b3eb4987490","source":"hackernews","source_id":"48852928","content_type":"comment","title":null,"body_preview":"ChatGPT Codex launches, and it's the worst of both worlds.\nWho would have thought?","author":"ph4rsikal","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852928"},{"id":"bfca1859-ef5c-4f84-a556-ef255584f166","source":"hackernews","source_id":"48849661","content_type":"comment","title":null,"body_preview":"I wonder why they haven’t simply continued to rebrand Codex as a general-purpose tool. ChatGPT Work is a convoluted name and continues the trend of having separate brands for separate things, what run","author":"thimabi","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","logical_argumentation","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849661"},{"id":"5e4f594b-8082-4dc4-85da-31e94ea3d5de","source":"hackernews","source_id":"48852520","content_type":"comment","title":null,"body_preview":"Desktop app situation is truly a mess for the trillion dollar AI companies, OpenAI and Anthropic.\nAfter updating codex, it disappeared and chatdpt was still the old version. So I downloaded the latest","author":"throw14082020","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852520"},{"id":"7d8605b6-a6b2-45a4-84d1-963ef17b25b9","source":"hackernews","source_id":"48852263","content_type":"comment","title":null,"body_preview":"> The updated ChatGPT desktop app (opens in a new window) is available globally today for Mac and Windows, with Chat, Work, and Codex available to users on every plan, including Free.\n > If you alread","author":"quinncom","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","human_indicators_present"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852263"},{"id":"9a3fa913-e48c-44c6-bce3-833ef6aac35f","source":"hackernews","source_id":"48853137","content_type":"comment","title":null,"body_preview":"I think their goal is to merge Codex and ChatGPT usage.\nWhy did they break a perfectly working system.\nInstead of keeping Codex work isolated, now I have to deal with other constant changing bloat.","author":"OkWing99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853137"},{"id":"e677cc9f-fb7d-40d5-bb16-fdea0a8e5085","source":"hackernews","source_id":"48850947","content_type":"comment","title":null,"body_preview":"What they did to ChatGPT.app is incredible. It was a truly useful app, but the replacement is brain damaged in terms of UI/UX beyond repair.\nIncredible, really.","author":"egorfine","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850947"},{"id":"5691a64b-2b65-4b67-ba60-a91ac7490308","source":"hackernews","source_id":"48850254","content_type":"comment","title":null,"body_preview":"I think these kind of semi-coding agents--but hosted--are the future for enterprises. Claude Tag, Claude Cowork, now Work by OAI.\nAgents-on-your-machine clearly have their place, but for many workflow","author":"lukebuehler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_project_reference","opinion_and_prediction"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850254"},{"id":"e45a34f2-7aee-454a-8c96-5653c64b241e","source":"hackernews","source_id":"48852828","content_type":"comment","title":null,"body_preview":"I agree that the new UX is confusing and ill-designed.\nA UI is supposed to help the user develop a mental model for what's happening under the covers. But what's happening when you switch from ChatGPT","author":"GMoromisato","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852828"},{"id":"d2c355bf-6b94-496c-bde3-f7c5fbe12e96","source":"hackernews","source_id":"48849382","content_type":"comment","title":null,"body_preview":"So, Claude Cowork for OpenAI? Feels overdue!\nI've loved using Cowork recently for sourcing decisions. Things where seemingly everyone's out of stock or questionably reputable, just let Cowork spin for","author":"unholiness","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849382"},{"id":"1744939c-6a16-42f3-8da3-55a2e2793bf1","source":"hackernews","source_id":"48851236","content_type":"comment","title":null,"body_preview":"Been excited for Codex to fully merge into ChatGPT, like it already has on iOS and how Claude Code merged into Claude a while back. Assumed there would simply be an update for ChatGPT that added Codex","author":"TechRemarker","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851236"},{"id":"6afba275-03a1-4634-beef-fb2448217676","source":"hackernews","source_id":"48850679","content_type":"comment","title":null,"body_preview":"I had switched from Claude Cowork to OAI Codex a month ago. This seems like a rebranding and app merging to make it more obvious. And switching between the newly named \"ChatGPT Work\" vs \"ChatGPT Code\"","author":"neil_s","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850679"},{"id":"e34b2299-8afb-4c81-bd5d-0ba1cb726345","source":"hackernews","source_id":"48850263","content_type":"comment","title":null,"body_preview":"I have a longer version of this, but in summary\nSo my understanding of the differences between chat, code and co-work; but may well be wrong!\nChat is the human, talking directly to the LLM - old schoo","author":"woodylondon","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850263"},{"id":"a3c4859f-5b7d-400b-9090-b4606d5bffea","source":"hackernews","source_id":"48849568","content_type":"comment","title":null,"body_preview":"Anthropic just changed their web interface yesterday to have Chat versus Cowork as well, and every time I look at it, I'm so confused. I'm still so unclear when I'm supposed to use one or the other or","author":"tekacs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849568"},{"id":"729fc8f4-666c-4a7b-8aec-2df649519d36","source":"hackernews","source_id":"48852373","content_type":"comment","title":null,"body_preview":"On one hand, this had to happen at some point. I feel the split between ChatGPT vs. Codex wasn't helping OpenAI.\nAnthropic did it right from the beginning by unifying everything in the same applicatio","author":"polyrand","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852373"},{"id":"3a080cb0-307b-4646-bf8c-30cf6be2608d","source":"hackernews","source_id":"48851191","content_type":"comment","title":null,"body_preview":"This thread is so spot on but I can also imagine the product development internally is moving so fast that they're trying to reconcile everything and can't. And this is the huge mistake so many compan","author":"asim","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851191"},{"id":"1f091ae3-6885-4740-824b-f9b77075eee5","source":"hackernews","source_id":"48850888","content_type":"comment","title":null,"body_preview":"This unification is garbage. Chats that are about topics other than programming projects are relegated to a tiny, unsearchable popup window. Renaming the old app \"ChatGPT Classic\" implies that it will","author":"todfox","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850888"},{"id":"7e72a8dd-10aa-4568-8ef9-9383109eb1c0","source":"hackernews","source_id":"48849778","content_type":"comment","title":null,"body_preview":"I just installed this. I am very confused. I no longer have a Codex app on my computer. ChatGPT is now Codex.\nBut what happened to ChatGPT? Where am I supposed to casually chat?\nAlso, when you toggle ","author":"postalcoder","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849778"},{"id":"2ba35b50-8a5e-42f8-abae-9dcc1c22ccdb","source":"hackernews","source_id":"48849044","content_type":"comment","title":null,"body_preview":"\"One command installs 60+ community skills, 67 themes, MCP support, sub-agent support, Claude Code CLI provider support, memory, and more.\"\nWhat, no kitchen sink?","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10385595817077443,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849044"},{"id":"875df566-2069-4105-b0ec-daece86eb19a","source":"hackernews","source_id":"48847954","content_type":"comment","title":null,"body_preview":"haha i was waiting for this exact thing lazyvim:vim::pi:lazypi, thanks for sharing","author":"amwal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847954"},{"id":"3354ecfd-981c-4768-a4d9-6ef586d283a6","source":"hackernews","source_id":"48849035","content_type":"comment","title":null,"body_preview":"I like peeping at other people's skills but it is unclear to me what/where the claimed 60+ skills are actually located. Compound Engineering conveys a few but nowhere near 60.","author":"jabroni_salad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849035"},{"id":"dd119cd3-15f3-4161-acf6-b8ce6cc4f66a","source":"hackernews","source_id":"48850732","content_type":"comment","title":null,"body_preview":"Is there a popular well support add on that like lets me hitl/interact with my phone while not at my desk?","author":"getcrunk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850732"},{"id":"fc7e5f52-2e81-4fdf-bbb5-7ee672e9f2bc","source":"hackernews","source_id":"48850945","content_type":"comment","title":null,"body_preview":"I am not going to use this, I think, because I believe I am at the point where going through the \"process\" with Pi will be valuable to me.\nBut it's a useful list of things and they are links.","author":"dofm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11490910800551211,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850945"},{"id":"2a3f153c-d5f9-4de9-a576-424bdff293fe","source":"hackernews","source_id":"48848885","content_type":"comment","title":null,"body_preview":"I've been using oh-my-pi for a while and I'm very happy with it. If you're not going to build out your own Pi setup I'm not sure why you'd pick this over oh-my-pi.","author":"richardlblair","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848885"},{"id":"72454859-7e68-41f0-b09b-a166977ba4e0","source":"hackernews","source_id":"48852249","content_type":"comment","title":null,"body_preview":"I want to use Pi, but I don’t trust the npm ecosystem at all. I could use a VMs, but I guess it’s just not worth it","author":"sdevonoes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852249"},{"id":"adc13c98-94f2-4b63-b475-ca2ca6e5d7a7","source":"hackernews","source_id":"48849031","content_type":"comment","title":null,"body_preview":"What AGENTS.md and skills are people relying on these days?\nI have little to none and am successful building full stack Go apps Claude Code, Codex, and Shelley which covers the spectrum of crazy black","author":"nzoschke","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.08725194435441246,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849031"},{"id":"95f9eb65-37f6-4296-8378-8e9ff8cb7a56","source":"hackernews","source_id":"48852599","content_type":"comment","title":null,"body_preview":"> 67 themes\nHm. Most users usually need 0 or 1 of those at a time. Makes me question other choices in there.","author":"alentred","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852599"},{"id":"bd322994-d1d6-4d0f-bee3-5329846c3418","source":"hackernews","source_id":"48847944","content_type":"comment","title":null,"body_preview":"On the one hand, sure, why not have a default install throw a bunch of bells+whistles via skills and extensions.\nBut I like pi precisely because it is so minimal. I want understand and work around the","author":"clusterhacks","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847944"},{"id":"3555bc3f-3487-474b-84aa-8aca18b39e44","source":"hackernews","source_id":"48848228","content_type":"comment","title":null,"body_preview":"I think the developers of Pi made a supply chain mistake by stripping down the core agent and requiring features like subagents to load plugins written by some random person.","author":"docheinestages","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1099535981586949,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848228"},{"id":"3c606cc0-2c52-4adc-a767-e8920c98cd1e","source":"hackernews","source_id":"48850467","content_type":"comment","title":null,"body_preview":"60+ ! oh my, while this is cool it seems that is overkill. I want to know all my skills back and forth.\nBut I like this kind of projects where I can peak of what extensions other people use. Is like .","author":"lfx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850467"},{"id":"c38f01c5-0901-4c21-83de-e87d3ad7abd9","source":"hackernews","source_id":"48852498","content_type":"comment","title":null,"body_preview":"I can understand someone being overwhelmed and not wanting to configure and \"build your own pi\" which is really one of the beautiful points of pi, but like with vim, I do recommend that after playing ","author":"alexhans","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852498"},{"id":"83074d8b-64dc-4244-bb58-2670c7d7f035","source":"hackernews","source_id":"48848992","content_type":"comment","title":null,"body_preview":"This seems to be like the antithesis of pi, it's supposed to be this minimal thing you customise\nI guess it's the same kinda friction with vanilla vim/neovim vs vim 'distributions' that provide a bunc","author":"Jackevansevo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848992"},{"id":"678951db-d0da-49dc-8ada-fd33c0ced77a","source":"hackernews","source_id":"48848780","content_type":"comment","title":null,"body_preview":"Currently using Oh My Pi (https://github.com/can1357/oh-my-pi) and appreciate the batteries included approach.\nFrom my limited time using pure Pi, I found quite a few of the plugins lacking and had no","author":"roger_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_preference","acknowledgement_of_alternatives"],"bot_score":0.11044702237220566,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848780"},{"id":"5247dc00-bdd7-466a-afd1-9a4763a5eace","source":"hackernews","source_id":"48848076","content_type":"comment","title":null,"body_preview":"Pi makes you think about what you’re doing with it on purpose. This defeats that, as the Mario quote on the page says, and therefore isn’t worth using.\nPeople really need to try out “less is more”. Th","author":"klaxce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848076"},{"id":"7559cf7b-df79-4b6c-9a20-ed63701fe8c1","source":"hackernews","source_id":"48848560","content_type":"comment","title":null,"body_preview":"Title is: SimPolitics - America’s Quest to Solve Politics with Computers","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848560"},{"id":"edca7914-6ece-472c-abfc-e4f234bad874","source":"hackernews","source_id":"48849687","content_type":"comment","title":null,"body_preview":"Open access link\nhttps://direct.mit.edu/books/oa-monograph/6166/SimPoliticsAm...","author":"al_hag","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849687"},{"id":"8a62ec19-b96c-4c17-b983-bf6342f1b6c2","source":"hackernews","source_id":"48838133","content_type":"comment","title":null,"body_preview":"Should be (2022) apparently - surely if HN can automatically screw up titles for various reasons, we can have it add dates automatically [and sometimes get those wrong] too? DanG ?\n> for instance C an","author":"tialaramex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838133"},{"id":"619ddaba-e150-41b8-92f8-c89354e68238","source":"hackernews","source_id":"48838062","content_type":"comment","title":null,"body_preview":"Related: I have a variable integer length encoding scheme that beats out LEB128, Protobuf, varint and ASN.1 while also encoding/declaring endianness (but notably, leaving signage information up to the","author":"pmarreck","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838062"},{"id":"97b69886-d9d8-40e4-9dfa-3b77ec2ebfd8","source":"hackernews","source_id":"48838513","content_type":"comment","title":null,"body_preview":"There was a golang proposal to change Go's default int type to arbitrary precision big int. It would avoid overflow bugs, but the proposal was closed (after eight years) due to concerns about compatib","author":"cpeterso","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838513"},{"id":"79e921af-0d85-47d7-8e5a-86d257c4eed5","source":"hackernews","source_id":"48838084","content_type":"comment","title":null,"body_preview":"> for (size_t i = size - 1; i < size; i--)\nErm... just because you can, doesn't mean you should.\nAlso, what if you want to go down to something other than 0?","author":"dataflow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838084"},{"id":"702a3600-d0f6-4f81-800a-d444577749eb","source":"hackernews","source_id":"48838094","content_type":"comment","title":null,"body_preview":"There was a related article from the other side of the debate a while back: https://news.ycombinator.com/item?id=47989154\nIt’s pretty sad that after all these years, dealing with fixed size integers i","author":"scared_together","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838094"},{"id":"4d8027bc-7989-47bc-9aba-66c6683683ed","source":"hackernews","source_id":"48843629","content_type":"comment","title":null,"body_preview":"As a Java developer I'm a bit sad that we don't have a choice :)","author":"karussell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843629"},{"id":"27048489-a9b5-4707-843f-3fd4efe2e2ae","source":"hackernews","source_id":"48853383","content_type":"comment","title":null,"body_preview":"The entire reason for integer under/overflow to be undefined is to enable compiler optimisations. If you're going to be using unsigned anyway, we might as well drop the undefined behaviour from the st","author":"Asooka","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853383"},{"id":"7c2b5a37-aec6-447f-a469-152ecca54f4e","source":"hackernews","source_id":"48838338","content_type":"comment","title":null,"body_preview":"Stroustrup recommends int over unsigned. Dijkstra recommends int over unsigned. Google coding guidelines recommend int over unsigned.\nBlogger recommends unsigned over int.\nTough choice.","author":"dataflown","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48838338"},{"id":"027f0f82-550a-4ecf-8c49-dbaead0389e8","source":"hackernews","source_id":"48841285","content_type":"comment","title":null,"body_preview":"> Where unsigned does benefit here is when these are used as indices into an array. The signed behavior will almost certainly produce invalid indices which leads to memory unsafety issues. The unsigne","author":"jgtrosh","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841285"},{"id":"0edc8cac-2dab-479f-812b-d8d49c5f3e01","source":"hackernews","source_id":"48852903","content_type":"comment","title":null,"body_preview":"The article over-downplays the need for sentinel values. Surely Rust has Option that also spreads into C++ these days as std::optional. But for plain C using -1 or negative values to denote sentinels ","author":"fpoling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852903"},{"id":"1ff21eb8-66f2-4036-9bf9-24b3c1ec3c51","source":"hackernews","source_id":"48853094","content_type":"comment","title":null,"body_preview":"Wow. I was reading this article on a iPhone when the heavy ads crashed my Safari tab. After it auto-reloaded, the paywall claimed I had used all of my free articles. Thanks, Wired.","author":"mdavidn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853094"},{"id":"fa4b0f29-763a-46b1-b358-379845e9ee21","source":"hackernews","source_id":"48851173","content_type":"comment","title":null,"body_preview":"Sometimes I imagine that the mandate of one team (like those that build accessibility features) end up at direct odds with the mandate for other teams.  And then there’s maybe an internal politicking ","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.12507850273337887,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851173"},{"id":"b3189b63-4539-473d-9ce5-f29818bb3b47","source":"hackernews","source_id":"48851314","content_type":"comment","title":null,"body_preview":"I keep observing that accessibility features often contain the tools we need to make our devices and apps more humane. This is one area that video games have been way ahead on.","author":"Triphibian","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851314"},{"id":"09f09178-0355-43ad-8bf2-076d2c088e65","source":"hackernews","source_id":"48851140","content_type":"comment","title":null,"body_preview":"'Perfect' being used as a filler word in a headline is obscene to me.","author":"1970-01-01","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.13895169998021595,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851140"},{"id":"f588a3bd-6bff-48cc-bdea-dec74609a553","source":"hackernews","source_id":"48851543","content_type":"comment","title":null,"body_preview":"This is actually a really great feature for everyone else trying to reduce their phone use without switching to different \"dumbphone\". But why mandatory lock by passcode? I agree, that adding more fri","author":"butz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14164727182721892,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851543"},{"id":"fceed6ad-b533-4d2e-aee6-39050f356436","source":"hackernews","source_id":"48851305","content_type":"comment","title":null,"body_preview":"This looks perfect! I had been searching around for “feature phones” but the market seems dire. Lots of carrier locked devices or devices that still offer “a little bit of internet”. And then I starte","author":"philips","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","self_reference"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851305"},{"id":"b5c89ac0-29c8-452d-a488-74a002f5dcdb","source":"hackernews","source_id":"48850244","content_type":"comment","title":null,"body_preview":"This might be just the thing for my elderly mother.  She's used an iPhone for many many years, but struggles lately with motor dexterity, vision, and a bit of cognitive challenge making phone usage di","author":"pugworthy","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850244"},{"id":"6b6d52ef-de2b-4028-a813-03d13d13bce1","source":"hackernews","source_id":"48852040","content_type":"comment","title":null,"body_preview":"I really wish settings could be downloaded and implemented like transferring Bookmarks in browsers. That way I could take a setup of settings someone has created and simply mimic that by way of adopti","author":"Aboutplants","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16904761904761903,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852040"},{"id":"efbe6093-1528-44d7-b24c-c54c00aa5ba7","source":"hackernews","source_id":"48850452","content_type":"comment","title":null,"body_preview":"Assistive access is the feature being referred to by tfa","author":"turkeyboi","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.3726315623737977,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850452"},{"id":"274475f8-f074-4750-8a03-d64e5a33570f","source":"hackernews","source_id":"48851343","content_type":"comment","title":null,"body_preview":"I like the feature, but I don't like the assumption at the beginning.\n> Come September, he will have to walk across town to school on his own. But if he's going to be walking around out in the world w","author":"eigencoder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851343"},{"id":"dd46ee6d-00ad-406c-9e72-5ed8cdb7800e","source":"hackernews","source_id":"48850080","content_type":"comment","title":null,"body_preview":">children have quickly found workarounds for such measures, such as asking friends to message them links, which can bypass restrictions when opened\nI was very surprised of this by my own kids find wor","author":"fma","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850080"},{"id":"675ee507-671d-45fb-9c07-1deea83c8c02","source":"hackernews","source_id":"48852603","content_type":"comment","title":null,"body_preview":"> Maps and satnav require a web connection.\nNo they don't require a network at all. The only drawback if there is no network is that the initial finding of the position takes longer. And maps can be d","author":"hans_castorp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852603"},{"id":"76dd3466-4eb2-44c7-928c-9cceff0dfa5a","source":"hackernews","source_id":"48852643","content_type":"comment","title":null,"body_preview":"There are so many features under “accessibility” that have wider usages.","author":"whycome","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1866332340067914,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852643"},{"id":"78dbc1de-2def-4e07-bd4d-dc946b0382e0","source":"hackernews","source_id":"48852013","content_type":"comment","title":null,"body_preview":"I discovered and tried to use this feature to turn an older iPhone into a dumb phone for myself, but hit several blockers\n  1. It’s incredibly slow to transition in and out of the mode, as mentioned i","author":"laweijfmvo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852013"},{"id":"9d34befb-c67b-4236-8c62-3773eee17090","source":"hackernews","source_id":"48850483","content_type":"comment","title":null,"body_preview":"> My son only gets Calls, Messages, Maps, Camera (so we can video call, but I've ruthlessly turned off selfies), Photos, and Music. Nothing else.\nI get that the internet is an addictive scary place wi","author":"bawolff","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850483"},{"id":"7e9fc729-a409-40df-a599-79fc0d94e9a8","source":"hackernews","source_id":"48850988","content_type":"comment","title":null,"body_preview":"Summary:\nSimplify the iPhone home screen with large icons for kids or seniors:\nSettings > Accessibility > General section at the very bottom > Assistive Access","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10433280302648514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850988"},{"id":"7aef3ede-7ced-4872-bc0b-171c8cfbc7de","source":"hackernews","source_id":"48826243","content_type":"comment","title":null,"body_preview":"Archived https://archive.is/LV6Cw\nLong back Xiaomi Phones used to have soemthing like this. That one feature was how I migrated my in-laws to Smartphones from their Nokias.\nThe key content from the ar","author":"Brajeshwar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","original_commentary_around_quote"],"bot_score":0.130392278856489,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48826243"},{"id":"0b10e452-1784-4e5a-9240-4520c31babdc","source":"hackernews","source_id":"48850107","content_type":"comment","title":null,"body_preview":"Mobile Device Management (MDM) is the only effective way to restrict idevices.\nAll you need is a macbook and Apple Configurator.\nYou can remove safari, blacklist or whitelist websites, block installin","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850107"},{"id":"250839df-120e-43ae-b8d1-3bd084ec086e","source":"hackernews","source_id":"48853440","content_type":"comment","title":null,"body_preview":"This is a great example of the curb cut effect -- a system designed for accessibility needs turns out to be useful in other contexts. Curb cuts were designed for people with disabilities, particularly","author":"msftgreed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853440"},{"id":"933229b7-d246-4171-b3be-c8a3382bd324","source":"hackernews","source_id":"48850922","content_type":"comment","title":null,"body_preview":"> They've done studies, you know. Sixty percent of the time, it works every time.","author":"helterskelter","classification":"human_created","confidence":0.8,"indicators":["cultural_reference","terse_replies"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850922"},{"id":"251f1b12-1081-4935-896c-46a93476b9ab","source":"hackernews","source_id":"48851024","content_type":"comment","title":null,"body_preview":"Oh, I'm actively doing this at the moment. FreeAgent grabs my transactions from Wise already, and then I give it [Claude Code, in fact] a folder of PDFs to attach to my invoices, including figuring ou","author":"petesergeant","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851024"},{"id":"b3eb0ee8-8d03-4530-9b21-68b448ddb6b0","source":"hackernews","source_id":"48852092","content_type":"comment","title":null,"body_preview":"I can't file \"almost\" with the IRS. That's not going to end well. Sorry Mr. auditor, this is a non-deterministic filing.","author":"josefritzishere","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852092"},{"id":"5e7f52a3-c6f2-48dd-9b1f-d7f94e76f503","source":"hackernews","source_id":"48851671","content_type":"comment","title":null,"body_preview":"That \"nearly\" is doing an awful lot of heavy lifting. It doesn't matter if your AI model is 99% or 99.99% accurate. For a tax return it has to be perfect every time or someone is at best getting a fin","author":"lowsong","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","human_indicator_quoting_external_source"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851671"},{"id":"b38284e6-b8ee-4cb2-b916-be2d2db983bc","source":"hackernews","source_id":"48851933","content_type":"comment","title":null,"body_preview":"I'm not so interested in having an LLM do my bookkeeping for me.  But I'm very interested in whether LLM's can unravel the accounting obfuscations that billionaires use to avoid paying taxes on their ","author":"__MatrixMan__","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851933"},{"id":"b301164c-b74c-44c3-91e0-f208f7191a9a","source":"hackernews","source_id":"48851141","content_type":"comment","title":null,"body_preview":"It's not hard to imagine that will be able to do as good a job as a human accountant in the not too distant future.\nIt's also not hard to imagine tax authorities using AI to audit everyone's tax retur","author":"cs702","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851141"},{"id":"4c2ddaa0-14de-41a0-a1f6-7bac1ed32e02","source":"hackernews","source_id":"48851113","content_type":"comment","title":null,"body_preview":"The company I work for, Digits, has been regularly updating our AI-vs-human bookkeeper benchmark. Look at page 8 -- many models are nearly as accurate as a human bookkeeper\nhttps://digits.com/download","author":"phildenhoff","classification":"human_created","confidence":0.85,"indicators":["self_reference","niche_expertise","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851113"},{"id":"dbf9b004-8d36-460e-94d8-7f3c1887e320","source":"hackernews","source_id":"48851928","content_type":"comment","title":null,"body_preview":"This is interesting to see, but surely any non-trivial business [edit: who needs to file a VAT return] is already entering its invoices into a finance system which can automatically generate a VAT ret","author":"shh_labs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851928"},{"id":"5714988c-21b9-4db0-bb31-d0917cee2714","source":"hackernews","source_id":"48851524","content_type":"comment","title":null,"body_preview":"Unrelated, but I feel it's unfair to rob the word \"bookkeeper\" of its peculiarity of having three subsequent double letters by inserting a space in the middle.","author":"Gander5739","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851524"},{"id":"5974025f-b9ed-4f81-be37-ec92d18b3a26","source":"hackernews","source_id":"48851880","content_type":"comment","title":null,"body_preview":"\"The VAT return prepared by the model was essentially correct: the most important number in the return, which is how much VAT the company was owed by the tax agency, was off by only 7 pence relative t","author":"krupan","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","human_indicators_present","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851880"},{"id":"6d5a1a2f-9939-4291-9996-3e9dc6464928","source":"hackernews","source_id":"48851018","content_type":"comment","title":null,"body_preview":"This doesn't surprise me at all. You can really constrain this problem, give very narrow context, and get pretty reliable and reproducible results.\nI've gotten very good results with some vibe-coded d","author":"traverseda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851018"},{"id":"89a8b928-987d-4224-aad0-5f26ccf2bbbc","source":"hackernews","source_id":"48851298","content_type":"comment","title":null,"body_preview":"I just have a folder on my computer where I keep things in beancount. Then I have mercury CLI access with a read token to my business bank account, and I have my emails fully synced in there as well v","author":"arjie","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851298"},{"id":"343f9cbc-3b45-43cb-8cb7-b978ab6c92c1","source":"hackernews","source_id":"48850699","content_type":"comment","title":null,"body_preview":"> nearly as accurate as a human book keeper\nAnything to avoid using the metric system.\nThough seriously, what is this metric? Why would I care if an LLM is accurate as a human bookkeeper? Humans aren'","author":"malfist","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850699"},{"id":"56606e31-44cb-4067-b045-1e93733617ab","source":"hackernews","source_id":"48852755","content_type":"comment","title":null,"body_preview":"I wouldn't be surprised if it were more accurate based on the errors I've seen. I always eyeball the books and was confused when a £15k building popped up on our asset sheet. It turns out a \"workshop\"","author":"petercooper","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852755"},{"id":"7e4a6880-10bb-4135-823b-8e0da3c4158f","source":"hackernews","source_id":"48851092","content_type":"comment","title":null,"body_preview":"I'd be scared shitless to even try something like this. There is just a pretty website, a video, and a blog post. No info on the founders, I can't find anything on LinkedIn, just a company Vineyard Fi","author":"aerhardt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.17984023444260838,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851092"},{"id":"c0d62f96-19d5-4fe1-b58c-7c49291e675c","source":"hackernews","source_id":"48850937","content_type":"comment","title":null,"body_preview":"Interesting write-up. Having been a bookkeeper a long time ago, I'm not too surprised at this being susceptible to automation by an LLM backed system.\nIt seems also that the classes of error they enco","author":"raesene9","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850937"},{"id":"6853c209-1b6d-4b87-ad0c-76407a7ddec6","source":"hackernews","source_id":"48851351","content_type":"comment","title":null,"body_preview":"This is a prime example of a problem space where accuracy matters, but it also matters who ultimately goes to prison. I'm going to go out on a limb and guess it's not the LLM.\nIf you're acting in good","author":"zerobees","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.1261604108402185,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851351"},{"id":"fcd337a1-d582-4051-b47f-609361aea083","source":"hackernews","source_id":"48851406","content_type":"comment","title":null,"body_preview":"This shouldn't be ignored in the discussion here:\n  The job performed by the humans was broader than what was requested of the model in this benchmark: humans also had to find the relevant invoices (s","author":"Diogenesian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","synthetic_empathy"],"bot_score":0.28683163526826916,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851406"},{"id":"a2eadbbd-edf0-4ee2-aa88-d6c806f6d739","source":"hackernews","source_id":"48852905","content_type":"comment","title":null,"body_preview":"What would your name be if your father had not named you that?","author":"pizzafeelsright","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852905"},{"id":"6471c9bb-8f90-45dc-955c-7d18ced35071","source":"hackernews","source_id":"48852682","content_type":"comment","title":null,"body_preview":"How do they handle this in Brazil? Is there a standard for which portion of a name shows up on credit cards and ID cards and such?","author":"kokanee","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852682"},{"id":"ac8c7166-d8e2-4bc8-8edc-7f8cca5c5a53","source":"hackernews","source_id":"48852786","content_type":"comment","title":null,"body_preview":"The general complexity of name changes will never cease to intrigue me.","author":"aranaur","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852786"},{"id":"d942ae18-638f-4cea-9f4f-1d17927875c7","source":"hackernews","source_id":"48853201","content_type":"comment","title":null,"body_preview":"Great article!, Beto is otherwise an amazing programmer great to see him here.","author":"sdunford","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853201"},{"id":"47942e31-2325-4b63-8086-4beeb3445db4","source":"hackernews","source_id":"48852483","content_type":"comment","title":null,"body_preview":"Pretty normal. My Chinese name is Chinese. Much less friction to pick a 21st-century English name in the anglosphere.","author":"zulux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17189638874465765,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852483"},{"id":"4801f0ae-b89a-4a47-880c-220fe15f340f","source":"hackernews","source_id":"48853128","content_type":"comment","title":null,"body_preview":"I have this weird thing about a birthday -- for some reason, I was assigned a different birth date in NHS records in the UK compared to the one I have in my native Finland. I want to believe it has so","author":"Jhsto","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853128"},{"id":"ee6afac7-af2d-45de-a4e6-b1d4ea1d3fe6","source":"hackernews","source_id":"48852690","content_type":"comment","title":null,"body_preview":"A question for any Portuguese or Spanish speakers here, which I think are languages and cultures in which these sorts of name patterns are common - when you see a name like \"Roberto Antonio Ferreira D","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852690"},{"id":"f98cc1a4-f5c3-4334-af4f-bf2182c4c1d3","source":"hackernews","source_id":"48852518","content_type":"comment","title":null,"body_preview":"I'm obliged to mention Falsehoods Programmer Believe About Names: https://www.kalzumeus.com/2010/06/17/falsehoods-programmers-... . As someone who also has two family names, I always dread questions f","author":"BoppreH","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852518"},{"id":"49cf44eb-7349-442a-b6d7-6fd37bb98ead","source":"hackernews","source_id":"48849485","content_type":"comment","title":null,"body_preview":"A Github Action running acme.sh that pushes certs to S3 solves the split dns issue for hosts, which can cause all sorts of weirdness after a while. You can then grab a cert on a schedule and even make","author":"jabart","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849485"},{"id":"db5c1a20-ca12-4c23-ba8b-4d1243327f84","source":"hackernews","source_id":"48846996","content_type":"comment","title":null,"body_preview":"I've documented how to securely set up TLS certificates for internal services without creating TLS issues for http clients downstream. All thanks to split-horizon DNS, WAF and ACME protocol. All for f","author":"mrl5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846996"},{"id":"0fdc2d6f-4c24-4a49-8238-88a914025e92","source":"hackernews","source_id":"48851402","content_type":"comment","title":null,"body_preview":"When using letsencrypt for internal services it becomes very hard to distinguish badplayer.com LE certificate from the good players. You only ensure encryption. Not identity. Do not use letsencrypt in","author":"28304283409234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851402"},{"id":"29abe3a0-7a33-41ae-a33a-7eaa8351d8d5","source":"hackernews","source_id":"48848218","content_type":"comment","title":null,"body_preview":"> TLS certificates for internal services* done right\n* \"internal services\" = on a single server that is publicly routable","author":"ramblurr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848218"},{"id":"dc468488-eae5-4bbb-a9fe-f1daa9702641","source":"hackernews","source_id":"48849022","content_type":"comment","title":null,"body_preview":"I wonder if the author realizes that getting public certificates results in them being recorded in CT logs.","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849022"},{"id":"6eacfa1c-62eb-4bbf-ae80-c9634e95b88f","source":"hackernews","source_id":"48847719","content_type":"comment","title":null,"body_preview":"Why not just map the domain to an internal IP and call it a day? Then the only way it can be accessed is through a VPN. Then use a wildcard so none of leaks into cert transparency logs","author":"cobertos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.289154140665565,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847719"},{"id":"6ccb7458-ba90-42ac-ac59-f4789a01f2f1","source":"hackernews","source_id":"48847992","content_type":"comment","title":null,"body_preview":"I am looking forward to finally using DNS-PERSIST-01 for validation. No more dynamic DNS updates, DNS credentials or forwarding necessary.","author":"raquuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847992"},{"id":"9e1be393-1ca6-43c3-80bc-d7acfac36946","source":"hackernews","source_id":"48849026","content_type":"comment","title":null,"body_preview":"I don’t know much in this space, but I find myself wishing there was a dead simple self hosted CA solution and also that trust on first use (à la ssh) was A Thing for self-managed root certs in client","author":"jmbwell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849026"},{"id":"82efaf5f-cacb-41a2-b450-7ba48a3a0d4f","source":"hackernews","source_id":"48849192","content_type":"comment","title":null,"body_preview":"I was under impression that I understand networking and DNS resolution. It was really hard to follow, the OP did worked hard, just not sure what exact problem was being solved with the proposed soluti","author":"sandeepkd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.226933503014508,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849192"},{"id":"61970ff0-b4fa-4b7f-a0e0-5e83888f69ee","source":"hackernews","source_id":"48847412","content_type":"comment","title":null,"body_preview":"I don't agree that tunneling everything through some external facing proxy is \"TLS certificates for internal services done right\".","author":"pizzalife","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_jargon_usage","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847412"},{"id":"4f3e1386-b86a-4077-a7cc-57697edea3c0","source":"hackernews","source_id":"48848167","content_type":"comment","title":null,"body_preview":"This is crazy. If you have a home network with a few internal services, or some sort of network where you don't control the endpoints, just use DNS validation. That's why it exists.\nBut on hosts you c","author":"xorcist","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848167"},{"id":"a216c061-a006-4e07-8864-bb2f16fe6292","source":"hackernews","source_id":"48852816","content_type":"comment","title":null,"body_preview":"My setup is having a wildcard DNS record and a wildcard certificate for my 'home' domain. It has a fixed IP from my ISP, so you always end up on haproxy, which then forwards to individual ports/ip's i","author":"sigio","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852816"},{"id":"da234743-f9cd-40ca-a2cc-7be5ab25b1d2","source":"hackernews","source_id":"48847987","content_type":"comment","title":null,"body_preview":"Personally, I hate split horizon DNS. I prefer the \"BeyondCorp\" model. I MUCH prefer putting an mTLS cert in my trusted devices over relying on VPNs in same devices. I've yet to see a \"clever\" DNS set","author":"thomashabets2","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847987"},{"id":"d3b75cc9-bcc7-4262-b3ef-ecde47d68e67","source":"hackernews","source_id":"48847621","content_type":"comment","title":null,"body_preview":"I use the acme dns-1 challenge on my public domain. That gives you certificates you can use as you see fit, without needing to expose anything else to the public internet.\nI also use Tailscale so I co","author":"wrxd","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847621"},{"id":"18a9a4e3-87ac-493b-ac0b-403f91450281","source":"hackernews","source_id":"48847791","content_type":"comment","title":null,"body_preview":"My preferred procedure is to use DNS-01 validation and have no publicly accessible \"A\" or \"AAAA\" record for internal services.\nOr even a more extreme example: https://crt.sh/?id=27555237869 (sorry for","author":"patrakov","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847791"},{"id":"7269b412-5ac5-49b3-8384-f2ebae8edb28","source":"hackernews","source_id":"48849488","content_type":"comment","title":null,"body_preview":"Split horizon DNS is not something I'm willing to do.\nI'll just rock out with .internal or .home.arpa, have step-ca and bind communicate to each other, either in step-issuer in kube or maybe even rfc2","author":"samgranieri","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849488"},{"id":"84317422-1382-4dee-a6f8-92b874c3e86a","source":"hackernews","source_id":"48851500","content_type":"comment","title":null,"body_preview":"Or...\n- Don't use split DNS.  Don't use any special internal or dev domain. Leave it to your infrastructure to route/NAT those public IPs to your internal network.\n- Don't use the HTTP-01 challenge. U","author":"xurukefi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851500"},{"id":"5c1f7237-cc5d-4d97-b69d-1972e75ef70c","source":"hackernews","source_id":"48848139","content_type":"comment","title":null,"body_preview":"The real answer here is that configuring HTTPS clients to trust a self-signed cert (or signed by an internal CA) shouldn't be as difficult as it is. I find it extremely annoying that every programming","author":"boscillator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848139"},{"id":"fa012087-9abe-4448-8794-933430f705fe","source":"hackernews","source_id":"48848512","content_type":"comment","title":null,"body_preview":"Hmm. I don't really care enough about leaking home network host names because they are all super generic names like 'router', 'laptop', 'tv', 'nas'.  So I use my public zone on cloudflare. I just use ","author":"raffraffraff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848512"},{"id":"271f4a6d-a2f1-4bcd-b572-7c977a0aaad9","source":"hackernews","source_id":"48847881","content_type":"comment","title":null,"body_preview":"The relative proximity of the words \"done right\" and \"split-horizon DNS\" makes my insides hurt a little bit.\nUse DNS validation to allow these internal services to pull ACME certs. There's so much les","author":"EvanAnderson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847881"},{"id":"934067a1-f718-4879-9f6a-4267802059a9","source":"hackernews","source_id":"48845190","content_type":"comment","title":null,"body_preview":"In the future, hardware is only for big companies to own. At least it seems we're heading that way.","author":"amelius","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845190"},{"id":"3ea24228-6a05-486b-86d5-4e0d0251fa0c","source":"hackernews","source_id":"48847204","content_type":"comment","title":null,"body_preview":"It'd be interested to see how one could leverage all the DDR3 ECC that they may have laying about; maybe an overseas shopping site has these boards available? Would DDR3 be as fast or faster than an S","author":"mondainx","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.29852965274171994,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847204"},{"id":"cfe4aa21-d806-4968-a5c5-734805968084","source":"hackernews","source_id":"48851016","content_type":"comment","title":null,"body_preview":"This sounds somewhat similar to IBM's Centaur used on the POWER9/10/11.  Some of the POWER9 hardware people ended up at Meta so might be related.","author":"kev009","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851016"},{"id":"73675ea1-405b-43b8-8fa2-35bd93269af4","source":"hackernews","source_id":"48843883","content_type":"comment","title":null,"body_preview":"With regards to RAM price I never understood the following: A 16GB RAM stick has 16*8=128 billion bits, with 1 transistor per bit, thats still 128B, yet its supposed to cost like $60 before the price ","author":"torginus","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843883"},{"id":"34b1a95f-eb52-4b77-9e94-eb869ccfc697","source":"hackernews","source_id":"48847999","content_type":"comment","title":null,"body_preview":"I am have an old Pentium 4 with RDRAM, think I could sell it to them? I think it has like 256MB. Haven't turned it on in awhile. Hope the first 640KB still work.","author":"blobbers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847999"},{"id":"5fe40384-2512-4295-83c1-6a7d28deab08","source":"hackernews","source_id":"48846311","content_type":"comment","title":null,"body_preview":"I wonder if it would ever start to make sense to burn an AI model into ROM, replacing a large portion of an inference machine's RAM with ROM. (Probably not, since I'm sure those machines do dual-duty ","author":"piinbinary","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846311"},{"id":"76db7174-09f3-42c8-87a1-a588b455ec58","source":"hackernews","source_id":"48845921","content_type":"comment","title":null,"body_preview":"Literally the \"new old thing\":\nhttps://www.andysarcade.net/store2/all-other-stuff/vintage-c...","author":"ok123456","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845921"},{"id":"b2a80026-5104-462d-8aaa-d9ec4e802417","source":"hackernews","source_id":"48849800","content_type":"comment","title":null,"body_preview":"The impressive part is not really reusing old RAM, its making the economics work despite the extra chip, software support and operational complexity","author":"BrtByte","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849800"},{"id":"82099679-d8d9-4651-a662-9b8766928c04","source":"hackernews","source_id":"48850499","content_type":"comment","title":null,"body_preview":"Oh good, so now the prices of used RAM can go through the roof, too.\nMan, I hope the price of a PC goes back to being equivalent to a car. So many monetization opportunities there.","author":"palmotea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850499"},{"id":"a4e319c3-de70-4880-a75f-05c63507608f","source":"hackernews","source_id":"48848891","content_type":"comment","title":null,"body_preview":"Thank you, LLM / AI dorks! I cannot even sensibly finance a proper homelab firewall / router these days, thanks to you and your agentic shit.","author":"baerbelblue","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848891"},{"id":"c33bc29f-8615-4bfe-8d1f-d141b58a5802","source":"hackernews","source_id":"48779515","content_type":"comment","title":null,"body_preview":"ScholarlyArticle: \"Vistara: Making CXL Real—Full Path from ASIC Design and OS Support to Hyperscale Deployment\" (2026) https://aisystemcodesign.github.io/papers/isca26/vistara_cam...\nTIL there are 2x ","author":"westurner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48779515"},{"id":"dda85d8f-6171-4166-be3c-899f32a94d6c","source":"hackernews","source_id":"48844705","content_type":"comment","title":null,"body_preview":"From the paper:\n\"Our CXL solution achieves substantial gains for diverse workloads, including up to a 25% reduction in server count for disaggregated ML inference\"\nHow does using worse RAM result in 2","author":"Schlagbohrer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844705"},{"id":"1fc3dd90-035a-4f58-be48-323ded233518","source":"hackernews","source_id":"48845867","content_type":"comment","title":null,"body_preview":"It will be interesting to see what happens to the consumer electronics market the next few years.  Companies are right now gambling that consumers will pay extra because of RAM shortages.  I suspect w","author":"HumblyTossed","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845867"},{"id":"3d99b93b-90c2-444f-af59-51400d2a8372","source":"hackernews","source_id":"48844824","content_type":"comment","title":null,"body_preview":"ServeTheHome already reported on CLX memory expansion controllers back in December:\nhttps://www.servethehome.com/hyper-scalers-are-using-cxl-to-...","author":"ateles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844824"},{"id":"5dd5d138-7d4c-4203-904f-efd640920ef9","source":"hackernews","source_id":"48843768","content_type":"comment","title":null,"body_preview":"It’d be nice if there were a consumer version of this. I have plenty of old RAM.","author":"jzb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843768"},{"id":"a533eaac-7305-4ca4-ae1d-ce97d1b3ea96","source":"hackernews","source_id":"48843340","content_type":"comment","title":null,"body_preview":"The interesting part of this \"RAM crisis\" is similar to other fields where a problem results multiple parties looking for alternative solutions.\nThis yields for exciting ideas or workarounds that migh","author":"rock_artist","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843340"},{"id":"268593a1-a6c4-4978-a96f-8df40d567ba1","source":"hackernews","source_id":"48843804","content_type":"comment","title":null,"body_preview":"There are standard product CXL memory expander chips if you don't want to design a custom chip.\nhttps://www.marvell.com/products/cxl.html","author":"lizknope","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843804"},{"id":"cfa799c4-17d5-48be-be07-9b1689ec979e","source":"hackernews","source_id":"48845110","content_type":"comment","title":null,"body_preview":"I have always wondered why there was never a big market[1] for \"cheap PCI/PCI-X/PCI-e card you can stick a boatload of your old/surplus/n-generation old simms/dimms on and use as swap/slow memory/ram ","author":"kjs3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845110"},{"id":"e65af67e-2cda-4db3-9249-10118a450344","source":"hackernews","source_id":"48843368","content_type":"comment","title":null,"body_preview":"Why not go directly to the source article that has a lot more details?\nhttps://www.theregister.com/systems/2026/06/29/zuck-saves-me...","author":"rob74","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843368"},{"id":"60573e15-0812-4dc7-b203-e4b8b1fffdc7","source":"hackernews","source_id":"48845477","content_type":"comment","title":null,"body_preview":"At the beginning of William Gibson’s Neuromancer, the protagonist is trying to sell 3 MB of RAM in underground markets. This is often cited as one of the ways the book has not aged well. But, looking ","author":"snowwrestler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845477"},{"id":"fa81e64c-6f3e-4d83-95c3-258737ef443f","source":"hackernews","source_id":"48846391","content_type":"comment","title":null,"body_preview":"Very strong pricing, cheaper than Grok 4.5, particularly the cached reads. We'll have to wait to see if it's actually worth using (it's not on OpenRouter yet).","author":"redox99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09024475086602798,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846391"},{"id":"456f3559-f198-4000-8730-935e6bd2f931","source":"hackernews","source_id":"48849872","content_type":"comment","title":null,"body_preview":"Since it was making rounds yesterday here is what muse generated for the 3d rubik's cube prompt - https://ashish01.github.io/rubik-muse/","author":"ashish01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849872"},{"id":"b163f903-6b81-4dff-a747-e9dfd95c41fa","source":"hackernews","source_id":"48847367","content_type":"comment","title":null,"body_preview":"Interesting that neither meta nor xai chose to do open source given that they are both clearly behind Google, OpenAI and anthropic - and a serious us open source offering would give them a clear footh","author":"chvid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847367"},{"id":"1e73b028-0e35-48f9-a1a6-68ab5b1a7eea","source":"hackernews","source_id":"48847687","content_type":"comment","title":null,"body_preview":"Why are the plans and pricing for all these products so complicated.\nI don't know where I need to sign up to try it out. What is pricing? Is it API or subscription, what?\nI had the exact same experien","author":"whinvik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847687"},{"id":"b058c5c2-85c5-47e2-83b5-3c2cda9446aa","source":"hackernews","source_id":"48850176","content_type":"comment","title":null,"body_preview":"Despite Muse being relatively average, I've actually used the Meta AI webchat LLM since it released.\nThe reason: Its writing style feels \"unique\", and I find it pleasant to read for science-based topi","author":"gavinray","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinion_and_preference","layman_hunch","specific_example"],"bot_score":0.09510867427022479,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850176"},{"id":"6e5a3316-8381-44fe-8a2c-569aafbd5fbb","source":"hackernews","source_id":"48847428","content_type":"comment","title":null,"body_preview":"> Model API is not available in your region.\n:(\nWell, Vietnam is not in the list of restricted territories.\nAnyway, what is \"your region\" ?\nIs this where I am now, or is it where I activated my Oculus","author":"eugene3306","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847428"},{"id":"8dd4bfa6-76bf-4956-addc-f5b73e8c8a8d","source":"hackernews","source_id":"48847395","content_type":"comment","title":null,"body_preview":"It seems to trade blows with GPT 5.5 and Opus 4.8 in performance while being cheaper than GLM 5.2.","author":"bel8","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1163831237300084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847395"},{"id":"6958ae2a-e408-44ab-8e1a-23ef9f24fc87","source":"hackernews","source_id":"48850216","content_type":"comment","title":null,"body_preview":"This not being available on Openrouter really makes it hard to test. I was going to compare vs Grok 4.5 and GPT-5.6 Luna, but I don't want to deal with signing up for Meta for it unless it checks out.","author":"mchusma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850216"},{"id":"cf27a428-95a0-437c-9e69-ed599e49c07f","source":"hackernews","source_id":"48848384","content_type":"comment","title":null,"body_preview":"Glad to see Meta back on track! Users will benefit greatly from this competition.","author":"fmind-dev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848384"},{"id":"3e388d9d-42bd-4ad3-8971-98620059f0a8","source":"hackernews","source_id":"48846596","content_type":"comment","title":null,"body_preview":"Their published benchmarks seem to indicate that it's pretty good at coding and multimodal, but VERY good at successful tool calls.\nWhat kind of use case would be best for that shape?","author":"EgregiousCube","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846596"},{"id":"18c51027-3af0-4b1f-a534-b8ed9c4004f1","source":"hackernews","source_id":"48847039","content_type":"comment","title":null,"body_preview":"How is every company able to show itself at the top of every benchmark?","author":"paxys","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847039"},{"id":"e7b45cb0-3250-43bf-8f34-7ad8236809ae","source":"hackernews","source_id":"48846917","content_type":"comment","title":null,"body_preview":"I missed the fact that Meta was developing and releasing closed-weights models... bummer. Would be great to see some more progress with American open-weights models.","author":"carimura","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846917"},{"id":"8cb1b025-60c2-4955-8db7-4bc1c98b7aec","source":"hackernews","source_id":"48851828","content_type":"comment","title":null,"body_preview":"Just got it working with codex in a container! FYI I think there is a bug most others will run into at the Codex:Muse interface.\nIt's some kind of parsing or integration error due to what I think is c","author":"weitendorf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","personal_opinion"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851828"},{"id":"e1698d53-2063-4236-b47a-d57f12499bd2","source":"hackernews","source_id":"48846467","content_type":"comment","title":null,"body_preview":"I personally do not like Meta, but I'll say this. The more competition, the better for regular consumers. (Enterprise too)\n- Chinese models\n- Grok\n- Meta\n- Google\n- OpenAI\n- Anthropic\nI think this is ","author":"kilroy123","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","self_reference","list_of_competitors"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846467"},{"id":"b373e3de-5faa-4e3c-878c-efae6cbf2103","source":"hackernews","source_id":"48847559","content_type":"comment","title":null,"body_preview":"Interesting how the prevalent opinion until yesterday seems to have been that OpenAI & Anthropic are irreversibly ahead and now with xAI and Meta at least delivered something that's competitive with u","author":"Sol-","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847559"},{"id":"13c5e1dd-e7fb-4f15-b14e-7b09b890e4e9","source":"hackernews","source_id":"48846464","content_type":"comment","title":null,"body_preview":"The pricing is insane: $1.25/$4.5 for 1M tokens, and $0.15 for cached input!\nhttps://dev.meta.ai/docs/getting-started/pricing-rate-limits","author":"Tiberium","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","specific_data_point","external_link_context"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846464"},{"id":"5ea9c111-5ce0-4652-8ccd-86a4e4f24e50","source":"hackernews","source_id":"48848147","content_type":"comment","title":null,"body_preview":"Maybe Zuck should double down on his \"spoiler\" role with models rather than compete head-to-head.\nHe doesn't have to match Anthropic or OpenAI model revenue if he can deflate theirs by 99%.\nAll he has","author":"jacobgold","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848147"},{"id":"36f7b9b9-ed24-4d55-96f6-0410825b2639","source":"hackernews","source_id":"48848333","content_type":"comment","title":null,"body_preview":"I had a few days of preview access, which was long enough to put together a plugin for LLM. You can try the model out in the terminal like this:\n  uv tool install llm\n  llm install llm-meta-ai\n  llm k","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848333"},{"id":"febec91f-9011-46fd-ae99-c3dc683ce760","source":"hackernews","source_id":"48847019","content_type":"comment","title":null,"body_preview":"Lot more details in the linked report https://ai.meta.com/static-resource/muse-spark-1-1-evaluatio...\nFrom Terminal-bench-2.1 details,\n> We use a bash-tool-only agent harness to evaluate 89 Terminal-B","author":"GodelNumbering","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience","natural_digressions","imperfect_expression"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847019"},{"id":"d54b0ef2-ca30-405e-8bb1-8beee2351902","source":"hackernews","source_id":"48851260","content_type":"comment","title":null,"body_preview":"I started one 15 years ago in Silicon Valley.  Just what this article calls a hangout.","author":"stretchwithme","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851260"},{"id":"947cef1d-2a6d-46c2-9ec0-8c6533e8ed58","source":"hackernews","source_id":"48851973","content_type":"comment","title":null,"body_preview":"Organizer of python Atlanta here. If you’re interested in running your own ruby meetup and would like some assistance from someone from the trenches then email me. Happy to support the community.","author":"pryelluw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0.10302420119057096,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851973"},{"id":"99845600-1cc1-42c0-9946-9d9f6bae6dbe","source":"hackernews","source_id":"48851804","content_type":"comment","title":null,"body_preview":"I've built a site https://www clublaunchpad.com/\nIt's a Kickstarter for groups that want to feel like they are a club. This helps with the chicken and egg problem.\nUK only at the moment but that's eas","author":"arichard123","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851804"},{"id":"aa904bb7-6357-4008-8bc8-6028f758decc","source":"hackernews","source_id":"48852509","content_type":"comment","title":null,"body_preview":"Ruby needs to divorce itself from Rails.\nfor it to find it's footing again and grow.\nwonderful language, wonderful ecosystem - but the Rails albatross - will be the death of ruby.","author":"dzonga","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.1354767896487076,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852509"},{"id":"e715c066-6682-4223-8c1a-16cce38d3c1e","source":"hackernews","source_id":"48851240","content_type":"comment","title":null,"body_preview":"I wrote up some related thoughts on wrangling speakers: https://www.mooreds.com/wordpress/archives/3283","author":"mooreds","classification":"human_created","confidence":0.85,"indicators":["self_reference","external_link_with_context"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851240"},{"id":"3c615e73-bf59-41bc-b653-51f536d674e6","source":"hackernews","source_id":"48851170","content_type":"comment","title":null,"body_preview":"If you're in the Salt Lake County/Utah County area, we're having Ruby meetups: https://www.meetup.com/utah-ruby-users-group/","author":"phaedryx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851170"},{"id":"c779f1d1-0856-4530-bb2d-07222a1a257b","source":"hackernews","source_id":"48851696","content_type":"comment","title":null,"body_preview":"This seemed like a great guide to starting any sort of meetup, not just Ruby, FWIW. Good read. I think a lot of meetups fizzled in non-hub cities. I lived in Portland, OR up until recently and we had ","author":"TheGRS","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851696"},{"id":"e47a7603-1252-437f-9f59-6c3888b479b8","source":"hackernews","source_id":"48851239","content_type":"comment","title":null,"body_preview":"I've been helping to run a meetup in Christchurch, New Zealand: https://christchurch.ruby.nz/ for about 10 years (maybe longer, I've lost track!). I _completed_ agree with the article that the best th","author":"patrickdavey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851239"},{"id":"da79aa90-0096-4e91-8bc7-07643c4ec536","source":"hackernews","source_id":"48851318","content_type":"comment","title":null,"body_preview":"The soc 2 thing at the bottom of the page is the gayest thing I’ve ever seen","author":"growupdorks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851318"},{"id":"450fcdf3-c365-4094-8782-5e969b1aaa3f","source":"hackernews","source_id":"48847990","content_type":"comment","title":null,"body_preview":"Seems wildly expensive, furthermore not a single mention of \"ip\" on homepage? Not using rotating ip's, residential proxies?\nAKA unusable for high value data.","author":"seper8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847990"},{"id":"1f4e9c33-6347-4629-b117-c87e0bb1e5b2","source":"hackernews","source_id":"48847960","content_type":"comment","title":null,"body_preview":"Great, another thing I have to block server side. Reminds me of the image leech protections that had to be in place because bandwidth was expensive. History doesn’t repeat but rhymes as they say.","author":"archerx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.056127812445913285,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847960"},{"id":"04a571fa-faa2-44ad-9710-570b4692598d","source":"hackernews","source_id":"48847924","content_type":"comment","title":null,"body_preview":"So basically web scraping as a service with an API on top?","author":"asdev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.06525690110927507,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847924"},{"id":"5d8f2170-485a-4cb6-a1df-19e51952b2a0","source":"hackernews","source_id":"48851219","content_type":"comment","title":null,"body_preview":"Remember when the Semantic Web attempted to make the entire web machine-readable?\nhttps://en.wikipedia.org/wiki/Semantic_Web","author":"debo_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851219"},{"id":"7954ac05-1fdb-41f3-a2d9-035477ffc03d","source":"hackernews","source_id":"48848664","content_type":"comment","title":null,"body_preview":"Awesome! Been great watching this product improve so quickly, can't wait for what's next :)","author":"bwm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848664"},{"id":"2aee59cb-554f-409f-b992-d4cbda458f9b","source":"hackernews","source_id":"48848319","content_type":"comment","title":null,"body_preview":"Does this respect llms.txt and robots.txt, or have you found it more effective if agents see what humans see?","author":"sheept","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848319"},{"id":"042200fd-4599-453a-812d-facb77686a64","source":"hackernews","source_id":"48850088","content_type":"comment","title":null,"body_preview":"Hey Yahia, I recently saw your startup on the YC registry and found it to be one of the most promising of the batch, so good luck with this! Do you mind if I ask how you managed to get your first user","author":"korrectional","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","direct_question_to_user"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850088"},{"id":"d0f5f019-ca83-4c5c-af1e-20375e5465ab","source":"hackernews","source_id":"48848008","content_type":"comment","title":null,"body_preview":"Unclear what difference exists against Firecrawl - their team has been shipping great features extremely quickly lately, and their core offerings have become really good.\nI am interested in KnifeGeek ","author":"m_w_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848008"},{"id":"e4c9439d-f413-4a76-baaa-63ecf6320026","source":"hackernews","source_id":"48848174","content_type":"comment","title":null,"body_preview":"I was using Context back when it was still Brand.dev. I found it to be a great product- one of those rare APIs that immediately made a problem I had disappear. Had it in production within an hour of s","author":"modo_","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848174"},{"id":"07b2e605-d6a9-4bba-948a-56115f4dba4e","source":"hackernews","source_id":"48852310","content_type":"comment","title":null,"body_preview":"Really cool idea! I had something similar a while back. Maybe figure out a way to use MCP so the client can connect directly out of the box","author":"tomerlir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852310"},{"id":"70e2b9a7-2004-4edd-9b07-f9b77c275332","source":"hackernews","source_id":"48850758","content_type":"comment","title":null,"body_preview":"Have a look at Intercept. [0] I don't have a need for it, likely it is dated and will require some more tuning, and I want to get away from scraping. Creating typed Typescript proxy API for any websit","author":"dataviz1000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","original_commentary_around_quote","absence_of_ai_indicators"],"bot_score":0.05100031209397341,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850758"},{"id":"06f13f8e-9554-4a8d-91a5-318f4177f8c2","source":"hackernews","source_id":"48849410","content_type":"comment","title":null,"body_preview":"Are you using residential proxies? How do you handle websites that don't want to be scraped.\nEG if I start passing in Linkedin pages what is your expectation of the result that people would see per pr","author":"twosdai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","specific_question"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849410"},{"id":"a4fd837e-053a-4bb5-8c44-e6a3f79ea08d","source":"hackernews","source_id":"48848796","content_type":"comment","title":null,"body_preview":"I like the clarity, tone, and readability of your webpage. Also your FAQ is refreshing\n> When Should I talk to sales? \n> Talk to sales if you need high-volume pricing beyond 2M credits/month, custom r","author":"setgree","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848796"},{"id":"5536113a-0c14-42fe-aa36-646215f53489","source":"hackernews","source_id":"48852655","content_type":"comment","title":null,"body_preview":"Can't remember the last time I read a DI article, but I've definitely read them before and value the non-AI content[^1]. Donated.\n(Good golly, GoFundMe defaulted to a 17.5% tip. WTF?)\n> This fundraise","author":"js2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852655"},{"id":"7c70a6b1-ebaa-4346-97d4-82333e8aef84","source":"hackernews","source_id":"48849939","content_type":"comment","title":null,"body_preview":"That explains why it’s so rare for a new episode to appear.\nI’ve been reading (then listening) to DI forever. Not the full 20 years, because I remember reading through the entire back catalog when I f","author":"MBCook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849939"},{"id":"8bc3f755-a3b7-4e45-83f3-431333708972","source":"hackernews","source_id":"48849033","content_type":"comment","title":null,"body_preview":"I miss the old internet. I wish this fellow traveler well.","author":"joeguilmette","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849033"},{"id":"8e4a8a1d-9ed2-412f-9d7a-2f550aa9e0d2","source":"hackernews","source_id":"48852760","content_type":"comment","title":null,"body_preview":"I found Damn Interesting because of an orbital mechanics simulation the author coded in javascript as a one-off for an article about iirc cyclers. Crazy amount of effort for what's probably about 10 s","author":"Aachen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","personal_experience"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852760"},{"id":"511e7970-e3a9-4ea6-95b3-edf449876f48","source":"hackernews","source_id":"48850376","content_type":"comment","title":null,"body_preview":"https://www.damninteresting.com/this-place-is-not-a-place-of... - has long been one of my favorite articles on the internet. Happy to chip in to support the site.","author":"scientifik","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","expressed_support"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850376"},{"id":"f866c9c0-c862-4585-829e-919ab0d69242","source":"hackernews","source_id":"48848746","content_type":"comment","title":null,"body_preview":"Admittedly, I haven't read DI in quite a while, but seeing this post brought back a flood of memories from my college days of waiting for the next article to drop. This blog was the precursor of an en","author":"dclowd9901","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848746"},{"id":"ee7a518c-baca-4e28-b23c-eaa413103b73","source":"hackernews","source_id":"48849309","content_type":"comment","title":null,"body_preview":"Heavens to Betsy. My server alerted me that traffic was far exceeding a median Thursday. For the record, I am a fairly active user on HN, but I was not responsible for sharing this link here, directly","author":"DamnInteresting","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","strong_opinion"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849309"},{"id":"8fa7bb10-9b81-40e7-98d1-f1c4ab11e724","source":"hackernews","source_id":"48852863","content_type":"comment","title":null,"body_preview":"It's important not to overreact:\nEarly concepts of aircraft in warfare, between WWI and WWII, often said aircraft would make battle lines irrelevant. They assumed nothing could stop aircraft. It didn'","author":"mmooss","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.1644476561489438,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852863"},{"id":"cd2f930e-6415-4e50-bd66-50cf4e015d77","source":"hackernews","source_id":"48847515","content_type":"comment","title":null,"body_preview":"What’s missing - the cost of armoring and weaponizing logistics. Maybe easier to invent a new “startup” logistics than replace the old - especially when he talks about a new autonomous delivery in kil","author":"neocodesoftware","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847515"},{"id":"69bb109c-a2c2-4da7-835a-939fc4ecfacf","source":"hackernews","source_id":"48852526","content_type":"comment","title":null,"body_preview":"Nukes prevented global super powers from going to war against each other for the past 80 years. Maybe the vast democratization and spread of cheap drones will prevent all these stupid little wars that","author":"phlipski","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852526"},{"id":"616c76a8-f1d7-49ac-8314-011e31b95846","source":"hackernews","source_id":"48845744","content_type":"comment","title":null,"body_preview":"Many complain on negativism in HN comments, but how in the world can a sane person express anything positive when there's a hell-bent will in conjunction with the \"next war\"?","author":"wartywhoa23","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845744"},{"id":"a332a849-c28c-4c60-8b02-7a7e469665d2","source":"hackernews","source_id":"48851002","content_type":"comment","title":null,"body_preview":"Serious question: does Figure 1 in the article make sense to anyone? If you understand the symbols, do you look at the diagram and it's clear how logistics works?","author":"kens","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851002"},{"id":"7f3ad0b7-0edf-4d9a-a844-6d649bdad64f","source":"hackernews","source_id":"48849865","content_type":"comment","title":null,"body_preview":"Does the US have any initiatives to fix this? Like I keep hearing about reshoring manufacturing but is there actually a concerted effort? It seems like we get a major plant announcement every now and ","author":"bix6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849865"},{"id":"7f1b2bf6-8b5f-4fba-9518-ed732d841314","source":"hackernews","source_id":"48846819","content_type":"comment","title":null,"body_preview":"I was puzzled by this: \"...the Army must reinvest in up-armoring its logistical fleet. While adding armor reduces payload capacity and increases fuel consumption, violating the peacetime gospel of eff","author":"mcswell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846819"},{"id":"512e1a30-c81b-4498-870e-1beb5ce41dac","source":"hackernews","source_id":"48851897","content_type":"comment","title":null,"body_preview":"The arguments in this article seem very similar in spirit to the ones mad in \"The Sling and the Stone\" book by Thomas X. Hammes.","author":"wilkommen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851897"},{"id":"4c4b2109-adba-48b6-aa7d-eff5b2fdf30a","source":"hackernews","source_id":"48848757","content_type":"comment","title":null,"body_preview":"These systems are antifragile. Just like what was exposed by the supply chain shock during covid. You optimize like crazy to squeeze every bit of efficiency (I know it's the military, so this is relat","author":"briandw","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848757"},{"id":"8a6413f6-a43b-478c-b114-8eeffbfc9989","source":"hackernews","source_id":"48852001","content_type":"comment","title":null,"body_preview":"I just finished listening to a series of podcasts on Crusades I-IV.  It is interesting to note that logistics were as important then as they are today. Many battles were influenced by the simple thing","author":"marking-time","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852001"},{"id":"726cac94-8343-4c67-b7d1-33654d59543b","source":"hackernews","source_id":"48851359","content_type":"comment","title":null,"body_preview":"This has been true for as long as war has been a thing.  The Army logistics won’t break, it’ll adapt, because that’s what war machines do.  What’s good today isn’t good tomorrow.  It’s a nice piece bu","author":"diddid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851359"},{"id":"0c31b530-491d-424a-a858-1221d0981171","source":"hackernews","source_id":"48846666","content_type":"comment","title":null,"body_preview":">the difficulty of transporting extremely heavy 155-millimeter artillery shells and guided multiple-launch rocket system pods across contested oceans and degraded theater road networks\nI found it inte","author":"thrownawaysz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846666"},{"id":"deec552b-916c-489b-817f-55fc6c6173af","source":"hackernews","source_id":"48847504","content_type":"comment","title":null,"body_preview":"I wonder when the use of 'culminate', v. \"reach a climax or point of highest development\" for \"cease to be effective\" became the standard in military-related writing when trying to sound smart. The or","author":"yborg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847504"},{"id":"def547f4-ecee-4d6c-9b4f-80e58cbc01c9","source":"hackernews","source_id":"48845994","content_type":"comment","title":null,"body_preview":"> If history provides the theory, the ongoing war in Ukraine offers a brutal contemporary lesson: Modern armies collapse when they run out of logistics, not when they run out of weapons.\nIs this reall","author":"haunter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845994"},{"id":"32738783-4213-4922-9dca-6b559e291b21","source":"hackernews","source_id":"48852918","content_type":"comment","title":null,"body_preview":"Yep, how long does it take to replace an F-35 or one Reaper drone. In WW2 we probably could have buried Germany in the amount of tanks we could produce. We are like Germany from WW2 now, with hand sti","author":"vondur","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852918"},{"id":"936f3d2a-d44e-49e3-99da-c5826f34d001","source":"hackernews","source_id":"48850288","content_type":"comment","title":null,"body_preview":"China has missed their window of opportunity, sadly.\nFor the next big war, the US will simply not even need to air or sea to deliver weapons or supplies (see SpaceX's StarFall, of which 60x4 should fi","author":"a34729t","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise_or_speculation","platform_fluency","absence_of_ai_indicators"],"bot_score":0.13704808686409733,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850288"},{"id":"15099403-43fe-4e44-9892-8fab10e28146","source":"hackernews","source_id":"48852499","content_type":"comment","title":null,"body_preview":"WWII? Fabius did this to Hannibal more than a thousand years ago. The core of his strategy was to dunk on supplies, stall, and have the Carthaginians run out of food.\nI imagine Iran, Ukraine, and Russ","author":"0x59","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","historical_analogy","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852499"},{"id":"14b65f7e-d682-4774-9a50-e701ad104076","source":"hackernews","source_id":"48845790","content_type":"comment","title":null,"body_preview":"When Russia invaded Ukraine, nobody (even the Ukranians) imagined that 5 years later they would have their own missiles hammering Russia 2500kms in the rear. Americans need to start accepting that a) ","author":"bad_haircut72","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845790"},{"id":"99ab594a-977c-4c65-9b12-6baee868b349","source":"hackernews","source_id":"48853475","content_type":"comment","title":null,"body_preview":"I know nothing about the topic BUT I can remember John Kirby and Jake Sullivan regularly talking logistics, Poland, and other things mentioned here. I don't think I've heard those things from this adm","author":"susiecambria","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_personality"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853475"},{"id":"9923e49d-3c2f-4590-9706-f62bd355c56c","source":"hackernews","source_id":"48845678","content_type":"comment","title":null,"body_preview":"A very insightful, and correct, piece.\nI'll quote in full the following, which I think gets to the heart of the matter. If you have no push, you can't apply pressure to the point.\n> The notion that am","author":"kayo_20211030","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845678"},{"id":"f7f85d43-5a28-4d5c-a696-37ed7af5c433","source":"hackernews","source_id":"48850457","content_type":"comment","title":null,"body_preview":"Perhaps I missed it but there didn't appear to be discussion of false sharing between the N individual data slots. It might be beneficial to pad each slot to a cache line width (or at least less slots","author":"RossBencina","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850457"},{"id":"36d8bb59-80c2-41a3-8732-385192c34d6a","source":"hackernews","source_id":"48851057","content_type":"comment","title":null,"body_preview":"On the topic of lock free data structures I found this one on a SPSC very interesting too https://david.alvarezrosa.com/posts/optimizing-a-lock-free-r... taking it from 12M to 305M ops/s","author":"duttish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851057"},{"id":"8d64e39d-d5ed-4ba6-92c1-84c32e8acd4a","source":"hackernews","source_id":"48851896","content_type":"comment","title":null,"body_preview":"Here's my widely used implementation of this approach in C++: https://github.com/rigtorp/MPMCQueue","author":"rigtorp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851896"},{"id":"850b96d1-24fd-4eaa-be4a-88df2b49665a","source":"hackernews","source_id":"48849737","content_type":"comment","title":null,"body_preview":"> Disclaimer: An earlier version of this post claimed the structure is wait-free, this is incorrect. Being wait-free requires that failure or suspension of any thread can’t cause failure or suspension","author":"scottlamb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849737"},{"id":"8282a4a2-b23e-498f-b29a-9ef9b90f42e2","source":"hackernews","source_id":"48849902","content_type":"comment","title":null,"body_preview":"> So why Lisp (or when)\n> [...] among its extensibility, its interactive environment, the REPL, and a lot of other features we haven’t touched yet. It is the combination of all of them that makes Lisp","author":"klibertp","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","personal_experience","natural_digressions","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849902"},{"id":"9e0e2db6-8cff-4e63-a71e-ae65310c49a8","source":"hackernews","source_id":"48849476","content_type":"comment","title":null,"body_preview":"I've been wondering - Is lisp (common lisp, clojure, scheme) easier for iterative work with LLMs?","author":"malkia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849476"},{"id":"855462a3-edb1-40b4-8871-30475e754350","source":"hackernews","source_id":"48848533","content_type":"comment","title":null,"body_preview":"I thought this was going to be https://web.archive.org/web/20120106121645/http://wiki.alu.o.... Brings back memories of following comp.lang.lisp, not least as a sort of soap opera. Lots of characters ","author":"BellsOnSunday","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848533"},{"id":"08b73086-2dd0-464b-aaff-6a27d668cbd3","source":"hackernews","source_id":"48847675","content_type":"comment","title":null,"body_preview":"I must admit - I still don't understand macros. I get that they're code that's generated at compile time. But I don't understand how that's different than a function which evaluates other functions. I","author":"sroerick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847675"},{"id":"90e2d48f-6302-4354-9ee4-6011b9b2e285","source":"hackernews","source_id":"48848239","content_type":"comment","title":null,"body_preview":"There are some truly powerful and unique things about Lisps, but I wish articles like this would stop including REPLs and hot-reloading. The former have been table stakes for interpreted languages (an","author":"zbentley","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848239"},{"id":"6e5d0fd6-10a6-432a-bdf7-380206bd2c39","source":"hackernews","source_id":"48850010","content_type":"comment","title":null,"body_preview":"There are many articles extolling the virtues of Lisp. I would like to see some articles that have a level-headed criticisms or critique of Lisp, it's ideas and it's place in the ecosystem of language","author":"abetusk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850010"},{"id":"373d86ec-a73c-459e-ad40-55a09ab22717","source":"hackernews","source_id":"48847531","content_type":"comment","title":null,"body_preview":"The website seems to have a bug with syntax highlighting. Pieces of code included in the post text are black, you can still see the actual text if you select it with your mouse. Same bug on Chrome des","author":"AlexeyBrin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847531"},{"id":"5c6987ec-b7f3-413a-a7e8-ccaa5837c7cf","source":"hackernews","source_id":"48849015","content_type":"comment","title":null,"body_preview":"Programming is in tension between the Light Side and the Dark Side.\nThe Light Side is about preventing the programmer from making mistakes: Get rid of go-tos! Add static types! Do not allow a bug to b","author":"GMoromisato","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849015"},{"id":"ac486cd4-2988-4432-9b37-ac1051392e8f","source":"hackernews","source_id":"48853295","content_type":"comment","title":null,"body_preview":"Related from 13h ago:\n\"My thoughts on the Bun Rust rewrite\" by Zig's author Andrew Kelley\nhttps://news.ycombinator.com/item?id=48843352","author":"bel8","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1163831237300084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853295"},{"id":"807497a8-c3ca-4539-8743-22138b59323c","source":"hackernews","source_id":"48853248","content_type":"comment","title":null,"body_preview":"> I don’t like the Rust culture. There’s no better way to put it.\nThis is just so weird to me, because I would say the same about Zig.\nI tried to get into Zig even chatted with Loris Cro when he was s","author":"skhameneh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853248"},{"id":"5e29bec8-0c8a-4166-97d2-16e0bd23a500","source":"hackernews","source_id":"48853247","content_type":"comment","title":null,"body_preview":"This is amazingly coherent and explanatory article!\nthe writer really went into depth about the problem and...surprise...the answer is almost embarrassingly simple.\nEveryone in the country needs to re","author":"chillingeffect","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853247"},{"id":"de75fe4d-5358-4a0d-8a63-1735062d8966","source":"hackernews","source_id":"48853528","content_type":"comment","title":null,"body_preview":"> The most efficient way to fund ambulance services would simply be to pay for the option the way that options are normally paid for: with a premium, collected from everyone the service stands ready t","author":"Avicebron","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853528"},{"id":"54dd61ad-449d-4322-9e7c-d16289202367","source":"hackernews","source_id":"48850819","content_type":"comment","title":null,"body_preview":"Benchmarks look really promising. Suspiciously good, even. I guess we’ll see soon enough.\nMy question to previewers: how are the guardrails for random joe that wasn’t personally blessed by the ai pope","author":"revolvingthrow","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850819"},{"id":"b12688fa-6279-4aab-8b30-837a2bea41e2","source":"hackernews","source_id":"48849562","content_type":"comment","title":null,"body_preview":"Wow the video is much better.. the PR spend clearly went up a lot. Mainly just showing \"real people\" doing \"real stuff\".","author":"twothreeone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849562"},{"id":"3bd65153-da46-4e33-808e-afb93e07219b","source":"hackernews","source_id":"48850666","content_type":"comment","title":null,"body_preview":"I flip back and forth between whoever currently has the more powerful frontier model that isn't cost prohibitive - subscriptions only, API pricing a non-starter. Today that's Fable 5 which has been ex","author":"goodmattg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850666"},{"id":"07b9da57-4444-4df7-97b0-ab604890e11c","source":"hackernews","source_id":"48852444","content_type":"comment","title":null,"body_preview":"Things I have been struggling with Fable over and GPT 5.5, were just solved handily by SOL in a real \"thank you, next problem\" kind of way. Overall, something that just works is way less wasteful for ","author":"prodmod","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852444"},{"id":"b7a605cd-090e-4171-96ab-daaf4c8d732b","source":"hackernews","source_id":"48851752","content_type":"comment","title":null,"body_preview":"Unfortunately, I'm finding that in long-form agentic use, when I'm trying to use Sol, I keep tripping guardrails – moreso than even Fable, somehow.\nI don't know exactly what part of my codebase is tri","author":"tekacs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851752"},{"id":"13e51b64-9739-4d19-8085-9f384536be5f","source":"hackernews","source_id":"48849187","content_type":"comment","title":null,"body_preview":"5.6 Terra (mid tier model) as good as Fable on DeepSWE while cheaper than Opus API pricing. Seems like a homerun.","author":"cbg0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1553560655328985,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849187"},{"id":"7122f022-36cd-40f1-9414-914753778669","source":"hackernews","source_id":"48850084","content_type":"comment","title":null,"body_preview":">> approximately 700,000 A100e GPU hours of black-box automated red teaming\nAmusing that they use A100e as the reference point to sound impressive. Different ways you could make that conversion, but b","author":"mNovak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850084"},{"id":"5e9cafc1-e983-421e-897c-d04fba21e202","source":"hackernews","source_id":"48849220","content_type":"comment","title":null,"body_preview":"\"GPT‑5.6 delivers a step change in design judgment. With only high-level direction, GPT‑5.6 creates tasteful, ergonomic, and functional interfaces. Its stronger computer-use capabilities let it inspec","author":"arizen","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849220"},{"id":"260623ac-6801-45ce-bf19-65c0fdc34364","source":"hackernews","source_id":"48853334","content_type":"comment","title":null,"body_preview":"I use both Claude and Codex, but mostly Claude for planning and coding, and Codex to review Claude’s work.\nI follow a sort of waterfall workflow which is verbose but fully transparent.\nAnthropic’s $10","author":"clutter55561","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853334"},{"id":"f476c5fb-1fa5-4890-b2ff-b088d026e08b","source":"hackernews","source_id":"48850830","content_type":"comment","title":null,"body_preview":"Here are 18 pelicans - six each for Luna, Terra and Sol at the six different reasoning effort levels (plus the price to generate each one): https://static.simonwillison.net/static/2026/gpt-5.6-pelican","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850830"},{"id":"8976cad8-4440-45b9-9350-1f415d83c52c","source":"hackernews","source_id":"48849712","content_type":"comment","title":null,"body_preview":"\"We've extended usage of Claude Fable\" message incoming any day now.","author":"aliasxneo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849712"},{"id":"b387144d-5677-465f-a283-f801d8ba48b3","source":"hackernews","source_id":"48851924","content_type":"comment","title":null,"body_preview":"Anyone else noticed the \"Extended: Fable 5 is included in your weekly limit\nthrough July 12 blablabla\" disappeared from claude code? Did they panic-delete the july 12th deadline ?","author":"gorgmah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851924"},{"id":"120a64d6-60e8-4f32-9513-13f0d58efbc1","source":"hackernews","source_id":"48849285","content_type":"comment","title":null,"body_preview":"The frontier graph on all these benchmark are extremely in favor of 5.6 Sol over Fable, more than the best model comparisons in previous iterations.\nI'd like to know how cherry-picked this is, and wha","author":"mchinen","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849285"},{"id":"59ae6f51-5685-4381-98fd-f0d9e4646e8d","source":"hackernews","source_id":"48849598","content_type":"comment","title":null,"body_preview":"I really wish there was just an easy guide on when to use Sol vs Terra vs Luna, and it just moves further into confusing territory when it comes to naming.\nThe naming convention is especially difficul","author":"Jcampuzano2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849598"},{"id":"8e652638-bfa2-4df5-b670-8d5e3f3fb954","source":"hackernews","source_id":"48851321","content_type":"comment","title":null,"body_preview":"I love testing the new models by asking them to code a toy RTS game. Here's what Terra did: https://senko.net/vibecode-bench/2026/rts-gpt-5.6-terra.html (one try, in codex app, xhigh effort)\nComparing","author":"senko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851321"},{"id":"f761c72c-3644-40e5-a4fa-59b3d0aba802","source":"hackernews","source_id":"48852656","content_type":"comment","title":null,"body_preview":"We Openly hate OpenAI because they’re not very Open but we secretly hope they win against not-open-at-all Anthropic.","author":"beaker52","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852656"},{"id":"e89b6507-2512-4328-a222-16b8a95aff8c","source":"hackernews","source_id":"48849223","content_type":"comment","title":null,"body_preview":"Funny to see that they did not include Fable 5 in their GeneBench and LifeSciBench comparisons because \"it does not answer advanced biology questions and refuses the majority of questions in this eval","author":"eig","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849223"},{"id":"3225119b-f3e3-431f-b304-9a8ce0165ec1","source":"hackernews","source_id":"48849126","content_type":"comment","title":null,"body_preview":"Ok long time Claude Code user here; lately I've started to realize there's other great models out there I should be trying, but I'm hesitant to leave Claude Code behind for something new.\nWhat's the c","author":"Syntaf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_emotion","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849126"},{"id":"a474de15-95c9-41fb-acde-8c78cec95415","source":"hackernews","source_id":"48849608","content_type":"comment","title":null,"body_preview":"GPT-5.6 Sol sets a new SOTA on ARC-AGI-3: 7.8%\nSol is the first verified frontier model to ever beat an ARC-AGI-3 game\nhttps://arcprize.org/results/openai-gpt-5-6","author":"meetpateltech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_data_point","absence_of_ai_indicators"],"bot_score":0.19891115733529172,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849608"},{"id":"f54ab720-46f2-4b57-9670-475e2496ca19","source":"hackernews","source_id":"48849198","content_type":"comment","title":null,"body_preview":"The developer's guide (https://developers.openai.com/api/docs/guides/latest-model) has some interesting semantic tips for using the model:\n> Intent understanding: GPT-5.6 can better infer the user’s u","author":"minimaxir","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849198"},{"id":"df01774b-bf0e-4cc0-a239-67ee7258751c","source":"hackernews","source_id":"48852917","content_type":"comment","title":null,"body_preview":">And oh my goodness, it’s so pretty.\nAm I the only one that thinks the word \"pretty\" is overused to describe the visual quality and artistry of games? I see this word thrown around often and it feels ","author":"hyperific","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852917"},{"id":"0e13bf7e-df51-43da-91df-32abf386df9f","source":"hackernews","source_id":"48851566","content_type":"comment","title":null,"body_preview":"It’s beautiful. I wonder how much an LLM was involved if at all.","author":"dyauspitr","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced"],"bot_score":0.15579710144927536,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851566"},{"id":"b129cdc2-6ce0-444d-8495-a86a23034db2","source":"hackernews","source_id":"48852045","content_type":"comment","title":null,"body_preview":"\"Played properly, Running Train asks you to carefully control your speed, braking, and prompt, safe arrival at train stations, and rewards or penalizes you accordingly\"\nSo it's basically a clone of 'D","author":"kotberg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852045"},{"id":"780d3889-7bf2-41ae-b8c6-9b063972f3a9","source":"hackernews","source_id":"48851956","content_type":"comment","title":null,"body_preview":"I never got the appeal for these sim games. From the screenshots, it looks like a beautiful game and I guess I could enjoy the visuals for an hour or 2.\nBut I don't see how it'd entertain me for hours","author":"Insanity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851956"},{"id":"b0d89f85-adb5-402e-a33a-0774f0f9053c","source":"hackernews","source_id":"48851930","content_type":"comment","title":null,"body_preview":"I wonder if it's got VR. There's not many train Sims that do even though the sim community in general has really embraced VR.","author":"wolvoleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.12065421813017947,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851930"},{"id":"d55c99d4-acf7-4c5a-ba94-9aa0f6722307","source":"hackernews","source_id":"48852446","content_type":"comment","title":null,"body_preview":"This is a 1 person job?! It looks practically photorealistic. That's absolutely wild.","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852446"},{"id":"5f5f7923-7342-470d-92f3-a098ce7fbd4c","source":"hackernews","source_id":"48851917","content_type":"comment","title":null,"body_preview":"The game in question is https://store.steampowered.com/app/4630570/RUNNING_TRAIN/","author":"derdi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851917"},{"id":"314d10a9-e279-4577-a0f1-c27ab04ae285","source":"hackernews","source_id":"48851706","content_type":"comment","title":null,"body_preview":">  including support for the Zuiki MASCON, a bespoke peripheral for train driving sims.\nThis just makes me feel so glad to be alive today!","author":"dash2","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851706"},{"id":"b21e9ee3-b61d-4f48-860d-951d880b5324","source":"hackernews","source_id":"48853052","content_type":"comment","title":null,"body_preview":"I always wonder how a solo developer can source high quality assets like these, plus develop a full game with them. In this case did the dev create the assets or did they purchase them from a freelanc","author":"f3408fh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853052"},{"id":"a6cfa0e4-81e9-4d5b-baac-0874dfe3aa24","source":"hackernews","source_id":"48852188","content_type":"comment","title":null,"body_preview":"X written in Rust seems like the new Hello World for LLM coding agents now.","author":"hkchad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852188"},{"id":"0ed9d4d9-ef07-4996-a4d4-07d5ad42f7c5","source":"hackernews","source_id":"48844130","content_type":"comment","title":null,"body_preview":"Quite a lot of projects are trying this \"rewrite to a new language using LLM\", both internally, or externally (like is here). For me, they confirm some (slightly controversial) takes.\n1. human code re","author":"lukasco","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844130"},{"id":"f480bff8-b1b7-4047-a3b9-673ce42caf79","source":"hackernews","source_id":"48842891","content_type":"comment","title":null,"body_preview":"Neat as a pet project, but anyone thinking of using this is production is insane.\nRewriten in Rust is becoming a meme now.","author":"grugdev42","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842891"},{"id":"7342c355-b090-4420-921f-8f099a1854d3","source":"hackernews","source_id":"48853214","content_type":"comment","title":null,"body_preview":"Super impressive! Remember talking with Michael about his experience with Citus at Heap and reading his blog posts on Postgres\nSuper cool to see him working on this now, almost 10 years later","author":"0xferruccio","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.20675031263709964,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853214"},{"id":"ae41138b-560b-4d44-becd-0baa03cf424f","source":"hackernews","source_id":"48842352","content_type":"comment","title":null,"body_preview":"Why should a developer use this for anything beyond a pet project? Just because it is written in Rust?\nAll these \"rewritten in rust\" projects only reinforce the idea that a significant part of the rus","author":"ottavio","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842352"},{"id":"e973f24a-8d6c-4b85-b8bc-5bfa5318ba2a","source":"hackernews","source_id":"48844817","content_type":"comment","title":null,"body_preview":"I suspect the future of open source will be to never publish your tests. Or someone will just pump them into an LLM like this.","author":"vips7L","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844817"},{"id":"ae3ea0cc-016e-4be5-9e44-d6ce860b0d59","source":"hackernews","source_id":"48842925","content_type":"comment","title":null,"body_preview":"Rust and its ecosystem needs to become more original. There are so many new problems that needs software solutions. Existing solutions that already work don't have to be rewritten in Rust.","author":"melodyogonna","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842925"},{"id":"5a4106d3-6177-4fab-be5a-7e6843a62137","source":"hackernews","source_id":"48842425","content_type":"comment","title":null,"body_preview":"I am not trolling, but I have a simple question: Why? Why do I use this instead of the official build? What is the business case?","author":"pknerd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842425"},{"id":"b552fd87-46f1-4a41-8b79-9b88b8ce1b37","source":"hackernews","source_id":"48842456","content_type":"comment","title":null,"body_preview":"Why so much negativity? I find these projects interesting for learning purposes and exploring new ways. What’s wrong with that?","author":"josefrichter","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842456"},{"id":"6456d2a0-ae45-481b-88aa-33e2a03c1460","source":"hackernews","source_id":"48852512","content_type":"comment","title":null,"body_preview":"Don’t understand these rewrites.\n- typically they are behind a single person. That’s usually bad because of spf\n- typically they are achieved in a very short amount of time, so the author hasn’t acqui","author":"sdevonoes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852512"},{"id":"373a5154-d9cd-4ae7-9744-c0de58214af5","source":"hackernews","source_id":"48843216","content_type":"comment","title":null,"body_preview":"Regression tests start to play a different role with LLMs.\nOn one hand, they give an LLM a short feedback loop to correct itself, and iterate fast when writing code. A human also uses it as a feedback","author":"gnull","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843216"},{"id":"149610b5-a442-4097-abc5-09efe0f773c8","source":"hackernews","source_id":"48842167","content_type":"comment","title":null,"body_preview":"I start to see a lot of these re-writes that depend on tests to state that its working. But the things that make software like Postgres and SQLite reliable are not mostly the test, but the real world ","author":"gingersnap","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842167"},{"id":"f859e33a-a297-4f09-a7d3-1ce8cab744b0","source":"hackernews","source_id":"48842162","content_type":"comment","title":null,"body_preview":"I feel like we need to heavily differentiate between a rewrite and an AI rewrite.","author":"juliangmp","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842162"},{"id":"c8a3398d-6ffb-4726-98bc-69ca16964d6f","source":"hackernews","source_id":"48843529","content_type":"comment","title":null,"body_preview":"2664 \"unsafe {\", 1835 \"unsafe fn\". This is completely unsafe. It doesn't look like a rewrite that understands what's actually going on or how the architecture should be redesigned to take advantage of","author":"cyber1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3063560994867745,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843529"},{"id":"bb67ec21-4e80-40e9-a409-e4b040e8852d","source":"hackernews","source_id":"48853009","content_type":"comment","title":null,"body_preview":"I love llm coding. I don't know what I am looking at here\nhttps://github.com/malisper/pgrust/blob/main/Cargo.lock\nWhat is happening.\nNo PRs? No Make files? I understand running tests and debugging is ","author":"diziet","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853009"},{"id":"f488cbd0-c739-41fe-90a8-6ae31ec3e364","source":"hackernews","source_id":"48844008","content_type":"comment","title":null,"body_preview":"I think the best way to test this would be to put PgBouncer or a similar proxy in front of a busy production database, and mirror queries to both traditional Postgres and the Rust one at the same time","author":"Chyzwar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844008"},{"id":"7ba5188d-16df-40c3-83a0-9a199dd55bd9","source":"hackernews","source_id":"48853147","content_type":"comment","title":null,"body_preview":"I don’t trust AI rewrites, definitely not in 2026 — possibly never.","author":"SirHackalot","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853147"},{"id":"9e503eb9-a798-4448-9e27-e7033c7752c7","source":"hackernews","source_id":"48843800","content_type":"comment","title":null,"body_preview":"This is impressive - but is a license change, from the PostgresQL license [0] to AGPL [1].\nI like the AGPL and think it's the best truly free open source license, but I worry if this is compatible. Ie","author":"vintagedave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843800"},{"id":"31dbc430-98e4-407f-b050-049104584653","source":"hackernews","source_id":"48842635","content_type":"comment","title":null,"body_preview":"How would one go about reviewing a piece of code like this?\nOne of the things I'd typically do is peek at the commit history. Seeing what people worked on and how they did it tends to say a lot about ","author":"dirkc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842635"},{"id":"03dffb87-321c-4bb3-8d3d-2041d51d7d4e","source":"hackernews","source_id":"48843148","content_type":"comment","title":null,"body_preview":"Hey author here. Wasn't expecting to see this up.\nTo concisely give an overview of the project, I've been experimenting with using LLMs to build a better version of Postgres. Postgres is 30 years old ","author":"malisper","classification":"human_created","confidence":0.95,"indicators":["author_self_identification","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48843148"},{"id":"af56a81d-77a4-40cc-a1ca-5d54694bee77","source":"hackernews","source_id":"48845189","content_type":"comment","title":null,"body_preview":"There are at least two options to verify age without humiliating procedure of taking a selfie with a passport like a porn actor.\nFirst, there are USB tokens that can hold a private key and sign messag","author":"codedokode","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","suspiciously_balanced","template_phrases"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845189"},{"id":"c9bbffe8-1a2f-4652-9b52-ddd69d46bc77","source":"hackernews","source_id":"48845130","content_type":"comment","title":null,"body_preview":"If the EU just were to redirect the resources they're currently allocating to regulations like AI and Chat Control rather towards developing a genuinely competitive OpenAI or Anthropic alternative …","author":"thomas_witt","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845130"},{"id":"80b80fc7-cba3-4dda-82bc-7b4dccc66466","source":"hackernews","source_id":"48844235","content_type":"comment","title":null,"body_preview":"The defence against this is widespread truly peer to peer messaging services, where there is no company at the middle to tell you add backdoors.\nWho is working on that?     I suspect the main challeng","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15721113333991588,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844235"},{"id":"e2042278-ccc1-4f2e-8926-d446b66e2a55","source":"hackernews","source_id":"48853253","content_type":"comment","title":null,"body_preview":"EU's strong digital privacy branding is becoming satire","author":"zuzululu","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.08631406067035222,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853253"},{"id":"3687d777-95dd-4f30-b085-1bf6189d8565","source":"hackernews","source_id":"48844695","content_type":"comment","title":null,"body_preview":"From Google: \"The law seeks to require digital platforms and messaging services (like WhatsApp and Gmail) to automatically scan users' private messages, emails, and photos to detect and report illegal","author":"wiradikusuma","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844695"},{"id":"77e26e35-25bb-4bc9-b01a-a332df2045ed","source":"hackernews","source_id":"48850241","content_type":"comment","title":null,"body_preview":"If you so much as mention that this bill was passed to censor criticism of Israel, you will yourself be censored.  Our politicians don't actually represent us.","author":"sndgndgndgndy","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850241"},{"id":"14f6421c-bd61-49f0-85d4-4e8472756f64","source":"hackernews","source_id":"48845633","content_type":"comment","title":null,"body_preview":"> Although a majority of voting Members of the European Parliament (MEPs) actually opposed the regulation (314 against, 276 in favor, 17 abstentions), the motion to reject it failed to secure the requ","author":"bramhaag","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845633"},{"id":"b19727ee-0f19-4461-898e-21d9a3cb5a4a","source":"hackernews","source_id":"48845815","content_type":"comment","title":null,"body_preview":"One thing that should be noted is that, since the Parliament has been able to approve an amendment by absolute majority (which explicitly excludes E2E chats), the procedure is not over and the law is ","author":"CrisMystik","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","over_qualification","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845815"},{"id":"970d4846-36b2-4527-b0e8-6fe081b27e45","source":"hackernews","source_id":"48846027","content_type":"comment","title":null,"body_preview":"Every day I grow less enamoured with the EU project. More and more, the laws and regulations imposed upon citizens are hostile.","author":"Gareth321","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_hallmarks"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846027"},{"id":"a6b131a4-5aa9-4796-80b1-4597118c2bcc","source":"hackernews","source_id":"48844177","content_type":"comment","title":null,"body_preview":"This article seems to make good points about how useless and invasive Chat Control 1.0 is, but then posits Chat Control 2.0 as the answer. Is the latter not also terrible for privacy, demanding backdo","author":"largbae","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","direct_questioning"],"bot_score":0.1413699116703906,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844177"},{"id":"a916180d-c0fb-471b-b352-c01198e4b8a2","source":"hackernews","source_id":"48853439","content_type":"comment","title":null,"body_preview":"To me as a European, this is not only about the dystopia that is becoming the tech survailance of society but it is a perfect example of what I feel the EU is. It is a disgusting dysfunctional institu","author":"monssooon","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853439"},{"id":"0d6abc99-8786-4add-bdd5-8a8523436e21","source":"hackernews","source_id":"48844373","content_type":"comment","title":null,"body_preview":"(Based on https://www.euronews.com/my-europe/2026/07/07/eu-to-extend-t... and https://www.euractiv.com/news/how-the-epp-pushed-the-chat-sc... as well as the stuff in the link).\nHere's a quote from the","author":"ben_w","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","steelman_arguments","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844373"},{"id":"7cf3d339-02fa-4871-a642-5543041eae8d","source":"hackernews","source_id":"48847270","content_type":"comment","title":null,"body_preview":"This, and other similar legislation, serve as a constant reminder of why the American founding fathers had to revolt against tyranny, and why constitution amendments like the 1st and 4th exist. The 4t","author":"tasn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","historical_context_specific"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847270"},{"id":"88adc074-5e06-46c0-b179-f224ead6cb62","source":"hackernews","source_id":"48844090","content_type":"comment","title":null,"body_preview":"I don't want to hear about the EU's \"strong digital privacy\" laws and protections ever again.","author":"petcat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10623955743443188,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844090"},{"id":"b317ea1f-483f-4185-b9c4-eaaf4e9445a7","source":"hackernews","source_id":"48848315","content_type":"comment","title":null,"body_preview":"Instead of solving real problems, the EU Parliament supports the globalists' agenda for privacy and human rights violations — our fundamental rights","author":"aw124","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848315"},{"id":"4df0e06c-dc0c-4577-ab20-314fc0da1017","source":"hackernews","source_id":"48844102","content_type":"comment","title":null,"body_preview":"Roberta Metsola's actions this week jeopardise the legitimacy of the EU project as a whole.\nIt's clear that member countries use the EU as a blame-laundering mechanism to pass domestically unpopular l","author":"budududuroiu","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844102"},{"id":"ad5fc9b5-4080-4719-9b3a-d3561b048d1d","source":"hackernews","source_id":"48845671","content_type":"comment","title":null,"body_preview":"Stupid parliamentary trick: Hold the vote on the day before the summer break - ensuring that many people have already returned to their home countries. Then use a sort of \"reverse\" parliamentary trick","author":"bradley13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845671"},{"id":"a04985ef-acf0-42f4-b660-d01a87688616","source":"hackernews","source_id":"48844238","content_type":"comment","title":null,"body_preview":"FTA:\nWhat changes with the return of Chat Control 1.0—and what stays the same:\n*What is coming back:*\n US tech companies are once again allowed to scan private messages without a warrant or prior susp","author":"mrtksn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844238"},{"id":"ad975158-7e6c-4a61-aa20-bd8fac19bc9e","source":"hackernews","source_id":"48844437","content_type":"comment","title":null,"body_preview":"This is a nice piece of democracy right here:\n\"a measure it had rejected twice in March. Although a majority of voting Members of the European Parliament (MEPs) actually opposed the regulation (314 ag","author":"teekert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48844437"},{"id":"11016469-e277-426b-8630-5da78a582990","source":"hackernews","source_id":"48847072","content_type":"comment","title":null,"body_preview":"Notice they only said leap second.\nMeanwhile....\nInternational timekeepers to vote on changing the leap second to a leap hour\nhttps://www.scientificamerican.com/article/international-tim... (https://a","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847072"},{"id":"f0b7dc74-ab11-4e55-aa0a-5ed71815efd8","source":"hackernews","source_id":"48848373","content_type":"comment","title":null,"body_preview":"Cool, I don't have to set my clocks back this December.","author":"clircle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848373"},{"id":"86c561b3-f0a3-4e48-9730-c0835fa17d4e","source":"hackernews","source_id":"48848832","content_type":"comment","title":null,"body_preview":"World will end at 26 December so no leap second needed","author":"Surac","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848832"},{"id":"98810fb1-cbc6-4495-a072-5f0404c9cd79","source":"hackernews","source_id":"48848759","content_type":"comment","title":null,"body_preview":"This announcement is very much a nothing burger; it’s already been more or less decided that adding leap seconds just isn’t going to be a thing anymore (in our lifetime). Here’s on article from 2022: ","author":"ComputerGuru","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848759"},{"id":"a5b1936d-4527-4d71-b5bf-30adf9b0ceb0","source":"hackernews","source_id":"48846615","content_type":"comment","title":null,"body_preview":"Does this mean the negative leap second isn't happening anymore?","author":"Wingy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846615"},{"id":"9f2a1ced-e3f2-4cfe-b202-94b3d3271e64","source":"hackernews","source_id":"48847210","content_type":"comment","title":null,"body_preview":"As one HN comment said years ago: I feel leap seconds have always lived in the wrong abstraction layer.\nThey should live in the same abstraction layer that does leap days and daylight savings: the tim","author":"returningfory2","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847210"},{"id":"60474ff5-00fa-47d1-9568-de742830d748","source":"hackernews","source_id":"48846724","content_type":"comment","title":null,"body_preview":"I enjoy how Chrome asks me if I want to auto translate from German to English. Where did it get German from? It's French!","author":"voidUpdate","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.14241997772909068,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846724"},{"id":"22c6e038-4182-477d-b587-caaf1a783738","source":"hackernews","source_id":"48848326","content_type":"comment","title":null,"body_preview":"My longevity will extend one second into the future in nominal terms, increasing the chance to reach the 22nd century a tiny bit.","author":"da-x","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.12150690110927506,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848326"},{"id":"87c7a9d6-0f76-4891-b20c-b9c12e593927","source":"hackernews","source_id":"48847027","content_type":"comment","title":null,"body_preview":"What happens to systems such as Spanner under these circumstances?\nIs it a headache or a non-issue","author":"srean","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847027"},{"id":"333bf0e0-2a47-48d6-89fb-69ccb32e7dc7","source":"hackernews","source_id":"48847239","content_type":"comment","title":null,"body_preview":"They should have a global holiday to celebrate the people who maintain time/date related code in OS kernels that keeps the world from imploding.","author":"t1234s","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17708333333333331,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847239"},{"id":"47341b14-3633-4faa-9da6-89270d84820f","source":"hackernews","source_id":"48847274","content_type":"comment","title":null,"body_preview":"> The difference between Coordinated Universal Time UTC and the International Atomic Time TAI is :\n>\n>     from 2017 January 1, 0h UTC, until further notice : UTC-TAI = -37s\nThis means the atomic cloc","author":"exegete","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847274"},{"id":"4ac48a5a-8a82-4535-a962-85f7d964960d","source":"hackernews","source_id":"48847149","content_type":"comment","title":null,"body_preview":"Hear me out. We can just mount jet engines along the equator and rotate them 180 to gain or lose time. And then connect them to my snooze button.","author":"delichon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12055022885002067,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847149"},{"id":"52445421-eacb-47b8-b088-67556d3dfb5c","source":"hackernews","source_id":"48848163","content_type":"comment","title":null,"body_preview":"If the UTC-TAI offset remains at -37s, then it also means the UTC-GPS offset remains at -18s.  TAI and GPS have a constant 19s offset from each system.","author":"KboPAacDA3","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848163"},{"id":"37ec0236-6a9a-492b-a507-d2a06b0310e4","source":"hackernews","source_id":"48846771","content_type":"comment","title":null,"body_preview":"\"To authorities responsible for the measurement and distribution of time\" is just the best preamble ever.","author":"bombcar","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846771"},{"id":"65c7cb84-54b3-40a4-9abd-ce8426b3a6fc","source":"hackernews","source_id":"48850334","content_type":"comment","title":null,"body_preview":"ELI5: How does this impact UNIX timestamps? Particularly for things that are in maintenance mode or otherwise minimally maintained.\nNothing I do requires this level of precision, but certainly there a","author":"AbstractH24","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850334"},{"id":"d849d80e-6c8a-4a47-adfc-2eeee5f665b0","source":"hackernews","source_id":"48847282","content_type":"comment","title":null,"body_preview":"What causes the unpredictability in this? I would have guessed we have earth's rotation and orbit down to many decimals. Does geological activity, weather, or something else cause rotation speed diffe","author":"doctoboggan","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847282"},{"id":"bc7da6dc-1605-4cb4-a551-2624e0a42b66","source":"hackernews","source_id":"48850318","content_type":"comment","title":null,"body_preview":"I would never use any product that can't explain on its own front page what it is and why I should use it.","author":"assimpleaspossi","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850318"},{"id":"3f0546ee-86b1-4893-bb51-626eba300afd","source":"hackernews","source_id":"48850505","content_type":"comment","title":null,"body_preview":"Got really excited for a minute that the long-standing [Hy](https://hylang.org) project had had a release, but it's just some confusingly-named LLM. Shame.","author":"Roguelazer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850505"},{"id":"66be018b-2a76-4184-8acb-63a0b6758d0d","source":"hackernews","source_id":"48851247","content_type":"comment","title":null,"body_preview":"I'm sorry but what on earth is going on with that bar chart, the bars are not consistent. E.g., in the frontierscience-olympiad chart Hy3 preview scores the same as DeepSeek (70.0) but Hy3 preview's b","author":"jszymborski","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851247"},{"id":"9d97228f-7603-48f3-9c72-3a8848adad23","source":"hackernews","source_id":"48850350","content_type":"comment","title":null,"body_preview":"Congrats, the trial chat is QR locked. The AI companies are spoiled and get crazier every day (not only this one, US companies as well).","author":"3012756","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850350"},{"id":"71f37721-f04b-404c-84b6-86615ebc6526","source":"hackernews","source_id":"48848213","content_type":"comment","title":null,"body_preview":"It's a very good model for this size and price. I tried it with a couple of small tasks - just an year ago this would be the level of the leading models.","author":"handzhiev","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases","human_indicator_present"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848213"},{"id":"73a865b0-55d6-4911-a1a5-7231f71f1e8e","source":"hackernews","source_id":"48848386","content_type":"comment","title":null,"body_preview":"Quite interesting to see them and Meta and others release before OpenAI supposedly is to release GPT 5.6 today, would it be better to release it before or after? Calm before the storm type of thing?","author":"throwaway2027","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1522970695605608,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848386"},{"id":"67001c8e-439a-4c6d-99c6-a8d1c9317b6b","source":"hackernews","source_id":"48848346","content_type":"comment","title":null,"body_preview":"Been using this and GLM 5.2 back and forth. I like the speed of Hy3. Also seems very happy to follow instructions. Still haven’t found any open models that follow instructions as good as Mimo v2 pro t","author":"james2doyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848346"},{"id":"bb0f5fcf-0526-4d63-9a79-2d783b46137a","source":"hackernews","source_id":"48849949","content_type":"comment","title":null,"body_preview":"This site can’t be reached\nhttps://hy.tencent.com/research/hy3 is unreachable.","author":"toephu2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849949"},{"id":"a0268c85-15fc-4da9-992c-9be07c3c4bb8","source":"hackernews","source_id":"48849351","content_type":"comment","title":null,"body_preview":"What we really need is a breakthrough in inference or LLM architecture to allow running GLM-5.2-level models at the size of Qwen 3.6 27b or smaller on consumer devices like a 48GB Macbook Pro, and at ","author":"docheinestages","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.1099535981586949,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849351"},{"id":"9cb98aa7-d695-47b8-bca1-61a145747714","source":"hackernews","source_id":"48850223","content_type":"comment","title":null,"body_preview":"I was expecting a new release of the Hy language (https://hylang.org).","author":"antfarm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850223"},{"id":"671270a4-d6fc-4618-9d7e-aea5d6e227bf","source":"hackernews","source_id":"48848979","content_type":"comment","title":null,"body_preview":"I feel like I'm taking crazy pills with hy3, it's either benchmaxxed to hell and back or skill issue on my part but I'd rather use dense gemma. I don't think there's a single model that's wasted more ","author":"thot_experiment","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","opinion_and_stance"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848979"},{"id":"22544f96-0199-4c31-9814-2404bfb615bf","source":"hackernews","source_id":"48848149","content_type":"comment","title":null,"body_preview":"I tried out the model it's pretty great, better than ~~gpt5.4~~ gpt-5.4-mini perhaps, atleast close enough to sonnet 5 in performance that I didn't notice much of a gap.\nNot really at gpt 5.5 tier tho","author":"minraws","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848149"},{"id":"0b9d3d69-e4c7-4e54-9310-7b2374c5d5b6","source":"hackernews","source_id":"48848190","content_type":"comment","title":null,"body_preview":"This model is shockingly small for how capable it is. its a little bit bigger than deepseekV4 flash but around as capable if not more on some benchmarks than V4 pro, i wouldnt be surprised if this bec","author":"nshotton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848190"},{"id":"29fa21a4-69a7-4dc3-a5d1-8ff56275f1a0","source":"hackernews","source_id":"48848284","content_type":"comment","title":null,"body_preview":"Curious how people feel about this compared to DS4 Flash, given they are pretty close in size. Also curious how well it holds up to heavy quantization.\nDS4 Flash can currently run reasonably well on s","author":"Catloafdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_query","absence_of_ai_signals"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848284"},{"id":"80603ba9-d9e8-4bd2-80ab-949cf6fd263f","source":"hackernews","source_id":"48850493","content_type":"comment","title":null,"body_preview":"Novita is offering free Hy3 on OpenRouter until July 21st\nhttps://openrouter.ai/tencent/hy3:free\nhttps://x.com/novita_labs/status/2074158304159510819","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10664333462583084,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850493"},{"id":"f820f8b4-13ab-4011-820e-10a3729ad453","source":"hackernews","source_id":"48848715","content_type":"comment","title":null,"body_preview":"A month ago I wrote a blog post about how Hy3 was topping the OpenRouter rankings despite no one talking about it: https://news.ycombinator.com/item?id=48317294\nAs of today, it has fallen to 8/9th on ","author":"minimaxir","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848715"},{"id":"bbd426d7-797d-4c3e-8ef3-7741b4230bfa","source":"hackernews","source_id":"48848950","content_type":"comment","title":null,"body_preview":"Pelican from a few days ago: https://simonwillison.net/2026/Jul/6/hy3/ - I was using the free tier on OpenRouter, which expires on July 21st.\nI tried the preview model 41 days ago and got a pelican wi","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.12124993356679642,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848950"},{"id":"badfde0a-09ba-4221-b35e-454f31aa0da6","source":"hackernews","source_id":"48850498","content_type":"comment","title":null,"body_preview":"Suggestion: Require a user to hit ENTER or SPACE to clear the word, even if it's a wrong word. Being able to see the letters laid linearly is useful to solving. Automated clearing of wrong words is un","author":"murphyslab","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48850498"},{"id":"dcfdf2ee-a94f-49ef-85ef-dae9f0e0bc61","source":"hackernews","source_id":"48847276","content_type":"comment","title":null,"body_preview":"This is great. The speed aspect reminds me of the old AOL chatroom word scramble games. I personally love the timer, but I also do the newspaper anagrams without a pen, so I'm certain to be out of the","author":"forbiddenvoid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847276"},{"id":"a641e6e5-3338-4609-b119-3ab22811ec60","source":"hackernews","source_id":"48846977","content_type":"comment","title":null,"body_preview":"I didn't realise at first that you could choose letters which weren't adjacent which made it very hard! Guess I've been playing too much https://zanagrams.com/ (which was also posted here recently).","author":"nickcw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846977"},{"id":"1c3b250b-0f02-45a8-8bb8-3a681c5cb067","source":"hackernews","source_id":"48848195","content_type":"comment","title":null,"body_preview":"This name is dangerously close to \"14 Words\", a white nationalist creed, which carries certain connotations to Americans in the know.\nhttps://en.wikipedia.org/wiki/Fourteen_Words","author":"runjake","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848195"},{"id":"c50b61e8-32ec-4afc-a097-9abee8b50008","source":"hackernews","source_id":"48851005","content_type":"comment","title":null,"body_preview":"Loved it.  I would change the timer from text (which I'm constantly reading as it changes) to a progress bar or set of dots which don't require thinking.  Also I would use 3 strikes instead of one you","author":"w10-1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.12419123052868106,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851005"},{"id":"cc320532-94e7-41cc-95dc-3afbbb556bd8","source":"hackernews","source_id":"48846972","content_type":"comment","title":null,"body_preview":"I loved it, i hated it. I'm so bad at this.\nI think summarizing everybody's feedback the simplest solution is: \"Game difficulty\".\n- Standard: what you have today\n- Relaxed: 1 minute per word?\n- Practi","author":"santiagobasulto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","list_heavy_advice","platform_fluency"],"bot_score":0.0875,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846972"},{"id":"d774dbab-62c0-4279-aa63-323df07f5ab7","source":"hackernews","source_id":"48845905","content_type":"comment","title":null,"body_preview":"I can understand the clock running out meaning a loss - but I still want to play the rest of the words? how do I do that? I don't think they are accessible anymore","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845905"},{"id":"39489e55-5b16-4cfe-a21a-0a96cede2ee0","source":"hackernews","source_id":"48845300","content_type":"comment","title":null,"body_preview":"Pretty frustrating when you find a word, but it's not THE word. Pretty fun otherwise.","author":"throwaway_ocr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845300"},{"id":"6a707b71-cdbd-45e2-884f-d46940960c60","source":"hackernews","source_id":"48847635","content_type":"comment","title":null,"body_preview":"https://wordnerd.co/23words/ is similar (but 23 words instead of 18).\nPossibly the biggest difference is that 23 Words continues with the next word if you fail to get a word within 30 seconds. When yo","author":"pekim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847635"},{"id":"ec318153-e2cc-4252-b525-6979cfef12b8","source":"hackernews","source_id":"48853164","content_type":"comment","title":null,"body_preview":"A lot of comments are suggestions and/or complaints, so I just came to say I loved it, no notes.","author":"Fourier864","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853164"},{"id":"5f6249e5-5cb6-4367-93c6-ae45ec89bcc7","source":"hackernews","source_id":"48849057","content_type":"comment","title":null,"body_preview":"Don’t reset to 30s for each word. Just add 30s (or 20s). So if I am fast in the early rounds, I am rewarded in later rounds by having 1:43 to work on a word I am completely stuck on.","author":"ronyeh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849057"},{"id":"7cbb681c-dc91-4907-b8ad-9ae02ce343a0","source":"hackernews","source_id":"48848221","content_type":"comment","title":null,"body_preview":"I would suggest instead of a countdown timer, use time as a score (less time used = higher score) so at least the player can advance. Also it’s no fun and extremely annoying to make the player wait 12","author":"temporallobe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848221"},{"id":"446aa151-fdd6-4d44-bcf0-93ead9a53d1f","source":"hackernews","source_id":"48846313","content_type":"comment","title":null,"body_preview":"I got the word BAITH on like turn 5, and I only chose that because I couldn't figure anything out. I thought it was a nonsense  word. But mixing in a scottish slang word in the easy section was a surp","author":"ecshafer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846313"},{"id":"8556fcec-2d03-4624-bda0-86675a4716d3","source":"hackernews","source_id":"48847011","content_type":"comment","title":null,"body_preview":"I think there is probably a research paper hiding inside this game.\nI couldn't guess Dice because, as an ESL person, I couldn't make the D-i combo sound like /d/+ /aɪ/ in my head (it sounded as /d/ + ","author":"vicnov","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847011"},{"id":"a8a6f8da-6cf6-4897-879d-eb9ab8486300","source":"hackernews","source_id":"48848717","content_type":"comment","title":null,"body_preview":"BUG:\nI guessed \"LATER\", but it said - wrong and mentioned \"ALERT\". The only fix I would make is to ensure that all possible words with scrambled characters make sense.\nLATER and ALERT are both correct","author":"qocialApp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848717"},{"id":"0e52a670-0195-44bb-a179-fbdd9de016e6","source":"hackernews","source_id":"48849688","content_type":"comment","title":null,"body_preview":"I'd appreciate a 'shuffle' button that just re-mixed-up the letters into a different order.  I find this keeps me from obsessing on adjacent letter pairs that my eyes/brain lock onto.","author":"pjz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849688"},{"id":"0c8d79d8-c0b5-4c98-a9b2-d2663fdb77db","source":"hackernews","source_id":"48845833","content_type":"comment","title":null,"body_preview":"I like the idea, but I didn't like losing after a few words. Now it might just be me not being good at losing, but who is?\nMaybe the game can always progress to the next word with your total score bei","author":"dirkc","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845833"},{"id":"a603e5e1-8ab3-4e8a-a7f2-79eeb9344269","source":"hackernews","source_id":"48845528","content_type":"comment","title":null,"body_preview":"Would be nice to have a ‘scramble!’ button so it makes it slightly easier when we get stuck","author":"gopalakrishnans","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845528"},{"id":"c2bd8a3e-10a8-4d83-8040-f158c4be282a","source":"hackernews","source_id":"48845503","content_type":"comment","title":null,"body_preview":"The timer makes it not enjoyable for me. It seems necessary to the game design and I’m not being negatively critical. Just sharing an additional perspective. I’ve been playing Zanagrams and the abilit","author":"Waterluvian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.12507850273337887,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845503"},{"id":"f6e3646b-5119-4f96-b997-9b7989230e5a","source":"hackernews","source_id":"48846580","content_type":"comment","title":null,"body_preview":"Thanks everyone for the feedback! Two questions\n1. For a version without the timer what would you like to happen if you are just completely stuck on a word? Hints to reveal letters or skip the word?\n2","author":"pompomsheep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846580"},{"id":"a3830d7a-fb49-48de-9230-07850378a456","source":"hackernews","source_id":"48852912","content_type":"comment","title":null,"body_preview":"This is great, well done! I love seeing people run things where they weren't meant to be run.","author":"stavros","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852912"},{"id":"ea62aef7-3893-42d8-8c6f-05657352b1a9","source":"hackernews","source_id":"48852363","content_type":"comment","title":null,"body_preview":"Your coding style is halfway to IOCCC. I'm just jealous though :)","author":"kzrdude","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852363"},{"id":"d26284e5-e310-4189-a8ff-1ea0cec306c5","source":"hackernews","source_id":"48853382","content_type":"comment","title":null,"body_preview":"related and possibly more general purpose https://github.com/t8/hypura","author":"khimaros","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853382"},{"id":"7bf2d963-d52b-4228-a459-7327482bccc9","source":"hackernews","source_id":"48852234","content_type":"comment","title":null,"body_preview":"Is this inspired by antirez work on ds4?\nAmazing job!","author":"nerder92","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852234"},{"id":"3c10c323-61f3-4162-9132-16aeff512d92","source":"hackernews","source_id":"48852402","content_type":"comment","title":null,"body_preview":"Question to the OP, have you tested this on a machine where the entire model and context fit in RAM ?","author":"xfalcox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852402"},{"id":"84f78c03-6800-4f89-a040-2988839d8314","source":"hackernews","source_id":"48852325","content_type":"comment","title":null,"body_preview":"I wonder if you could replicate this in a Colourful GeForce RTX 50-series GPU, they ship it with 2 NVMe drive slots.","author":"mariopt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07193609377704335,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852325"},{"id":"d89f0198-1769-4118-8383-e6203c170e77","source":"hackernews","source_id":"48852583","content_type":"comment","title":null,"body_preview":"I'm not fully understanding this business of MoE so please forgive me if this is a dumb question, but would it be possible to use MPI with a small cluster to distribute the load?","author":"bobim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852583"},{"id":"82250945-f721-485f-a493-2f777608aa31","source":"hackernews","source_id":"48853379","content_type":"comment","title":null,"body_preview":"Another recent project that runs a huge model on a 48gb Mac is https://github.com/danveloper/flash-moe - it gets over 5 tokens/sec on an M3 Max compared to this projects very impressive 1 token/sec on","author":"bahmboo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.2449858959271636,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853379"},{"id":"2ab7e27f-0219-448a-8e76-c263ef926e84","source":"hackernews","source_id":"48853226","content_type":"comment","title":null,"body_preview":"I am curious if it's possible to adjust this to use more RAM, as i've got a machine with 64GB RAM and 24GB VRAM. Or perhaps I could run Gemma/Qwen on the GPU and have GLM-5.2 delegate smaller tasks to","author":"tarpitt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853226"},{"id":"b762d6ec-1511-4df8-912d-2b3029804847","source":"hackernews","source_id":"48852425","content_type":"comment","title":null,"body_preview":"Pretty cool!  I've also been playing around with GLM 5.2 this week and was equally impressed.  At work we're running it locally on some crazy expensive hardware as a test before starting another proje","author":"shrinks99","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852425"},{"id":"2831e05f-4369-4793-b6d0-7d615e7361fe","source":"hackernews","source_id":"48852787","content_type":"comment","title":null,"body_preview":"I've taken a similar strategy w/ image/video gen at https://github.com/cretz/thinfer (see video branch for a ton of work).\nBasically I kept needing an inference engine that could stream weights in and","author":"kodablah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852787"},{"id":"b3ba3933-2d67-4465-825e-e58db2e6273a","source":"hackernews","source_id":"48853358","content_type":"comment","title":null,"body_preview":"The page has an SSD wear warning [0] I use desktop PCs that I build from components so I can replace the SSD, but what do users with soldered SSD do? Just avoid these applications or forge ahead disre","author":"voidmain0001","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853358"},{"id":"4431dba9-dcc4-4c3c-b613-21a3e5bea6e9","source":"hackernews","source_id":"48852772","content_type":"comment","title":null,"body_preview":"I was actually just working on the same thing as this, but I went down the route of mmapping the entire model into memory to avoid the extra ram usage. I also had Claude implement Medusa[1] on the mod","author":"Cieric","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","self_reference","technical_detail_with_uncertainty"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852772"},{"id":"fa0bc2a7-8b89-4db8-be53-f299c4f1dc16","source":"hackernews","source_id":"48852349","content_type":"comment","title":null,"body_preview":"My main question is whether when put into practical use, this can be measured in tokens/second, or more like 1 token per minute...   I have seen locally hosted LLM that are as slow as 1 tok/second sti","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852349"},{"id":"2501ff5e-d280-4b75-a6c5-c370ff765f5a","source":"hackernews","source_id":"48853412","content_type":"comment","title":null,"body_preview":"Working on something similar targeting macOS on Apple Silicon, Unsloth split GGUF, compressed partial residency in unified memory (would make more sense on 128GB instead of my 64GB...), native Metal k","author":"Archit3ch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853412"},{"id":"8227d576-7919-401f-86a2-45c04e8f3ca4","source":"hackernews","source_id":"48821576","content_type":"post","title":"Local, CPU-Friendly, High-Quality TTS (Text-to-Speech) with Kokoro","body_preview":"Local, CPU-Friendly, High-Quality TTS (Text-to-Speech) with Kokoro","author":"speckx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:13 GMT+0000 (Coordinated Universal 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The name is a play on developer anthropology. Pull request data can be cut a lot of ways. The functionality has been built out of c","author":"dpc94","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_anecdote_or_project","call_for_feedback","natural_digressions"],"bot_score":0.40813362381989826,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848819"},{"id":"ed538fd7-90ec-4602-ab2c-73f84dac6671","source":"hackernews","source_id":"48847526","content_type":"post","title":"Show HN: Policy enforcement for Claude Code, Cursor, and Codex","body_preview":"Show HN: Runtime authorization for Claude Code, Cursor, and Codex\nHi HN, Fernando and I built Kastra. Kastra intercepts AI agent tool calls and evaluates them against deterministic policies before the","author":"carlosjimenez1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","strong_opinions","natural_digressions","call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847526"},{"id":"09b93ec1-abb0-458c-a65c-f9fe3836accb","source":"hackernews","source_id":"48845514","content_type":"post","title":"US seeks cheaper hunter-killer drones after Iran destroys $1B worth of Reapers","body_preview":"US seeks cheaper hunter-killer drones after Iran destroys $1B worth of Reapers","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["headline_style","absence_of_ai_signals"],"bot_score":0.14508818840139548,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845514"},{"id":"a71a1059-f9cc-4f0c-92b8-9209a494ba57","source":"hackernews","source_id":"48845422","content_type":"post","title":"Show HN: FableCut – A browser video editor AI agents can drive (zero deps)","body_preview":"Show HN: FableCut – A browser video editor AI agents can drive (zero deps)","author":"ronak_parmar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","concise_title","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845422"},{"id":"88732534-9ec0-4e80-818c-c2f378ea2ad0","source":"hackernews","source_id":"48848111","content_type":"post","title":"Auditory and spontaneous movement responses to music over first postnatal year","body_preview":"Auditory and spontaneous movement responses to music over first postnatal year","author":"bookofjoe","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1525974025974026,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48848111"},{"id":"9f692423-876d-4c69-bb89-83303ea32581","source":"hackernews","source_id":"48846842","content_type":"post","title":"The next era of AI is about infrastructure, not just models","body_preview":"The next era of AI is about infrastructure, not just models","author":"royapakzad","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846842"},{"id":"3f09a09a-f0d9-4bdd-b9c3-897864c15e85","source":"hackernews","source_id":"48849648","content_type":"post","title":"Show HN: Pylon Sync, an agent-first full-stack realtime framework","body_preview":"I created Pylon to make it easier to move from hobby projects to full production apps.\nWhen I work on hobby projects, I usually use React or Next.js because they are quick to set up and easy to deploy","author":"ericc59","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","specific_call_to_action","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849648"},{"id":"b67a08ab-e85e-4949-b617-22a08e2191ce","source":"hackernews","source_id":"48853236","content_type":"post","title":"Ex-Epoch Times CFO pleads guilty in $67M multinational money laundering scheme","body_preview":"Ex-Epoch Times CFO pleads guilty in $67M multinational money laundering scheme","author":"petethomas","classification":"human_created","confidence":0.85,"indicators":["headline_style_news","absence_of_ai_signals"],"bot_score":0.16666666666666669,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48853236"},{"id":"c4c805ff-2f21-4605-b26b-4f10180288e2","source":"hackernews","source_id":"48851476","content_type":"post","title":"Show HN: Reviving my 2001 college band with AI","body_preview":"25 years ago, I was approached to join a band called Fading Maize at Ripon College in Wisconsin. We did what we could with what we had. We recorded 3 albums over the next 3 years and played at as many","author":"jacobgraf","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","self_reference","natural_digressions","addressing_ai_directly"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851476"},{"id":"0e77a7dd-d0db-49ad-a83d-2da458635f55","source":"hackernews","source_id":"48832797","content_type":"post","title":"Show HN: Abralo – Free, easy way to run several Claude Code agents in one window","body_preview":"Hi guys,\nI've been using Claude Code for almost everything lately. Have given one an email account so it can research business leads, draft emails, fact-check them and clear them with me before sendin","author":"cwbuilds","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48832797"},{"id":"fb545b61-afdc-4b67-a560-6672cdd33257","source":"hackernews","source_id":"48816724","content_type":"post","title":"Show HN: Frugon – Find which LLM calls a cheaper model could handle (local, MIT)","body_preview":"I started leaning in on AI heavily this year, as I wanted to get more done autonomously, but then my token usage climbed dramatically to the point where my weekly quota would run out before the end of","author":"jarodrh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48816724"},{"id":"ac38c88e-0c20-4703-8097-40767ce70c6e","source":"hackernews","source_id":"48849258","content_type":"post","title":"How should group chats work in decentralized systems?","body_preview":"How should group chats work in decentralized systems?","author":"Realman78","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2333333333333333,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849258"},{"id":"38f9ef95-fd65-4586-be65-d3ad7f0bf743","source":"hackernews","source_id":"48851599","content_type":"post","title":"What the New Executive Order Means for Secure Software Delivery in Government","body_preview":"What the New Executive Order Means for Secure Software Delivery in Government","author":"mooreds","classification":"human_created","confidence":0.7,"indicators":["title_format"],"bot_score":0.14106629800082637,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48851599"},{"id":"c9a0e66c-37df-4554-ad34-e57010a7c056","source":"hackernews","source_id":"48847577","content_type":"post","title":"Show HN: Sighthound - open-source vulnerability scanner for source code","body_preview":"We're open-sourcing Sighthound today, our rules-based static security scanner. What makes it special is that it's coded in rust and uses tree-sitter as it's AST making it very fast and easily extensib","author":"asadeddin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847577"},{"id":"fc9dce08-5563-4bc1-b9da-110cb92ad4bf","source":"hackernews","source_id":"48799966","content_type":"post","title":"What is Bending Spoons? The little-known AOL and Vimeo owner that's now public","body_preview":"What is Bending Spoons? 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We built a browser-based agent that runs inside an authenticated web app, watches how the app calls its own APIs, and automatically turns those into agent tools. You can think of it as an auto","author":"pancomplex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847834"},{"id":"0b413f31-af9f-44d6-ba6a-48bb3154e04a","source":"hackernews","source_id":"48852144","content_type":"post","title":"Show HN: RandoFont – A browser for Google Fonts","body_preview":"Inevitably when starting a new web project I want to pick the perfect font. This is just a browser that shows Google Fonts, randomly, and lets me tag favorites.\nI built this years ago and just used AI","author":"aleshh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48852144"},{"id":"ca6e146f-4b5c-4bec-be69-d34509a56807","source":"hackernews","source_id":"48849618","content_type":"post","title":"Show HN: I built a web tool to see and edit what an AI thinks before it answers","body_preview":"I run a small AI lab and playground and got super excited about Anthropics paper \"Verbalizable Representations Form a Global Workspace in Language Models\" (https://transformer-circuits.pub/2026/worksp","author":"ada1981","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","self_reference","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849618"},{"id":"51f16f79-bec1-417d-b6cd-bed58e8033a6","source":"hackernews","source_id":"48840207","content_type":"post","title":"Show HN: I mapped 8.5M research papers into an interactive atlas","body_preview":"When I read papers, I have to jump between multiple tabs to find the dataset, code, videos, peer reviews, and so on. 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I built Context.dev (https://www.context.dev/) to make it really easy to integrate web data into your products and agents.\nHere’s a demo video: https://www.tella.tv/video/bu","author":"TheYahiaBakour","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48847562"},{"id":"f8e604f4-7b04-4fcb-8ac0-e473e42f13d8","source":"hackernews","source_id":"48845442","content_type":"post","title":"The glass backbone: Why the Army's logistics will break in the next war","body_preview":"The glass backbone: Why the Army's logistics will break in the next war","author":"baud147258","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48845442"},{"id":"9916b5a3-4bf4-4eba-8173-dbbc33db3b35","source":"hackernews","source_id":"48809574","content_type":"post","title":"Girls just wanna have fast MPMC queues with bounded waiting","body_preview":"Girls just wanna have fast MPMC queues with bounded waiting","author":"EvgeniyZh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48809574"},{"id":"51e403a5-af6e-42e7-aebe-3f9f86f49e39","source":"hackernews","source_id":"48849292","content_type":"post","title":"Interview with Mitchell Hashimoto about Ghostty and Zig","body_preview":"Interview with Mitchell Hashimoto about Ghostty and Zig","author":"veqq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849292"},{"id":"c3ea330e-5f2e-4cef-93ec-59cfd9a565cf","source":"hackernews","source_id":"48849066","content_type":"post","title":"GPT-5.6","body_preview":"https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdf\nhttps://developers.openai.com/api/docs/guides/latest-model\nhttps://x.com/levie/status/2075287443411222628, https://xcancel.com/levie/status/2075","author":"logickkk1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12849493822930183,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48849066"},{"id":"eb434e0d-c391-45b0-a7c5-9147e985499f","source":"hackernews","source_id":"48792383","content_type":"post","title":"Train sim created by just one person is being called the best ever made","body_preview":"https://store.steampowered.com/app/4630570/RUNNING_TRAIN/","author":"oumua_don17","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48792383"},{"id":"46cf84d7-18cd-4dbd-aca7-69b5f7a405a4","source":"hackernews","source_id":"48841676","content_type":"post","title":"Postgres rewritten in Rust, now passing 100% of the Postgres regression tests","body_preview":"Postgres rewritten in Rust, now passing 100% of the Postgres regression tests","author":"SweetSoftPillow","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48841676"},{"id":"8dae2680-c9fc-4fbc-8eb6-b23ad120b389","source":"hackernews","source_id":"48846281","content_type":"post","title":"No leap second will be introduced at the end of December 2026","body_preview":"No leap second will be introduced at the end of December 2026","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48846281"},{"id":"2522c683-606e-4b47-be17-e992f4ae5c82","source":"hackernews","source_id":"48842459","content_type":"post","title":"Show HN: Getting GLM 5.2 running on my slow computer","body_preview":"A few days ago I found myself trying out GLM 5.2 and was really positively impressed. The capabilities and security I was getting from this LLM are similar to those I've gotten from models like Claude","author":"vforno","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.15810702783915603,"content_class":null,"collected_at":"Thu Jul 09 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48842459"},{"id":"84b6b3c5-0db2-4ea5-a39d-81de5165f073","source":"guardian","source_id":"guardian:175083138","content_type":"comment","title":null,"body_preview":"Does one of them guess first and the other one hear that guess?\nThen, a strategy with 50% chance of winning is straight-forward.","author":"HeptaSean","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175083138"},{"id":"7de54e2b-09f5-4ab7-b159-e92f42daeaab","source":"guardian","source_id":"guardian:175083171","content_type":"comment","title":null,"body_preview":"Not really a spoiler but it's similar to this\nhttps://www.theguardian.com/science/2016/aug/01/did-you-solve-it-can-you-outfox-the-desert-island-despot\nIf I'm right my strategy relies on the fact you'r","author":"Pazoozoo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175083171"},{"id":"d2ab9c7c-13e5-4fa3-88ec-a9ecbde4bfa8","source":"guardian","source_id":"guardian:175083212","content_type":"comment","title":null,"body_preview":"Great problem! However I have to say that sounds like a really crap gameshow.","author":"Alex42","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175083212"},{"id":"1cab9c2b-8d55-4e75-bbd1-652ac60c63b4","source":"guardian","source_id":"guardian:175083456","content_type":"comment","title":null,"body_preview":"I've always had a soft spot for Going for Gold. Great theme tune, proper mix of contestants, Henry Kelly presenting, what's not to like! Added bonus as it was on during the day, if I was watching it, ","author":"woodstok","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175083456"},{"id":"ead8744c-c64b-49bb-a88e-b40fb3598578","source":"guardian","source_id":"guardian:175084048","content_type":"comment","title":null,"body_preview":"Please nobody mention this idea to Noel Edmonds, he'll get at least a decade out of it.","author":"WombatDeath","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175084048"},{"id":"c9e0f9b6-1af5-4ff9-9662-c464c3aeec38","source":"guardian","source_id":"guardian:175084117","content_type":"comment","title":null,"body_preview":"Make the coins Victorian sovereigns and call “the lady”. (C) W G Grace","author":"vastariner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175084117"},{"id":"efe2fa84-36d4-484e-8e5b-02682b70ebd3","source":"guardian","source_id":"guardian:175084138","content_type":"comment","title":null,"body_preview":"Hmm, I think I have two strategies that give a greater than 25% chance of winning","author":"lesidees","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175084138"},{"id":"5887b03c-02d0-4cef-ba0b-3050c743c656","source":"guardian","source_id":"guardian:175084386","content_type":"comment","title":null,"body_preview":"Based on last fortnight's puzzle another friend joins and tells you what the other person has got","author":"Pazoozoo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175084386"},{"id":"912971c1-4e56-464a-8a2c-15d0b5ddd4e3","source":"guardian","source_id":"guardian:175084493","content_type":"comment","title":null,"body_preview":"Do they know what their own coin toss resulted in before guessing? So is it toss and guess at the same time or toss, possibly observe result of their own toss, then guess?","author":"100suns","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714285,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175084493"},{"id":"37344b42-417a-4f93-ad85-1376013ca48e","source":"guardian","source_id":"guardian:175087884","content_type":"comment","title":null,"body_preview":"I'm guessing we can't pull a Charles Ingram and have someone in the audience cough 1 time for heads and 2 times for tails?","author":"Iforgotmynameagain","classification":"human_created","confidence":0.85,"indicators":["cultural_references","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175087884"},{"id":"aa552771-0b51-4798-82a9-b2261cbc80db","source":"guardian","source_id":"guardian:175088787","content_type":"comment","title":null,"body_preview":"A sub question: find the optimum strategy and prove it is.","author":"100suns","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.4285714285714285,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175088787"},{"id":"1b1affde-5813-44ce-b747-a391ee66e2a2","source":"guardian","source_id":"guardian:175089883","content_type":"comment","title":null,"body_preview":"Another Monday puzzle with incomplete information.... I see no method of achieving more than 25% success unless they provide their guesses sequentially.","author":"GravitasDeficit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175089883"},{"id":"40e3bbf7-41e8-4cbf-82df-99079a73425f","source":"guardian","source_id":"guardian:175090797","content_type":"comment","title":null,"body_preview":"Great puzzle. First instinct is no, they cannot improve their odds. But after thinking for a while....well, the answer is shockingly simple.","author":"ChrisWright000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175090797"},{"id":"37485f04-03a5-49f8-8070-1a0641f4f952","source":"guardian","source_id":"guardian:175090903","content_type":"comment","title":null,"body_preview":"It only says the booth is out of sight of the other person, not that it's soundproof, so I say take a leaf out of charles Ingram's book","author":"thomaspaternoster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175090903"},{"id":"0767e9b1-e053-49fb-aa01-76b88c42db43","source":"guardian","source_id":"guardian:175091557","content_type":"comment","title":null,"body_preview":"Very counter-intuitive. I have a solution. It works and I still don't quite believe it.","author":"gjamie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175091557"},{"id":"15255ac2-d1d3-4e89-b470-37dbe9d1abaf","source":"guardian","source_id":"guardian:175092376","content_type":"comment","title":null,"body_preview":"Neat; I'm looking forward to sharing this with friends and family.\nI did get the solution eventually, although if I'm honest it was more about the lack of alternative strategies than any clever thinki","author":"Willie_Eckerslike","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175092376"},{"id":"90c5ef97-0b15-4e1e-b458-dc3bb7882a3a","source":"guardian","source_id":"guardian:175092504","content_type":"comment","title":null,"body_preview":"That’s surprising, but isn’t probability fantastic?\nThat we as a species don’t really intuitively grasp probability fundamentally undermines the political theory that the market is the solution.","author":"BeforeSokolsky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175092504"},{"id":"5820aa80-c9d2-4365-8b3a-e534b2cb8aa1","source":"guardian","source_id":"guardian:175092833","content_type":"comment","title":null,"body_preview":"If A announces the result of his flip, then B no longer has to guess","author":"Dazzlerbar","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175092833"},{"id":"b0fdcba9-6504-459a-8db9-37082f17be3f","source":"guardian","source_id":"guardian:175092878","content_type":"comment","title":null,"body_preview":"This is very poorly explained for a poor imbecile like me.","author":"harrymeadows","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175092878"},{"id":"43b7fee5-721d-4c6b-8f22-5a8229d0e920","source":"guardian","source_id":"guardian:175097795","content_type":"comment","title":null,"body_preview":"So why was it relevant that the coin flip is visible to the audience?","author":"4LetterFeeling","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175097795"},{"id":"f39f0752-00b5-4f6a-ad24-d680a6d6d30e","source":"guardian","source_id":"guardian:175106500","content_type":"comment","title":null,"body_preview":"For a moment I wondered if there was a 'hidden' probabilistic effect, in that it was 50 / 50 whether they'd choose an 'agree' or 'disagree' strategy; but this choice doesn't make any difference to the","author":"EvilEdd","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106500"},{"id":"7d5d8403-c463-419f-96cd-e7160c6d8150","source":"guardian","source_id":"guardian:175107990","content_type":"comment","title":null,"body_preview":"This ‘strategy’ is nothing to do with chance.\nSimilar game show tactics are to agree a chosen procedure, regardless of validity.\nInstead of heads or tails it is … ‘always answer b’ … or …. ‘Answer a t","author":"FrankieandDexy","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107990"},{"id":"786333b1-1cbc-488f-990d-e35e92dd2a7d","source":"guardian","source_id":"guardian:175107884","content_type":"comment","title":null,"body_preview":"Clacton is about to have no MP. Will they notice any difference?","author":"AntonymousBosch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.125,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107884"},{"id":"5e3da599-dbb8-48b3-bf7c-45a39c7a3ad9","source":"guardian","source_id":"guardian:175107886","content_type":"comment","title":null,"body_preview":"With Labour, the Tories, Lib Dems, and Refuse Restore promising not to run (Greens being the only exception, it could be a victory for Binface. Can he do a deal with the Monster Raving Loonies to avoi","author":"TShrapnelCarruthers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor_or_sarcasm","niche_expertise"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107886"},{"id":"34882a21-f090-4fda-9182-cec43c972159","source":"guardian","source_id":"guardian:175107887","content_type":"comment","title":null,"body_preview":"I really want count Binface to win this bye election \n I volunteer to campaign on his behalf \n The refusal to play from all the other parties must be driving Nigel to intense rage.","author":"boredoldbat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107887"},{"id":"21c09702-2a94-4f63-96ce-5849426c992e","source":"guardian","source_id":"guardian:175107890","content_type":"comment","title":null,"body_preview":"You can dish it out \n But you cannae take it. Diddums.","author":"IUsed2BeID1516963","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107890"},{"id":"a636ab03-930c-43df-bb04-b31a751ad153","source":"guardian","source_id":"guardian:175107891","content_type":"comment","title":null,"body_preview":"The big parties say they won’t stand. Embarrassing. Could this be foot in mouth?","author":"Veltatecla","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107891"},{"id":"9b0f30f5-8d36-4a5d-aa6c-a546cb9c405b","source":"guardian","source_id":"guardian:175107895","content_type":"comment","title":null,"body_preview":"More a grifter with a side interest in politics. Like Trump, he has an immense capacity for lying and self-pity.","author":"apt123","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107895"},{"id":"5929fdd7-c91c-4372-844d-4d5d1567ca94","source":"guardian","source_id":"guardian:175107898","content_type":"comment","title":null,"body_preview":"So thin skinned, so hypocrictical, so self centred, he wouldn't last two minutes on the estates lots of us grew up on. Growing up, lads caught out doing wrong, owned up, didnt blame others took some p","author":"redsaints","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107898"},{"id":"566e11d5-d416-44f8-ad70-212647095ac8","source":"guardian","source_id":"guardian:175107900","content_type":"comment","title":null,"body_preview":"Calling a byelection to avoid scrutiny is the cheapest trick of them all. \n The Sunset Times has even more to offer it seems, this is turning into a Carry On farce.","author":"Westmead2025","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.15137842243875863,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107900"},{"id":"0c90b74a-227b-45e5-a3a8-81e27dc6fc67","source":"guardian","source_id":"guardian:175107903","content_type":"comment","title":null,"body_preview":"I actually hope this by-election goes ahead; if Fagash goes head to head with only Count Binface, it really would be the ultimate humiliation and reduce him and his party to an unending laughing stock","author":"JFBridge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107903"},{"id":"67eb2cf2-5239-4d8b-b71a-667f015b1d90","source":"guardian","source_id":"guardian:175107904","content_type":"comment","title":null,"body_preview":"The man who rails against the \"establishment\". \n Is the same man who attended a prestigious independent fee paying school. \n Is the same man who worked as a City of London commodities trader. \n And ye","author":"AD2023","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2448392032694494,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107904"},{"id":"1ee8a991-ca2f-408b-81f1-e41c0d76afb2","source":"guardian","source_id":"guardian:175107912","content_type":"comment","title":null,"body_preview":"Presumably he’ll be expecting a few more QT appearances now. Oh, hooray…","author":"Neutralist","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107912"},{"id":"0b57d1ea-e6dd-443e-aa03-4fc03448b1fb","source":"guardian","source_id":"guardian:175107918","content_type":"comment","title":null,"body_preview":"I hope Clacton do the right thing......and vote for someone else!","author":"Cherrybloss1","classification":"human_created","confidence":0.8,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107918"},{"id":"b9b1d2f9-f90f-4cbf-81c2-0d268039533c","source":"guardian","source_id":"guardian:175107920","content_type":"comment","title":null,"body_preview":"Is it possible Farage could lose to bin face? I mean we have a population fickle enough to give us boaty mc boatface","author":"NFEs335","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107920"},{"id":"08887159-7498-4f77-82e9-3583a4debeb5","source":"guardian","source_id":"guardian:175107928","content_type":"comment","title":null,"body_preview":"As more parties now say they won't stand in the by-election of his own making (and I hope the rest follow suit), with Count Binface currently the only confirmed challenger, it looks increasingly like ","author":"Perspectiverox","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107928"},{"id":"c17d5658-512f-4e0a-89be-1c135addb6ea","source":"guardian","source_id":"guardian:175107938","content_type":"comment","title":null,"body_preview":"Who will be the modern Martin Bell to take this grifter on?","author":"astrobot303","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107938"},{"id":"876c2532-9ce8-42a4-a4ba-9832e7caa390","source":"guardian","source_id":"guardian:175107939","content_type":"comment","title":null,"body_preview":"Meanwhile the Gruaniad's own subs tell us on the header to tonight's cartoon tell us there will be a by election in Clapton!","author":"dursleypedersen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.23786249989697775,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107939"},{"id":"9484a2ad-8a57-40a6-a7fe-e0a5c3df7c2f","source":"guardian","source_id":"guardian:175107940","content_type":"comment","title":null,"body_preview":"spoil your ballot form. image that, NFs less votes than spolt ballots form. come on Clacton, ruin his day.","author":"redsaints","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107940"},{"id":"03dc701e-a49c-4d5d-9adb-d6556b6a413c","source":"guardian","source_id":"guardian:175107949","content_type":"comment","title":null,"body_preview":"This \"audacious\" (as Farage doubtless believes his supporters see it) MAGA-style stupidity is already hitting the buffers and proving to be a difficult fit in this country.","author":"LGPalmer","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107949"},{"id":"8da11798-98fa-4bbd-b034-f900b07ba997","source":"guardian","source_id":"guardian:175107953","content_type":"comment","title":null,"body_preview":"Please please please let this be a straight fight between Farage and count bin face. It could be the end of the frog faced creep for good.","author":"northerchap","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107953"},{"id":"f58ccfe2-1384-4cf8-a686-48ce0e8139be","source":"guardian","source_id":"guardian:175107954","content_type":"comment","title":null,"body_preview":"NF could get lost in the media hubris over the change of PM, make-up of the new cabinet, Harry, England winning the cup and more...\nBring it on!","author":"MontyMoose","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107954"},{"id":"41999884-851d-4f9c-82d1-10c9fdbdf8d4","source":"guardian","source_id":"guardian:175107955","content_type":"comment","title":null,"body_preview":"Please, please, someone stand against him and dress up as a milk shake.","author":"Imsureitsblue","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107955"},{"id":"35db060b-e455-4e77-900e-538b9b7b47a2","source":"guardian","source_id":"guardian:175107959","content_type":"comment","title":null,"body_preview":"Surprised that John didn't notice that Farage's rant had Steve Bannon's mucky paws all over it.","author":"astrobot303","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107959"},{"id":"d6b0ee10-f59c-4bb1-978d-ad4227ebb291","source":"guardian","source_id":"guardian:175107963","content_type":"comment","title":null,"body_preview":"When elected will the Count be presenting Lady Binface to the public of Clacton?","author":"Farfromthemadding","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107963"},{"id":"d4538736-505b-44a8-b844-d0bae91b9b32","source":"guardian","source_id":"guardian:175107966","content_type":"comment","title":null,"body_preview":"What a saga.co.uk - ‘ hello is that Mr.Farage , it’s your car insurance provider here ‘ . \n Yes it’s me , the renewal on my Merc isnt due yet is it? \n No it’s not that , we believe live on TV this aft","author":"shazza2704","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107966"},{"id":"85f1c807-735d-4c4e-a52d-750048296549","source":"guardian","source_id":"guardian:175107967","content_type":"comment","title":null,"body_preview":"Best laugh I've had for while listening to his speech today, the way he was hamming it up was comedy gold.","author":"irreverentnurse","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15137842243875863,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107967"},{"id":"b960f97e-fad9-4113-8b69-8667af6f082d","source":"guardian","source_id":"guardian:175107969","content_type":"comment","title":null,"body_preview":"I think even Private Eye will think Fagash's antics are beyond satire...","author":"JFBridge","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107969"},{"id":"b3409202-e80b-46e5-95fd-530f02b6c80a","source":"guardian","source_id":"guardian:175106136","content_type":"comment","title":null,"body_preview":"Maybe parties that call vexatious byelections should foot the bill. This is going to cist taxpayers something in the region of £300-£400k. I'm sure public setvices in Clacton could make better use of ","author":"tanaquil2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1356941370388052,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106136"},{"id":"faf3bc69-3675-47f9-a1d0-3d579a2c2605","source":"guardian","source_id":"guardian:175106137","content_type":"comment","title":null,"body_preview":"How ludicrous is it that there is not a rule preventing an MP from voluntarily resigning only to stand for re-election in the same seat?","author":"No4girl","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106137"},{"id":"53499466-942b-4a1f-bd4e-efa75bd05e4c","source":"guardian","source_id":"guardian:175106138","content_type":"comment","title":null,"body_preview":"Farage goes all angry Victorian gentlemen. \n \" And with that Sir !! I bid you good day !!!...","author":"Airbomb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.4051408358714421,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106138"},{"id":"19587af7-53c6-4c7b-95ce-6728df11478f","source":"guardian","source_id":"guardian:175106140","content_type":"comment","title":null,"body_preview":"I know this could just be temporary but YES!!! YES!!!! Bloody YES!!!\nFirst the cheating US loses in the football, now Farage is an ex-MP! Could this day get any better!\nI'm doing the lotto. :-D","author":"Mixerjack","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106140"},{"id":"5faa632a-ab9b-44b8-a249-0a091dcc33b3","source":"guardian","source_id":"guardian:175106141","content_type":"comment","title":null,"body_preview":"Looks & sounds like lil' Nige is losing it completely ...","author":"Nanny0gg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106141"},{"id":"5762cce6-4b2d-4e4d-b3b6-952bf67bd383","source":"guardian","source_id":"guardian:175106143","content_type":"comment","title":null,"body_preview":"If only Labour, Green, Lib Dem and dare I say it the Tories, agreed not to stand in the by-election. It would be the right wing loonies tearing lumps out of each other versus Count Binface! :)","author":"oliviag1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106143"},{"id":"3643d739-f922-451a-b01f-3186f80ff56f","source":"guardian","source_id":"guardian:175106146","content_type":"comment","title":null,"body_preview":"Now that he's no longer \"in politics\" he can get another £5m bung from his mate in Thailand.","author":"Bochi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106146"},{"id":"e88ae718-13b5-417e-a91f-4793ff6e4968","source":"guardian","source_id":"guardian:175106147","content_type":"comment","title":null,"body_preview":"Vote for Nigel Farage. For foreign donations in politics. We stand proudly with the people (if they are Russian oligarchs, City hedge funds, Saudi princes, UAE tax avoiders, US private equity and CPAC","author":"Goatshead","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106147"},{"id":"03d81d98-df9f-4010-aff6-8f6139f8c887","source":"guardian","source_id":"guardian:175106149","content_type":"comment","title":null,"body_preview":"Kick Farage out the back door once and for all. Performative actions. A sign of guilt. What a wazzock. He is falling and falling bloody hard.","author":"Fishgirl23","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106149"},{"id":"b2f36b1a-baab-435b-83a6-bbf3d7f5af46","source":"guardian","source_id":"guardian:175106150","content_type":"comment","title":null,"body_preview":"It was exactly like listen to a five year old child explaining why the vase is broken.","author":"DeadFinks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106150"},{"id":"bf158cf6-9f8e-458c-b333-93ec56c48b3b","source":"guardian","source_id":"guardian:175106152","content_type":"comment","title":null,"body_preview":"Yep the millionaire classes of Clacton will re-elect him....","author":"LouTomaselli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106152"},{"id":"2475e49a-f928-48b8-b017-f7e1d5b08d44","source":"guardian","source_id":"guardian:175106154","content_type":"comment","title":null,"body_preview":"He got 46% of the vote 2 years back. Will he do that again? Or could Restore take a chunk and anti Reform voters choose a candidate to grit teeth and vote for to ensure Farage is out ....","author":"dianab","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106154"},{"id":"da1f955b-cc4c-48b7-8c08-25662b03a5cb","source":"guardian","source_id":"guardian:175106158","content_type":"comment","title":null,"body_preview":"Suspension of investigations  \n39. The Commissioner has the discretion to suspend investigations at any time. This may, for example, happen if the Member suffers ill health or a bereavement during the","author":"renewablejames","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","human_indicators_present"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106158"},{"id":"7fa2eef3-e36f-499f-94bc-9ac7f141d6f8","source":"guardian","source_id":"guardian:175106160","content_type":"comment","title":null,"body_preview":"Bye bye Nigel thanks for nothing, unite around the anti Reform candidate everyone, let’s get our country back","author":"WhatsHappeningToday","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106160"},{"id":"2f8996c8-793c-4c57-8525-94097b620ac7","source":"guardian","source_id":"guardian:175106161","content_type":"comment","title":null,"body_preview":"The one where the people of Clacton can respond accordingly with an end of the pier contest   \n \n General election 2024, Clacton\n1. 46.2% Reform UK, 21,225 \n 2. 27.9% Conservative, 12,820 \n 3. 16.2% L","author":"AverageObserver","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","specific_data_presentation"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106161"},{"id":"852db7a3-6aaf-4952-ab7f-99017be98c7d","source":"guardian","source_id":"guardian:175106169","content_type":"comment","title":null,"body_preview":"The master of deception has spoken and the gullible are ready to show their support regardless of the shady gifts Fromage receives.","author":"Gordi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106169"},{"id":"a7a7db4f-f863-41a5-86fd-4b0f6b739063","source":"guardian","source_id":"guardian:175106171","content_type":"comment","title":null,"body_preview":"Lets make it a mano a mano byelection. Farage v Count Binface.\nTreat it like the clownshow it is. Stop treating Farage like a respectable politician.\nAnd Vote Binface!","author":"toooom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106171"},{"id":"207ce080-3551-4c71-825a-70d337399438","source":"guardian","source_id":"guardian:175106173","content_type":"comment","title":null,"body_preview":"Fagash goes all Jonathan Aitken and hopefully he will end up exactly the same way, total hypocrite and charlatan.","author":"jackreid","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","cultural_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106173"},{"id":"074a3028-c4af-44e5-8584-9e7bf4e9e09f","source":"guardian","source_id":"guardian:175106176","content_type":"comment","title":null,"body_preview":"In other news…\nThe World Cup is in jeopardy. Trump is furious that NATO did not come to the aid of the USA in its soccerball match against Belgium last night and has demanded urgent talks with Secreta","author":"theotherplace","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106176"},{"id":"6feb5a36-874a-41eb-a188-49cb39a0a2e1","source":"guardian","source_id":"guardian:175106179","content_type":"comment","title":null,"body_preview":"All the other parties need to get together and agree on a single independent candidate to oppose Fartrage, in the style of Martin Bell in 1997:\nLabour and the Liberal Democrats withdrew their candidat","author":"ufs1968","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106179"},{"id":"dc812e01-ec40-4759-bc3e-319e9d24c53b","source":"guardian","source_id":"guardian:175106180","content_type":"comment","title":null,"body_preview":"Investigations into Farage would begin again if he wins by-election.\nIt would bring a tear to a glass eye.","author":"Pilrig1954","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106180"},{"id":"de77ea3a-13b0-44d0-98d7-4df7b39611c4","source":"guardian","source_id":"guardian:175106181","content_type":"comment","title":null,"body_preview":"It would be quite amusing if all the mainstream parties chose not to enter candidates (claiming that Farage is making a mockery of our parliamentary democracy or some such). Then we can all ignore it ","author":"BetseyTrotwood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106181"},{"id":"bd1d2bf1-a07f-4ca9-beff-d6cd9a61115a","source":"guardian","source_id":"guardian:175106186","content_type":"comment","title":null,"body_preview":"Ps want to see proper hustings in Clacton with him present…..","author":"KarimaKat","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106186"},{"id":"7376fd6e-bd64-457f-a767-d745b0f3d503","source":"guardian","source_id":"guardian:175106187","content_type":"comment","title":null,"body_preview":"Well done to all those shining a spotlight on donations to Farage. Are George Cottrell and Christopher Harborne connected in any way?\nWell, there's a photo of Farage sitting next to Harborne and oppos","author":"CherryHill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106187"},{"id":"381751db-5e6d-44c6-a6be-c28037233396","source":"guardian","source_id":"guardian:175106188","content_type":"comment","title":null,"body_preview":"Goodbye Mr Crypto…. high time that rotten currency was consigned to history.","author":"RoscoBoyle","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106188"},{"id":"ec9fb244-464b-4e3e-ba04-f8133c1a4b32","source":"guardian","source_id":"guardian:175106193","content_type":"comment","title":null,"body_preview":"And now Labour is “coming for our money”, he says.\nHe is referring to the restrictions on donations from people living abroad.","author":"theDeptfordBounder","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106193"},{"id":"f2c266bd-c1a1-44c1-b503-50f0ea701382","source":"guardian","source_id":"guardian:175106633","content_type":"comment","title":null,"body_preview":"You have to admit, the US team was masterful at hydrating. Considering the average tourist walking around London can drink three liters in 15 minutes, it's safe to say if competitive water drinking ev","author":"excellent_horse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106633"},{"id":"877e4d31-643b-4b04-a007-9ac66804c4fb","source":"guardian","source_id":"guardian:175106638","content_type":"comment","title":null,"body_preview":"Given that it is well-documented that Trump cheats at golf, no surprise when he also tries to cheat at football. \n Shit stain.","author":"Chris282","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106638"},{"id":"5406f5a9-c3d2-4aca-b055-76d223680fb8","source":"guardian","source_id":"guardian:175106640","content_type":"comment","title":null,"body_preview":"Surely, there must be a slangy U.S. version of schadenfreude?","author":"Zazendaddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106640"},{"id":"3ccefe67-6ad1-413e-bd8c-29edc7918553","source":"guardian","source_id":"guardian:175106645","content_type":"comment","title":null,"body_preview":"Feel genuinely sorry for the US team, they seemed to have a lot about them until this took the wind from their sails. They weren’t ever going to get that much further but were definitely capable of do","author":"hottrotters","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106645"},{"id":"fbf33646-218d-49e6-8317-751ce003eb2f","source":"guardian","source_id":"guardian:175106647","content_type":"comment","title":null,"body_preview":"If I read all this correctly, Trump is both a cheat and a loser. Everybody says so and, believe me, they are the best people!","author":"GorgeousNicko","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.5950413223140495,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106647"},{"id":"cf2981ce-c496-4f38-b47e-6ebd5cb282f7","source":"guardian","source_id":"guardian:175106665","content_type":"comment","title":null,"body_preview":"The TMR ,Trump Match Review, has now had time to review the USA V Belgium game .It has been discovered that all Belgian goal scorers were in the Country illegally . \n All 4 goals have therefore been d","author":"roadtoruin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106665"},{"id":"64c7b826-12e3-44c8-b01b-acdc8501779d","source":"guardian","source_id":"guardian:175106668","content_type":"comment","title":null,"body_preview":"There I was being all happy that a world competition was unmarred by the presence of a certain person, who usually puts himself at the center of anything that the world is doing - and the very same da","author":"VCRAGAIN","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106668"},{"id":"ce40c770-91c4-45df-953e-07ea0ee022a6","source":"guardian","source_id":"guardian:175106669","content_type":"comment","title":null,"body_preview":"I am so optimistic!\nOur Boys to beat Belgium in the Final.\nDrew Burnham to lead us to the Sunlit Uplands, a paradise resembling Teesdale ;)","author":"HendreUchaf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106669"},{"id":"31fe97e4-7f74-4398-835d-1e28e67732b8","source":"guardian","source_id":"guardian:175106683","content_type":"comment","title":null,"body_preview":"The Royal Belgian Tourist Association just got the kind of free publicity money just can't buy. Thank you Donald & Gianni!","author":"nottaken","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106683"},{"id":"93dff084-849a-43b4-9bcd-792cf12096a6","source":"guardian","source_id":"guardian:175106700","content_type":"comment","title":null,"body_preview":"Its pretty hard to mess up having the worlds biggest sport and sporting event in your country and even Putin made a decent job of it in Russia, but one man stands out that can ruin anything and turn h","author":"nellyd10","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106700"},{"id":"34b16694-e7ca-4ee0-8283-b89df6e4c338","source":"guardian","source_id":"guardian:175106703","content_type":"comment","title":null,"body_preview":"I haven't seen it but I heard that the Belgian team did the Trump dance when the fourth goal went. A perfect reposte to the cheating President.","author":"george999","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106703"},{"id":"d837e4aa-75b6-472e-9340-adb54d637009","source":"guardian","source_id":"guardian:175106708","content_type":"comment","title":null,"body_preview":"Does it matter what crap dribbles out of his mouth. His base, and most hard core republican voters, will vote for him no matter how ridiculous he is. \n He now looks like something from a morticians be","author":"silverlocks","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106708"},{"id":"4f1ff450-ad91-4419-ba40-f6b214e1b454","source":"guardian","source_id":"guardian:175106713","content_type":"comment","title":null,"body_preview":"Why the big hoo haa? Cheating in football is rife, like salt in crisps. The US showed a perfect example for their goal: Dive to get an undeserved free kick ftom which a goal was scored. This is litera","author":"Uncle_Paulie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106713"},{"id":"0ba52676-dcc1-4750-a1d6-393f37adaa20","source":"guardian","source_id":"guardian:175106719","content_type":"comment","title":null,"body_preview":"Thank you Marina, Great article. I do not know much about football...but I played handball for years...(for UK based people who might not know: it is not unlike football --apart from the money and the","author":"AYFPreflects","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106719"},{"id":"73b526ef-a7ee-494e-bbad-cd0c611d87cd","source":"guardian","source_id":"guardian:175106739","content_type":"comment","title":null,"body_preview":"USA V Belgium to be replayed with a proper ref.\nhttps://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:fk7ijlcuof2grwloqd2a7leu/bafkreigrzayl6vp4duwcdrx4323khzc43yenntzcwvj4jjwylihfb2bwze","author":"Vinegarhill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106739"},{"id":"edca0eba-12fa-443e-a764-cf56c33cef66","source":"guardian","source_id":"guardian:175106794","content_type":"comment","title":null,"body_preview":"If UEFA were serious they could just announce they are withdrawing from the World cup and then announce a two year cycle to the Euros. And if they really want to turn the screws they could start invit","author":"Spikey78","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106794"},{"id":"904db114-f96d-43dc-bec9-5aed0fe7e62a","source":"guardian","source_id":"guardian:175106797","content_type":"comment","title":null,"body_preview":"The US does not really want the football the rest of the world has, just the financial opportunities that come with major events. Let them stick to their own \"football\", of which they are undisputed w","author":"GorgeousNicko","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5950413223140495,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106797"},{"id":"e1566afc-1346-4af3-a246-61f71391e9dc","source":"guardian","source_id":"guardian:175106799","content_type":"comment","title":null,"body_preview":"That's 100% tariffs on Belgium. You heard it here first.","author":"vanEpscheuten","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.6008613665463858,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106799"},{"id":"d0a44dbe-630a-441b-b3a0-aa633f892419","source":"guardian","source_id":"guardian:175106803","content_type":"comment","title":null,"body_preview":"There's a huge amount of money in football. Money is power, power tends to corrupt, and absolute power corrupts absolutely. Infantino is merely a symptom of a disease which runs through the whole foot","author":"BaronOchs","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106803"},{"id":"ae554496-0a07-4406-bb70-653a1f1d4a56","source":"guardian","source_id":"guardian:175106812","content_type":"comment","title":null,"body_preview":"This American rejoiced. Belgium trounced our US team on its own soil -- more than that, in arguable its most soccer-mad city: Seattle, Washington. The most enraging thing about this episode is that th","author":"MasonInNY","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions","false_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106812"},{"id":"81b0fbd4-9a58-49d6-9e88-711cb5fa5f24","source":"guardian","source_id":"guardian:175106814","content_type":"comment","title":null,"body_preview":"\"The last time this many people cheered on a Belgian resistance, it was 1914 and the Germans had just crossed the Meuse.\"\nBrilliant opener Marina.","author":"Fifer68","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106814"},{"id":"de86b6fd-6016-4a6c-b02a-9abb4f2590d9","source":"guardian","source_id":"guardian:175106843","content_type":"comment","title":null,"body_preview":"King Midas had a brother, Lardas, who always had to do the opposite of his sibling in order to get the attention of his dad. His descendants apparently migrated from Greece to Germania and thence, it ","author":"guyfm","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106843"},{"id":"ba849b5a-ae24-4e4e-9bea-6152040d1f3b","source":"guardian","source_id":"guardian:175106849","content_type":"comment","title":null,"body_preview":"Hi, Johnny. The game was rigged, right? That commie referee. SUSPECT! I've asked ICE to look into it. Murca obviously won, just the result was stolen. STOLEN! Goddam Democrats. I don't suppose there's","author":"SterlingPound","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106849"},{"id":"7df13f8b-1227-4c4f-b23d-f99a58dd0e01","source":"guardian","source_id":"guardian:175106876","content_type":"comment","title":null,"body_preview":"The entire US team should point their fingers at Trump and chant loser, loser. He's that and a hideous liar and cheat. What a terrible reflection on America.","author":"poulter","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106876"},{"id":"8b767a6e-b16a-4294-b389-e42ca6580c49","source":"guardian","source_id":"guardian:175106895","content_type":"comment","title":null,"body_preview":"If was captain of the eventual winning team I would not attend the ceremony to recieve the cup from Trump.","author":"Rimbauski","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106895"},{"id":"69b14fcb-a602-416c-b03a-e1ee27e10e5c","source":"guardian","source_id":"guardian:175102843","content_type":"comment","title":null,"body_preview":"Why does JD Vance keep saying loony things? \n Is it because he's loony?","author":"VoicesOff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175102843"},{"id":"7a81700d-f40f-4ee9-a268-cd9751f645b5","source":"guardian","source_id":"guardian:175103420","content_type":"comment","title":null,"body_preview":"Vance is much more dangerous than Trump. Where Trump is a crazed narcissistic old man close to needing a strait-jacket, Vance is young (ish) and a religious fanatic - the most dangerous of all fanatic","author":"GrumpyOldFool","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175103420"},{"id":"401a5557-10c7-49bf-9930-46ef993d1047","source":"guardian","source_id":"guardian:175103606","content_type":"comment","title":null,"body_preview":"I would laugh if Pope Leo lost patience and excommunicated him. If I was infallible and kept being second-guessed by an annoying little upstart, I'd be tempted, just because I could. \n JD doesn't like","author":"Guardiangirl66","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175103606"},{"id":"9f4566e5-6c44-4e96-9f66-29c674bf51db","source":"guardian","source_id":"guardian:175103665","content_type":"comment","title":null,"body_preview":"He's an empty suit and has nowhere near the requisite experience for the positions he has been gifted.\nPerfect embodiment of the malaise and mediocrity that permeates US politics.\nDilettante doesn't q","author":"sanegaara","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175103665"},{"id":"49866b67-d05a-4edf-a27a-826ba8cb46cd","source":"guardian","source_id":"guardian:175103873","content_type":"comment","title":null,"body_preview":"Although indirectly touched on in the essay and in a couple of comments, what I find most scary about Vance, let alone the chance of him as President, is the veneer of “righteousness” factor he wants ","author":"PJ1871","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175103873"},{"id":"2de5ecb4-35eb-4c50-b639-2782148b0707","source":"guardian","source_id":"guardian:175104205","content_type":"comment","title":null,"body_preview":"He also said that the occupants of UFOs were demons. Madder than Mad Jack McMad.","author":"GarethHJones","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175104205"},{"id":"983cc485-c857-481f-9566-634d1c6e940a","source":"guardian","source_id":"guardian:175104528","content_type":"comment","title":null,"body_preview":"Because he's loony. On top of being ludicrously hypocritical in pursuit of ambitions that far outway his ability.","author":"grauniad1942","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175104528"},{"id":"24f270da-c82f-4263-8b5f-8de4a1f53bbd","source":"guardian","source_id":"guardian:175104976","content_type":"comment","title":null,"body_preview":"\"Why does JD Vance keep saying loony things?\" I think you have answered your own question there, Margaret.","author":"Vituperative","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175104976"},{"id":"f5a48096-6441-48fb-a9cd-de31cf773612","source":"guardian","source_id":"guardian:175105304","content_type":"comment","title":null,"body_preview":"The White Christian Nationalist movement believes they are soldiers of God and therefore are superior to all, including the Pope. The goal is to diminish the hold of Catholicism in the country in orde","author":"Lisa99","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175105304"},{"id":"9abb0a5a-65a5-4784-afb7-097b0ee64963","source":"guardian","source_id":"guardian:175106238","content_type":"comment","title":null,"body_preview":"Vance is a Trump 'mini me'. Every time he tries to advance his case, he screws up. He is like the Cheshire cat. Soon all that will be left of him are a pair of scary eyes and a beard 'tasche combo.","author":"chymist","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","figurative_language","platform_fluency"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106238"},{"id":"f8981c09-afca-4b65-8878-ddfb29d42fe4","source":"guardian","source_id":"guardian:175106263","content_type":"comment","title":null,"body_preview":"I thought the title of the article was a rhetorical question…","author":"Bartifartslast","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106263"},{"id":"43fc5f85-f2e0-4e8c-abb7-1622bfb7f2e4","source":"guardian","source_id":"guardian:175106310","content_type":"comment","title":null,"body_preview":"the only thing Trump knows how to do is to blow his own......What a nut case!","author":"ommadawn44","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106310"},{"id":"0929a716-ca5b-47d0-abf3-d8b5d7513bfe","source":"guardian","source_id":"guardian:175106377","content_type":"comment","title":null,"body_preview":"I can't stand the guy, but Robert Reich is right that Vance is not unintelligent even if he often plays that way in a transparent attempt to MAGA-fy himself. He's essentially aiming for the support of","author":"JohnCarterOfMars","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106377"},{"id":"3230f0b0-54c4-40df-a883-0eb67d7c4f43","source":"guardian","source_id":"guardian:175106449","content_type":"comment","title":null,"body_preview":"the more moderate Marco Rubio\nHow incredibly absurd. Rubio is the mastermind of the crime against humanity that is the blockade of Cuba. He's one of the ones that pushed FOR the war against Iran, whil","author":"FriendlyEmpiricist","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106449"},{"id":"b1fce31b-fdfd-4e01-b783-76b75df1b68e","source":"guardian","source_id":"guardian:175106567","content_type":"comment","title":null,"body_preview":"Seeing that “pick&wipe” in Doha plus th awkwardness at being ignored doesn’t help in some quarters. Maybe noone is willing to be seen asth ‘25th Amendment Wielder’ in Republicans & FOTUS gleefully f’k","author":"eonphyre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106567"},{"id":"c645afdc-fc09-4bd2-aa9f-7db27da8844f","source":"guardian","source_id":"guardian:175106591","content_type":"comment","title":null,"body_preview":"The eyeliner is getting into his eyes and irritating him","author":"Look_over_there","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106591"},{"id":"559c3386-e5d3-4773-9e62-2da84ac86b2d","source":"guardian","source_id":"guardian:175106606","content_type":"comment","title":null,"body_preview":"JD says his guiding light is St. Augustine. Augustine also wrote a sort of tell-all book:\n\"They love truth when she shines on them; and hate her when she rebukes them.\" Confessions, X, 23\nOr, it revea","author":"KafkasDog","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106606"},{"id":"304018f3-f2df-48ef-b1fe-ed7a19068690","source":"guardian","source_id":"guardian:175106637","content_type":"comment","title":null,"body_preview":"Why does JD Vance keep saying loony things?\nPerhaps the answer is in the question?","author":"TedStewart","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106637"},{"id":"4cbe4663-c83c-4e1a-9f37-68aad4bd664f","source":"guardian","source_id":"guardian:175106654","content_type":"comment","title":null,"body_preview":"Ya'll really really need to stop 'sane washing' Trump, Vance and their corrupted court of Billionaire Cabal Musk, Thiel, et al. Saying Vance is saying \"loony\" things makes it sound almost as if he's s","author":"nyckate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106654"},{"id":"bec0c438-1ecf-4912-8950-6d4b033ae019","source":"guardian","source_id":"guardian:175106818","content_type":"comment","title":null,"body_preview":"Because he is totally amoral, hungry for power and recognition he’s testing out how his lunatic remarks go down so he can build his support for a presidential run. \n He doesn’t actually believe in any","author":"boredoldbat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106818"},{"id":"27a2fb73-2b8a-4f46-9b27-9384d268c260","source":"guardian","source_id":"guardian:175106821","content_type":"comment","title":null,"body_preview":"Voters sending Vance back to the couch with a pat on the knee is the hillbilly elegy I'm here for.","author":"Stephanophorous","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106821"},{"id":"4354498e-5cb8-4eaa-a52b-7f939e83f48b","source":"guardian","source_id":"guardian:175106837","content_type":"comment","title":null,"body_preview":"Vance is a spoiled little rich kid from OHIO with the brain power or maybe less than Trumps…he should crawl back under the rock he came out of…","author":"rljbestcoast","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106837"},{"id":"3d487dc3-b578-4c03-a83c-acd8b488b1e6","source":"guardian","source_id":"guardian:175106854","content_type":"comment","title":null,"body_preview":"I think that both Vance and Rubio are dull, third rate speakers who will not be able to relight the MAGA election boiler. However, the regime does have an individual who could be a strong candidate. H","author":"ShermanIII","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106854"},{"id":"19654a5f-f32c-4aee-9d49-3da221da4714","source":"guardian","source_id":"guardian:175106864","content_type":"comment","title":null,"body_preview":"At the end of the day, there is not that much there in JD. At best, he's malleable and just smart enough to be far more dangerous than Trump.","author":"FredUpNorth","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.36829836829836826,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106864"},{"id":"ef8d03a6-b292-4154-8561-7dd19bef5cd8","source":"guardian","source_id":"guardian:175100620","content_type":"comment","title":null,"body_preview":"I climbed into my car one autumn evening, set off for home and soon began to smell the bonfires, and see the fireworks that mark the start of November - except it was in my car. I had bought a reflect","author":"Myopinionsucks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175100620"},{"id":"0bcc8cc4-f299-43e1-a938-91f6fa790db0","source":"guardian","source_id":"guardian:175100729","content_type":"comment","title":null,"body_preview":"And did the experience leave you with a warm feeling?","author":"Matthew2012","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714285,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175100729"},{"id":"04689c18-406c-43b1-a580-167184b72646","source":"guardian","source_id":"guardian:175100742","content_type":"comment","title":null,"body_preview":"Given the number of lithium batteries out there, it can only be a matter of time before an incident like this causes catastrophic loss of life.","author":"GerardArduaine","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175100742"},{"id":"52dacfc3-53eb-4ac1-b087-90e21ceaad7a","source":"guardian","source_id":"guardian:175101150","content_type":"comment","title":null,"body_preview":"Simple solution, lose the vapes. Formaldehyde is very bad for human bodies.","author":"mrwood1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175101150"},{"id":"1dc312a8-9f9e-4acb-832f-6bf39ff65c5a","source":"guardian","source_id":"guardian:175101504","content_type":"comment","title":null,"body_preview":"Is that a euphemism? As in, 'handbagged' in an extreme, fiery manner?","author":"YebbutNo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175101504"},{"id":"7c3216df-b108-40d2-a58b-f3e93c2825bb","source":"guardian","source_id":"guardian:175101915","content_type":"comment","title":null,"body_preview":"Please for those reading here: Do not vape if at all possible. It is not healthy and it is not safe. Imagine if that handbag were on a jet plane with you and the nature of the yet greater consternatio","author":"MarkPJNY","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.575464677553117,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175101915"},{"id":"e7d4f4a8-e697-421e-ab2d-995ae873281b","source":"guardian","source_id":"guardian:175102354","content_type":"comment","title":null,"body_preview":"I'm delighted if you've given up smoking because it will kill you, but vaping is still dangerous for your lungs, just less cancerous than tobacco smoke. Maybe it's a sign to give up the vape habit.","author":"GrasmereGardens","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175102354"},{"id":"e509b07e-3fe4-40d9-b684-6ef68e129741","source":"guardian","source_id":"guardian:175102362","content_type":"comment","title":null,"body_preview":"If I couldn't leave home without a half-bottle of whisky in my handbag, I should maybe question my lifestyle. Likewise for spare vape batteries.","author":"Kasetekorn1951","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote_implied","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175102362"},{"id":"fa0876e5-ee94-4946-a3ad-34dcd1f94464","source":"guardian","source_id":"guardian:175102753","content_type":"comment","title":null,"body_preview":"Is it really so challenging for vape designers to come up with a battery with terminals which are covered until the battery is inserted into the vape?","author":"SquidwardsBeenTaken","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175102753"},{"id":"053c6ea3-739d-4d58-afcc-873d22a1f5f0","source":"guardian","source_id":"guardian:175103891","content_type":"comment","title":null,"body_preview":"I had a finished pp3 battery and popped it in my pocket to put in the battery recycling at work where I knew I would be in a few hours. However, PP3 batteries have both terminals at one end and I had ","author":"TeaCoffeeAndCake","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175103891"},{"id":"693b2bb5-7ace-4e97-a83c-b5a3a84b4a56","source":"guardian","source_id":"guardian:175104029","content_type":"comment","title":null,"body_preview":"If you’re saying you’re inhaling vapour of questionable chemicals, then maybe this was a (somewhat dramatic) sign.\nOTOH: if you’re vaping weed instead of smoking joints with tobacco, bound to be bette","author":"shanesongs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175104029"},{"id":"b257063a-2c27-4cd2-803a-32131e041c7f","source":"guardian","source_id":"guardian:175105701","content_type":"comment","title":null,"body_preview":"Yes, being on a plane would have been bad. Vaping paraphernalia should be banned. Especially on planes.","author":"jjustus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175105701"},{"id":"7db2ff1b-dc48-46da-8a52-fb82be31fb28","source":"guardian","source_id":"guardian:175106050","content_type":"comment","title":null,"body_preview":"Yup. That's also why you don't carry a 9V battery in a pocket full of coins, or put a spanner across the terminals of a car battery: shorting the terminals very rapidly converts the stored energy of a","author":"AlanWatson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106050"},{"id":"5d3367e0-f727-419e-9ecf-14aa858dba00","source":"guardian","source_id":"guardian:175106219","content_type":"comment","title":null,"body_preview":"I've seen someone set a waste bin on fire with dead batteries. connected two expired 9v PP3s together by their clips then chucked them. (Not maliciously, just didn't occur to him.) Still enough residu","author":"unclestinky","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2448392032694494,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106219"},{"id":"8ad2f57f-8f2e-424d-8c83-29069582898c","source":"guardian","source_id":"guardian:175106657","content_type":"comment","title":null,"body_preview":"Vaping is vile \n It’s only a matter of time before it’s declared just as dangerous as smoking cigarettes. \n It’s a good thing you weren’t on the tube. \n Not only does it look really lame but the smell","author":"boredoldbat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106657"},{"id":"556eccd7-0ae2-46c0-bd00-3e59e47f57a5","source":"guardian","source_id":"guardian:175106929","content_type":"comment","title":null,"body_preview":"Good grief, this writer must have a very sluggish amygdala - she saw a flame come out of her handbag and ignored it.","author":"Activetense","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106929"},{"id":"0ed03213-0ec9-41f4-9fd9-e81aa374c768","source":"guardian","source_id":"guardian:175107301","content_type":"comment","title":null,"body_preview":"Another argument for physics and chemistry lessons in all schools.","author":"lizzieflint","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107301"},{"id":"45b07e71-e0a0-460a-86b2-2f5b188d96f4","source":"guardian","source_id":"guardian:175107308","content_type":"comment","title":null,"body_preview":"A looong time ago, I used to help out at my local electronics store that catered to repair shops, hobbyists and sundry cottage industry. \n One popular item back then was the humble AA NiCd cell, used ","author":"flyingdutchman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107308"},{"id":"8be10e9d-1451-458e-ab2a-ed21fcc25b3c","source":"guardian","source_id":"guardian:175107339","content_type":"comment","title":null,"body_preview":"As retired electronics engineer and one who also uses some quite large lithium batteries to power my RC model aeroplanes I'm well aware of the care needed with them. Actually any charged battery store","author":"geoff1940","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","personal_experience","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107339"},{"id":"fd3ab083-c376-476f-8965-8f47be9e4878","source":"guardian","source_id":"guardian:175107348","content_type":"comment","title":null,"body_preview":"I am neither a smoker nor a vaper, but I am gobsmacked at the ill informed pearl clutching btl here. It is an established FACT that vaping is less harmful than smoking. What is wrong with people that ","author":"AngyOldWoman","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107348"},{"id":"f32e7f4c-0523-4d13-b797-01582d858ae6","source":"guardian","source_id":"guardian:175107349","content_type":"comment","title":null,"body_preview":"I wonder when the winter homeless will twig that you can harvest the batteries of two or three limebike leftalones and make quite a decent blaze?","author":"thegreatfatsby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107349"},{"id":"7a71821b-bbec-430a-9ee7-5ddbba13bc25","source":"guardian","source_id":"guardian:175107464","content_type":"comment","title":null,"body_preview":"The picture reminds me of the opening sequence to the show \"The Good Fight.\" Though vaping is no way the same as micro-dosing mushrooms depicted in the show.","author":"dallastxhollywood","classification":"human_created","confidence":0.7,"indicators":["natural_digression","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107464"},{"id":"037ad52b-8074-44bf-96d0-01d56f8b8b06","source":"guardian","source_id":"guardian:175106655","content_type":"comment","title":null,"body_preview":"Trump never attacks the military complex, spending trillions of taxpayer dollars on weapons and illegal wars, but when people want homes, education,healthcare and infrastructure, they're labelled as c","author":"Wubblyjubbly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106655"},{"id":"13e18e0b-c97b-4636-b8d8-dbb047e22945","source":"guardian","source_id":"guardian:175106672","content_type":"comment","title":null,"body_preview":"Comrade Reich. America was not built by Communism, it was built as a nation who accepted refugees from religious and political persecution. Including communists. They each embraced the opportunity tha","author":"007silly","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","false_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106672"},{"id":"f094c651-890e-4154-b52e-90c02ab82a01","source":"guardian","source_id":"guardian:175106688","content_type":"comment","title":null,"body_preview":"Trump, as he descends further into dementia, could be quite easily persuaded to support communism given that red=Republican in his head! The rest of America can continue to be scared of reds under the","author":"Commonsensetoo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","political_commentary","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106688"},{"id":"87b8297a-c1ba-4a3a-8c52-b890624e1be5","source":"guardian","source_id":"guardian:175106691","content_type":"comment","title":null,"body_preview":"It is highly probable this is not the first suggestion that he has no red cards to play.","author":"imstilldpack","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106691"},{"id":"b959f7a3-2992-4df0-b98c-a41ca3bdd63f","source":"guardian","source_id":"guardian:175106698","content_type":"comment","title":null,"body_preview":"Even at the height of the cold war the American communist party was basically run by the CIA, so that they could keep an eye on the tiny communist community in the USA\nI think groups that are labeled ","author":"Hermanovic","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106698"},{"id":"ca6ed07e-0bd4-4a27-b38e-3f68dd94a36c","source":"guardian","source_id":"guardian:175106715","content_type":"comment","title":null,"body_preview":"In many ways, capitalism – or whatever you want to call our current system – has failed them.\nIt's capitalism. Why pretend it would make sense to call it anything else?","author":"NickGotts","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106715"},{"id":"8ea83bfd-d7c9-4713-b0e5-d0626882234f","source":"guardian","source_id":"guardian:175106730","content_type":"comment","title":null,"body_preview":"The problem for Trump is that the stars of the Democratic party whom Trump wants to defile have nothing whatsoever to do with communism. They barely have anything to do with socialism\nWell, that's not","author":"FriendlyEmpiricist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106730"},{"id":"c5eabdfd-2d36-4b3f-b392-49dc0b6bd2ee","source":"guardian","source_id":"guardian:175106746","content_type":"comment","title":null,"body_preview":"Trump isn't \"attacking communists\". \n I doubt he could even properly explain communism. \n Trump has just spit his dummy, once again. \n He knows he's onto a hiding come the midterms, unless he can rig ","author":"LoupGarou","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106746"},{"id":"bee75844-c19e-4592-aebe-e7ceedc929d2","source":"guardian","source_id":"guardian:175106777","content_type":"comment","title":null,"body_preview":"\"Americans love socialism, they just hate the word.\" Many in the poorest and most MAGA sections of the US live on disability. Many exist only because of Social Security. But my God, they are thick - t","author":"JustBob48","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106777"},{"id":"b6e5f85b-9c85-422e-8a63-ff6b4af99eca","source":"guardian","source_id":"guardian:175106879","content_type":"comment","title":null,"body_preview":"For once Reich might be correct.. Trumps running out insults to hurl at his opponents.. ur now either an immigrant or a communist or have TDS… i welcome all three labels…","author":"rljbestcoast","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106879"},{"id":"d018be92-113b-4011-9ae6-219de13996d6","source":"guardian","source_id":"guardian:175106880","content_type":"comment","title":null,"body_preview":"I thought Trump rescinded the red card. He is a sports expert after all.","author":"Stephanophorous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106880"},{"id":"c7dde520-61bd-4e47-8e6d-066d9e95044e","source":"guardian","source_id":"guardian:175106881","content_type":"comment","title":null,"body_preview":"Which \"Communists\" is Trump talking about? His friend Putin?\nTrump has just completed his task of convincing Iranians they need a nuclear weapon. Is he about to try go convince Americans they should b","author":"unreceivedopinions","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106881"},{"id":"cea878a6-80a0-4c4a-b3c7-3bc88214570e","source":"guardian","source_id":"guardian:175106913","content_type":"comment","title":null,"body_preview":"Trump’s last straw of a drowning man, metaphorically speaking, everything he has touched in his life has been one disaster for those around him and capitalism in general. As stated his ideology is me ","author":"mudgie","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","semantic_blandness","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106913"},{"id":"f5aca997-50af-48b9-8f51-f14a6e601d3c","source":"guardian","source_id":"guardian:175106948","content_type":"comment","title":null,"body_preview":"trump crying about communists is trump is collapse. only the media is still addicted to trump. the rest of the world has moved on.","author":"WeiWuWei","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106948"},{"id":"a92ac7e9-613c-4ea1-9c1c-7a7227b7a9aa","source":"guardian","source_id":"guardian:175106968","content_type":"comment","title":null,"body_preview":"Trump’s phone- Made in Communist China. Trump’s Holy Bible - Made in Communist China. You name it, whatever Trump sells it was probably made in Communist China, along with Elon Musk’s EVs- where would","author":"Densher","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106968"},{"id":"f9c26844-e9b9-419a-9dce-87421df6d549","source":"guardian","source_id":"guardian:175106971","content_type":"comment","title":null,"body_preview":"Trump could not even spell communism let alone explain what it is.","author":"ARestlessNative","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106971"},{"id":"c9fe5764-053d-4b86-9691-a6de87808122","source":"guardian","source_id":"guardian:175106975","content_type":"comment","title":null,"body_preview":"The only thing that springs to mind after reading this is the observation that Trump, like McCarthy, does not have any sense of decency... Sadly, it would seem, nor do many of his most zealous followe","author":"fraser48","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175106975"},{"id":"d190b22b-18a3-488b-ab90-d07191ad563d","source":"guardian","source_id":"guardian:175107006","content_type":"comment","title":null,"body_preview":"`mmmeeellllllaaannia those sickopinkocommies are at it again...mellobear,,,,you know I was only kidding around about Nato right,,,now everyone is upset...I mean it was only a soccer game and we are al","author":"regdunlopper","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.2857142857142857,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107006"},{"id":"45c9564d-2ec4-445d-b2b8-79da0ba509d0","source":"guardian","source_id":"guardian:175107047","content_type":"comment","title":null,"body_preview":"Communism, socialism, and Capitalism are just terms invented by Karl Marx. There are like dozens of different schools of free enterprise with varying different results of effectiveness. Karl Marx actu","author":"AdorablePrimate","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","strong_opinions"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107047"},{"id":"ad338089-9699-43be-9c2c-cb4e8e440a67","source":"guardian","source_id":"guardian:175107050","content_type":"comment","title":null,"body_preview":"Helping to sink McCarthy was a young first-term Republican Senator from Maine, Margaret Chase Smith. Her June 1, 1950 speech from the Senate floor co-sponored by 7 other Republican Senators, was a \"De","author":"FredUpNorth","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.36829836829836826,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107050"},{"id":"80fcc5be-b304-4271-b497-4da67d1a1389","source":"guardian","source_id":"guardian:175107053","content_type":"comment","title":null,"body_preview":"A spectre is haunting trump. The spectre of impeachment and prison time.","author":"WTobiasJr","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107053"},{"id":"283a9a1c-d344-4634-a43c-b5d4f4c4317f","source":"guardian","source_id":"guardian:175107054","content_type":"comment","title":null,"body_preview":"There is nothing 'neo' about Trump's fascism, although I doubt that he actually knows what fascism is except that there were some very odious leaders of odious fascist governments that he admires and ","author":"robinatcrafers","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases","personal_stance"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107054"},{"id":"b4ae3e0b-3e69-4003-ab33-e82976afef80","source":"guardian","source_id":"guardian:175107066","content_type":"comment","title":null,"body_preview":"This dotty old orange boar hasn't had an original thought in decades. Did he become tired of ANTIFA's \"radical leftists\" for his evil boogey man accusations. Ask Trump and any of his supine stooges to","author":"SteveSF","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107066"},{"id":"71b2c577-056f-4306-9068-2dea50cc3d51","source":"guardian","source_id":"guardian:175107159","content_type":"comment","title":null,"body_preview":"May I also remind everyone that the thing that Trump most wishes to distract us all from \n is the Epstein files from paed scare to red scare, \n please don’t be fooled, there is something in those file","author":"Aintnosanityclause","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107159"},{"id":"64e6429a-2c53-4f03-8292-61f7c62e47cd","source":"guardian","source_id":"guardian:175107202","content_type":"comment","title":null,"body_preview":"Playing the communist card is pure distraction politics. Whenever the heat is on for Trump - which is very often, he goes for a subject that he thinks will pull people's attention away from the main i","author":"beechen","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107202"},{"id":"24783e69-9c8a-40de-b6aa-32a1936c1488","source":"guardian","source_id":"guardian:175107214","content_type":"comment","title":null,"body_preview":"Trump deflects in much the same way as Farage attempts to deflect with another by-election !\nTo kick their legal problems down the road until we all forget about them.","author":"WalkthiswayX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107214"},{"id":"9efbed66-f8fa-407a-9b5d-dce11d6b4d3d","source":"guardian","source_id":"guardian:175107220","content_type":"comment","title":null,"body_preview":"My American family (through marriage ) are convinced the NHS is a socialist/communist plot.","author":"notory","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107220"},{"id":"5e695d59-367b-4257-9201-7ceb93baec2c","source":"guardian","source_id":"guardian:175107228","content_type":"comment","title":null,"body_preview":"When the Soviet Union came about, the capitalists did not work to improve the lot of workers. Instead they reacted with oppression and gave us Mussolini, the Depression, and Hitler. Apparently they ha","author":"NoVaShenandoah","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","historical_argumentation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175107228"},{"id":"b343f23d-7f86-4b2b-a25a-92b0cd9eb1c2","source":"guardian","source_id":"guardian:175108067","content_type":"comment","title":null,"body_preview":"Comments on this piece are pre-moderated to ensure discussion remains on topics raised by the writer. Please be aware there may be a short delay in comments appearing on the site.","author":"CommunityMod","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0.1270560531170995,"content_class":"automated_moderation","collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175108067"},{"id":"b22038be-ec1c-4cfe-b313-871ed8de8d7c","source":"guardian","source_id":"guardian:175108270","content_type":"comment","title":null,"body_preview":"..can AI be trusted when it comes to skincare advice?... \n I get the feeling that science isn't going to fall short during the next revolution but the people will. AI isn't going benefit but exploit u","author":"GuardianUser2026","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175108270"},{"id":"6f891be3-5472-4d37-a66b-28537f06804b","source":"guardian","source_id":"guardian:175108283","content_type":"comment","title":null,"body_preview":"last year i consulted AI about a) a new sun freckle on my face (with a photo) \n and b) about an area of tax compliance \n and both times AI replied with answers that left me scared and horrified like a","author":"greencorn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_anecdote","contrasting_comparison"],"bot_score":0.09283699418166233,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175108283"},{"id":"671c26cf-142b-41e0-91a5-4ee7d322ff78","source":"guardian","source_id":"guardian:175108378","content_type":"comment","title":null,"body_preview":"Nup just stick to soap, water and Ponds Beauty Cream all have been around far longer than AI.","author":"Whatwokeme","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jul 08 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/175108378"},{"id":"5dfddd8f-b7af-48b4-91d9-18949c5b5417","source":"lobsters","source_id":"lobsters:c_mmfvzz","content_type":"comment","title":null,"body_preview":"It would be nice were there some way to prevent sneakerweb sites from accessing the internet. Would probably need to disable Javascript, too, in order to prevent DOM manipulation.","author":"rau","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_opinion","absence_of_ai_signals"],"bot_score":0.07271302074318882,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_mmfvzz"},{"id":"4e8378fa-cc35-4281-b96e-f5477e09cd33","source":"lobsters","source_id":"lobsters:c_hgxdk7","content_type":"comment","title":null,"body_preview":"Is the design that a piece of physical media contains what we would consider a single, self-contained website? Or would you also forward along any linked-to or otherwise interesting sites, created by ","author":"eyesinthefire","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_hgxdk7"},{"id":"a0a45ead-afae-49f2-bed7-aa8983ecf46b","source":"lobsters","source_id":"lobsters:c_6bdwkb","content_type":"comment","title":null,"body_preview":"As both dustyweb and SoapDog mentioned, this week we’re all at Dweb Camp, and hopefully we send out lots of carriers around the world from here!","author":"gwil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_6bdwkb"},{"id":"9acfad57-d571-4352-b463-e1e30d0e8871","source":"lobsters","source_id":"lobsters:c_6j5pav","content_type":"comment","title":null,"body_preview":"We’ve discussed whether to offer such a thing from the website and whether it suits the spirit of the project. For now at least, we are seeding the sneakerweb on foot!","author":"gwil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_6j5pav"},{"id":"f5128728-66c1-4434-bcce-a34203d0e5cb","source":"lobsters","source_id":"lobsters:c_yfb5dp","content_type":"comment","title":null,"body_preview":"Are there any demo .snk files available for download so that we can test the sneakerweb serve command?","author":"kas","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_yfb5dp"},{"id":"ff8d8b27-3d6b-4c88-aedc-cb8c7c7937ce","source":"lobsters","source_id":"lobsters:c_q5z4ir","content_type":"comment","title":null,"body_preview":"To the extent that users heed the admonition to only exchange sneakerswebsites via physical media, I would think that the slow speed and friction of expanding one's personal \"web\" would make it not a ","author":"nrvous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_q5z4ir"},{"id":"7b6ad8c2-d205-4212-bb9f-3627752afcd4","source":"lobsters","source_id":"lobsters:c_wcsudm","content_type":"comment","title":null,"body_preview":"I love this kind of old timey we can all trust each other because we’re all academics puttering about with this amazing invention internet ideas, but how do you guard against the absolute SCALE of spa","author":"kghose","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.009259259259259248,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_wcsudm"},{"id":"5016cf9e-2515-4589-811a-9d7d1073ca52","source":"lobsters","source_id":"lobsters:c_7hmtvs","content_type":"comment","title":null,"body_preview":"Oh, one more question, on the main sneakerweb serve page, there's a sort option for sneakiest domain. I'm not sure what that means.","author":"munksgaard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23644267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_7hmtvs"},{"id":"4826a751-de0d-43c8-8f63-8848abcd85e3","source":"lobsters","source_id":"lobsters:c_m0byqv","content_type":"comment","title":null,"body_preview":"For anyone who's curious, here's what I've surmised so far:\n\nYou start by creating a domain (sneakerweb domain). This creates a public and private key that you should save. The only way to update a pr","author":"munksgaard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.23644267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_m0byqv"},{"id":"a3207725-355a-4bba-90c4-a1e894c2b124","source":"lobsters","source_id":"lobsters:c_0atn99","content_type":"comment","title":null,"body_preview":"Fair, that’s currently only written in the protocol spec which is hardly where you’d expect to find it.","author":"gwil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_0atn99"},{"id":"0d4145bb-fc0e-4476-bfb6-4cac37c6bd58","source":"lobsters","source_id":"lobsters:c_zyozdw","content_type":"comment","title":null,"body_preview":"Interesting, but also: There's hardly any guidance on how to use this. It's not evident that a sneakerweb seems to be a collection of html pages linked together by a sneakerweb.html file (which I foun","author":"munksgaard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23644267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_zyozdw"},{"id":"6602f610-56ea-4056-8c35-60d20ae06c44","source":"lobsters","source_id":"lobsters:c_8v3dc8","content_type":"comment","title":null,"body_preview":"I was just looking at the website, I like it so much!! feels like a magazine","author":"SamRW","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.420854210001836,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_8v3dc8"},{"id":"95f5e21a-a660-412c-a637-7e7bef1f2cc5","source":"lobsters","source_id":"lobsters:c_ykjrsm","content_type":"comment","title":null,"body_preview":"I posted this here and I am also at the camp already, feel welcome to say hi! There will be a workshop at the camp, stay tuned for the schedule.","author":"SoapDog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_ykjrsm"},{"id":"3a174a25-ad9d-4f93-8696-5d3acb3fde00","source":"lobsters","source_id":"lobsters:c_svmjxe","content_type":"comment","title":null,"body_preview":"By the folks behind Willow and Bab! Excellent set of projects, good humans behind them too.\n\nSammy and Aljoscha post updates over at Worm Blossom, which is one of my favorite websites ever: not only l","author":"dustyweb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vwni9c/sneakerweb#c_svmjxe"},{"id":"1de895d3-82b8-4f07-ae67-44c7510658f0","source":"lobsters","source_id":"lobsters:c_hqrfll","content_type":"comment","title":null,"body_preview":"I just think the whole GitHub thing is just a dumpster fire with all the changes they're making. I'm glad I hosted my own stuff. Yuck!","author":"symgryph","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_action"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/isvjz0/github_has_restricted_access_star_data#c_hqrfll"},{"id":"fc63c337-f2f4-498c-b874-9562b16047fa","source":"lobsters","source_id":"lobsters:c_ncxx7i","content_type":"comment","title":null,"body_preview":"While I'm technically all for any measures that reduce spam... this mostly just makes star astroturfing easier to perform and harder to detect, and make adversarial compatibility even harder as well.","author":"dmbaturin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/isvjz0/github_has_restricted_access_star_data#c_ncxx7i"},{"id":"e38a4494-e205-4992-ae2c-7b11ab1b66ce","source":"lobsters","source_id":"lobsters:c_mav3yq","content_type":"comment","title":null,"body_preview":"The original announcement by GitHub is probably a better link than a project downstream of the changes: https://github.blog/changelog/2026-06-30-upcoming-access-restrictions-to-public-api-endpoints-an","author":"rcalixte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.18055555555555552,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/isvjz0/github_has_restricted_access_star_data#c_mav3yq"},{"id":"40dc08b5-e7fd-44ec-a610-f9ec405767ef","source":"lobsters","source_id":"lobsters:c_ussgia","content_type":"comment","title":null,"body_preview":"Bypass the blogspam: https://arxiv.org/abs/2607.02820","author":"fanf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/qlw9wg/new_research_verified_github_commit_is#c_ussgia"},{"id":"d37fc69b-5b2d-49e7-acbd-f002660dbbdd","source":"lobsters","source_id":"lobsters:c_ypx8vs","content_type":"comment","title":null,"body_preview":"Anxious about the next incremental releases, also Acadia public release.\nElm compiler was already insanely fast, now it is even more.","author":"Gabriela","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_ypx8vs"},{"id":"5ff629eb-90f1-4dc7-abf6-c19c3f8bcf9d","source":"lobsters","source_id":"lobsters:c_on1tzq","content_type":"comment","title":null,"body_preview":"I probably wouldn't get your hopes up too much for a type class-style feature. From the wording in the blog post I’m imagining that this will just involve adding some new constrained type variables (i","author":"brendan","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_on1tzq"},{"id":"9bfd2e01-5521-45af-afb5-dd2ccfb49b1f","source":"lobsters","source_id":"lobsters:c_1izosw","content_type":"comment","title":null,"body_preview":"more visible features like equatable and hashable types.\n\n\nI’d be interested to see how elm addresses this - one of the more controversial design choices of the language is to avoid some of the more p","author":"sdhand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_1izosw"},{"id":"f5af8dc0-fe85-44b7-9f1b-0c3ecccced27","source":"lobsters","source_id":"lobsters:c_elwfdj","content_type":"comment","title":null,"body_preview":"Had the pleasure of watching Evan speak at ZuriHac 2026 and he alluded to a new Elm release coming, which I found really surprising. Hopefully we get the video up soon, but it sounds like he's underst","author":"ocharles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_elwfdj"},{"id":"ebcb5b0d-37ba-4520-8efd-3b23f3595714","source":"lobsters","source_id":"lobsters:c_gjay2u","content_type":"comment","title":null,"body_preview":"Emotive, but the honest truth: Elm makes me feel good like no other programming language. It feels calm and promising, like clean sheets on the bed, or the scent of earth after rain.","author":"Sietsebb","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.051156959052818265,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_gjay2u"},{"id":"c08ad9a3-1ff7-4478-91db-7baeae51d429","source":"lobsters","source_id":"lobsters:c_jcgj0a","content_type":"comment","title":null,"body_preview":"Stepping away from modern webdev to Elm never feels like stepping back in time, either — it feels like stepping into the future.","author":"Sietsebb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.051156959052818265,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_jcgj0a"},{"id":"1f87edf5-8fa5-4453-bfd9-0f56a333a708","source":"lobsters","source_id":"lobsters:c_9xvlsd","content_type":"comment","title":null,"body_preview":"Nice to see this, every once in a while I like to revisit Elm as a nice break from the madness of modern front end development.","author":"Jackevansevo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_9xvlsd"},{"id":"51ae6b46-884f-4de6-8279-ff108a7a0c17","source":"lobsters","source_id":"lobsters:c_wcek51","content_type":"comment","title":null,"body_preview":"Yup, especially in frontend where everything moves at insane pace.","author":"miro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_wcek51"},{"id":"3c3186ef-2ab2-4273-bdc7-5f88bfbe8cf7","source":"lobsters","source_id":"lobsters:c_mtp6an","content_type":"comment","title":null,"body_preview":"Awesome to see updates from Elm!\n\nIt's a bit unusual for a programming language to not have any updates for years. I understand why, but public perseption is a weird thing.","author":"skatkov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_mtp6an"},{"id":"32392d69-d855-45e6-9c2e-77fa025537f5","source":"lobsters","source_id":"lobsters:c_l9z9nw","content_type":"comment","title":null,"body_preview":"Is this the mentioned Equatable? I understood that as something that might be added on top, but re-reading it, I think I might have misunderstood it.\n\nEvan's taste is immaculate tho, I'll be looking f","author":"zetashift","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_l9z9nw"},{"id":"ae58c6f2-19f8-471c-acbb-f5ae8a6963aa","source":"lobsters","source_id":"lobsters:c_nty9v0","content_type":"comment","title":null,"body_preview":"The described breaking changes sound like they could be very disruptive- there's a lot of Elm code out there that would need to be changed when == etc no longer accept any type. It'll be interesting t","author":"lpil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_nty9v0"},{"id":"45542ad7-a0b3-4d3f-bb9e-05903befeea0","source":"lobsters","source_id":"lobsters:c_lvpvu8","content_type":"comment","title":null,"body_preview":"Oh this is a very pleasant surprise! I always liked the stability of Elm and it seems that 1.0 won't do anything crazy either(this is imo a good thing!).","author":"zetashift","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_expression"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_lvpvu8"},{"id":"09c48ae4-2fd8-4d95-84c1-3ce1c8de5f41","source":"lobsters","source_id":"lobsters:c_a2evpo","content_type":"comment","title":null,"body_preview":"Elm made web development fun. I'm excited to see what 1.0 brings.","author":"nick4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_a2evpo"},{"id":"3ea590bd-8f3b-4839-b423-9af61643fee7","source":"lobsters","source_id":"lobsters:c_2nithy","content_type":"comment","title":null,"body_preview":"I also came here to say this, I found elm delightful to use when I picked it up for a side project, but the community seemed (from the outside) a bit dormant. Very exciting stuff!","author":"strongoose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_2nithy"},{"id":"9119fcc5-44dd-4bce-b359-73cf583cb4d0","source":"lobsters","source_id":"lobsters:c_4a6fls","content_type":"comment","title":null,"body_preview":"Yeah, that's what made me leave as well. Both the practical implications and the hostile mentality. So I'm hoping that Evan did some reflection these past 7 years and changed his mind.","author":"enobayram","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_4a6fls"},{"id":"742e0981-56ea-4077-bc2a-4d10df108ee2","source":"lobsters","source_id":"lobsters:c_a29u3y","content_type":"comment","title":null,"body_preview":"Yeah, this made me nope out of the project which I loved at the time—along with the community acting like it was fully okay to have it denied to your average user without forking the compiler or being","author":"toastal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.009259259259259248,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_a29u3y"},{"id":"90fb2a71-a740-41f7-991c-e650bd38cbe4","source":"lobsters","source_id":"lobsters:c_31toy0","content_type":"comment","title":null,"body_preview":"I hope he got a little softer on the subject of FFI in the mean time","author":"enobayram","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_31toy0"},{"id":"8a5785cd-dad2-4404-bc10-452a93f5fb91","source":"lobsters","source_id":"lobsters:c_bltery","content_type":"comment","title":null,"body_preview":"I'm so excited to see Evan's planning for a v1 release!!","author":"giacomo_cavalieri","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_bltery"},{"id":"0ce81672-b754-44fd-8aa4-801b2026fed8","source":"lobsters","source_id":"lobsters:c_vefv8n","content_type":"comment","title":null,"body_preview":"wow! elm 0.19.1 released on 21 Oct 2019, a full 7 years ago, and was also the last bit of public news about elm development, its quite refreshing to see some news from the project.","author":"op","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12499999999999999,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/krej7c/faster_builds_with_elm_0_19_2#c_vefv8n"},{"id":"ec697890-d455-4481-a6fa-c759e74f3217","source":"lobsters","source_id":"lobsters:c_nebfy7","content_type":"comment","title":null,"body_preview":"In response to ~tuxes and offering a bit of explanation, see this story:\n\nhttps://keymaterial.net/2025/11/27/ml-kem-mythbusting/\n\nIt explains the rather weak rationale behind wanting PQ only and not h","author":"johnklos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_nebfy7"},{"id":"14a1d929-ca52-4683-a477-3643769c5319","source":"lobsters","source_id":"lobsters:c_cxuow4","content_type":"comment","title":null,"body_preview":"The NSA is not against hybrid either, they just decided that they could move the whole government to non hybrid","author":"Diana","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_cxuow4"},{"id":"30b2cf0d-af74-46fd-bf81-1c56cd36e71a","source":"lobsters","source_id":"lobsters:c_4oiliy","content_type":"comment","title":null,"body_preview":"NSA (CNSA 2.0), not NIST. Plus apparently lots of vocal cryptography implementors who like new shiny crypto instead of being conservative. NIST doesn't mind composites (see https://csrc.nist.gov/Proje","author":"dchest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_4oiliy"},{"id":"0329bdaa-7327-48f5-a4aa-d6d73df90b37","source":"lobsters","source_id":"lobsters:c_yrqnhu","content_type":"comment","title":null,"body_preview":"I agree with everything you've said. :) That IETF link was just the first pure PQC algorithm for SSH that I found, and it happened to be key exchange. https://datatracker.ietf.org/doc/draft-rpe-ssh-ml","author":"tuxes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.0357142857142857,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_yrqnhu"},{"id":"ea901201-299f-4eeb-a6c9-e76176b393d0","source":"lobsters","source_id":"lobsters:c_scdzo5","content_type":"comment","title":null,"body_preview":"CNSA 2.0 defines that if you provide government software, you pick pure PQC across each of the domains. For SSH, that looks to be https://datatracker.ietf.org/doc/draft-harrison-sshm-mlkem/ .\n\n\nThat's","author":"lonjil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","specific_technical_detail","absence_of_ai_indicators"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_scdzo5"},{"id":"6856a326-a166-44ea-9e60-dfafc150bcfa","source":"lobsters","source_id":"lobsters:c_krhy3a","content_type":"comment","title":null,"body_preview":"I think the comparison is a type error: OpenSSH is an implementation and NIST/NSA's stance is a standard. And the incentives/timeline/scope differs significantly.\n\nNSA's PQC standard, CNSA 2.0, is to ","author":"tuxes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0.0357142857142857,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_krhy3a"},{"id":"84cf8f0f-58cf-4a90-8fb1-d0db7fe53f64","source":"lobsters","source_id":"lobsters:c_cbtyee","content_type":"comment","title":null,"body_preview":"I kind of enjoy their fuck you stance on the whole whole nist thing where nist says not to use the hybrid classic fallback for quantum and most of the Europeans and I guess in this case the Canadians ","author":"symgryph","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/caofow/openssh_10_4#c_cbtyee"},{"id":"5de55e54-bcb9-4841-85bd-8b1cf9c5a6ba","source":"lobsters","source_id":"lobsters:c_6obbnd","content_type":"comment","title":null,"body_preview":"The short summary: OpenBSD mitigations are pretty effective at removing hidden sequences of instructions ending with a ret.\n\nUnfortunately, functions tend to end with ret, and those returns can also b","author":"orib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.06547619047619047,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/xclcel/final_return_for_openbsd_anti_return#c_6obbnd"},{"id":"2b353f8e-5e10-4c2d-ae98-095db6737187","source":"lobsters","source_id":"lobsters:c_ajv75n","content_type":"comment","title":null,"body_preview":"We compare our GCC-ported standalone utility to the original OpenBSD LLVM mitigation and discovered that our standalone utility is weaker compared to the original LLVM-based mitigation. However, due t","author":"dpc_pw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/xclcel/final_return_for_openbsd_anti_return#c_ajv75n"},{"id":"553a0b10-cd2b-450b-8256-c30e29c062df","source":"lobsters","source_id":"lobsters:c_hi6kw9","content_type":"comment","title":null,"body_preview":"I think adopting new patterns of infrastructure and trust models in how software development and distribution are done are Very Important. There is also \"forgefed\" - ActivityPub for git forges. Been a","author":"commanderk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/z4apqw/radicle_p2p_git_replication_with_git#c_hi6kw9"},{"id":"3c12ed4a-1a18-4eb4-b39e-1b3304ecdd02","source":"lobsters","source_id":"lobsters:c_ha8z1w","content_type":"comment","title":null,"body_preview":"If one would like to read the other submissions, they are on the old domain: https://lobste.rs/domains/radicle.xyz (I haven't been a Lobster long enough to know if there's a \"merge domain\" feature, bu","author":"mdaniel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/z4apqw/radicle_p2p_git_replication_with_git#c_ha8z1w"},{"id":"c09f2259-6aa2-4de5-bb7f-428cd9214bd0","source":"lobsters","source_id":"lobsters:c_wixorw","content_type":"comment","title":null,"body_preview":"Between Radicle, Sourcehut, Forgejo (and Gitea before that, though still going), and other options, there certainly feels like exciting things happening with version control systems; or at least, more","author":"mxuribe","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals","personal_reflection"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/z4apqw/radicle_p2p_git_replication_with_git#c_wixorw"},{"id":"46d7aa02-4597-41b5-8ad3-af8e860a36d4","source":"lobsters","source_id":"lobsters:c_2fxgf2","content_type":"comment","title":null,"body_preview":"I would say the analysis of the cost vs effectiveness (or just \"it is good enough\") would make this non-\"only business news\" enough for me but ymmv","author":"wink","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_2fxgf2"},{"id":"ce1c5452-e949-4c38-a5a3-b1190f611281","source":"lobsters","source_id":"lobsters:c_fpmr8r","content_type":"comment","title":null,"body_preview":"Google does have GLM 5.2 on Model Garden, but it's not serverless, so unless you really need a dedicated deployment for some strange reason, it's not really viable.","author":"refi64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.041666666666666644,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_fpmr8r"},{"id":"3a2b37ae-9737-43cf-a38e-de7bc30a3071","source":"lobsters","source_id":"lobsters:c_gdvee7","content_type":"comment","title":null,"body_preview":"I appreciate this thread is discussing 5.2 but depending on how \"latest\" you really need Bedrock has GLM 5 which isn't nothing. Seems to be the same story on GCP. I haven't used either one of those in","author":"mdaniel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_gdvee7"},{"id":"9144373e-bfd3-4947-a10d-32cea287c0d6","source":"lobsters","source_id":"lobsters:c_f8usud","content_type":"comment","title":null,"body_preview":"My recent experience looking at the latest open weight models on US cloud providers (at least the big 3) is that (a) they’re only available on azure if at all (b) azure seems to be running them on toa","author":"Student","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_f8usud"},{"id":"5a3900a6-806e-4292-a0de-fed3eebc560a","source":"lobsters","source_id":"lobsters:c_ajomji","content_type":"comment","title":null,"body_preview":"I'm curious about other people's perspectives. I've been trying to use claude with open weight models. In particular deepseek 3.2 and zai GLM5.2. This was via amazon bedrock and openai compatible endp","author":"shanemhansen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_ajomji"},{"id":"bdaf956f-3f10-4f20-a692-d624c8a29a4f","source":"lobsters","source_id":"lobsters:c_miylfj","content_type":"comment","title":null,"body_preview":"In my personal coding harness (tau-agent.dev) I just have a custom web_search tool  implementation which defaults to one of 2 public agentic search backends (exa and parallel IIRC). I never ran out of","author":"dpc_pw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_miylfj"},{"id":"66582b29-e69e-40d5-b760-236edb71d2fe","source":"lobsters","source_id":"lobsters:c_1h3sb7","content_type":"comment","title":null,"body_preview":"Secondly, and something I really didn't expect to be a blocker, is the lack of/poor web search capabilities. It turns out that nearly every agentic session does a lot of web searching for looking up i","author":"dvogel","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.03262845055463754,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_1h3sb7"},{"id":"0cd73d2f-713b-41da-8e9b-e256183c1f72","source":"lobsters","source_id":"lobsters:c_ipgglq","content_type":"comment","title":null,"body_preview":"True. But it also depends on your scale.\n\nIf it's a small group of devs solving different problems every day pushing a small number of products forward then a smarter more expensive model is fine.\n\nOn","author":"peter-leonov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_ipgglq"},{"id":"a4b7a75a-2529-400b-8a14-6a5f28154f21","source":"lobsters","source_id":"lobsters:c_r6ogck","content_type":"comment","title":null,"body_preview":"It's not obvious to me that \"almost as good\" implies \"worth using\" even at substantial savings. For anything I'm spending my own human effort on, it simply does not make sense to subject myself to stu","author":"bakkot","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_r6ogck"},{"id":"3560ed4b-a0d2-469a-a617-32e9d1054352","source":"lobsters","source_id":"lobsters:c_hrgltq","content_type":"comment","title":null,"body_preview":"Now, given it does use more tokens for a given task, this isn't a totally apples to apples comparison. But I'd be very surprised if it wasn't more than 50% cheaper for nearly all workflows, for a very","author":"hyperpape","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_hrgltq"},{"id":"8b4df316-ce34-4ae0-8554-5b5c96a12628","source":"lobsters","source_id":"lobsters:c_iuinfl","content_type":"comment","title":null,"body_preview":"I'm a certified Open Weight Models Endorser, but there are a few missed things in here:\n\n\nIn terms of subscriptions, Z.ai offers a \"coding plan\" subscription which mirrors the plans you'd see from Ant","author":"refi64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.041666666666666644,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_iuinfl"},{"id":"df7a636b-24e3-40b0-b9a4-a239e7484cbb","source":"lobsters","source_id":"lobsters:c_lwbana","content_type":"comment","title":null,"body_preview":"(In the long run though, it's a whole lot easier to develop cost-saving measures on top of LLMs, than to create the LLMs in the first place. So I expect the open architectures will catch up. It may ju","author":"df","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.49338712027640064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_lwbana"},{"id":"86ba9b31-43ae-4b47-b404-3bf75af1650f","source":"lobsters","source_id":"lobsters:c_fpgsof","content_type":"comment","title":null,"body_preview":"The important point is that the $100 or $200 monthly plans are not available to a large number of customers (enterprises, and generally any company with >150 seats), who pay pure token-based API price","author":"teoruiz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","specific_example"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_fpgsof"},{"id":"132bf780-7900-4236-9e33-e1d0df207cfa","source":"lobsters","source_id":"lobsters:c_gth9x5","content_type":"comment","title":null,"body_preview":"Some other possibilities:\n\nThey expect you to pay $100/month, and only use a small fraction of your quota. One hint is that the 20x plan is more expensive per-token than the 5x plan - because if you b","author":"df","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.49338712027640064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_gth9x5"},{"id":"4086fadc-80e0-4333-9b7a-50462c189f78","source":"lobsters","source_id":"lobsters:c_bmwwat","content_type":"comment","title":null,"body_preview":"Model routing also enables significant cost reductions. They likely have quantized versions of the models that are 95% as good but far cheaper to run, and use them without necessarily informing you.\n\n","author":"refi64","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.041666666666666644,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_bmwwat"},{"id":"59b016d8-9143-47b5-a538-bcc8a9c82ad8","source":"lobsters","source_id":"lobsters:c_zcjv5b","content_type":"comment","title":null,"body_preview":"Claude Code is made by Anthropic, so it can be very smart about doing this.\n\n\nPeople are doing MITM proxies etc. to analyze traffic and Claude Code has been scanned, decompiled, and analyzed. There is","author":"dpc_pw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_zcjv5b"},{"id":"3f7cfde0-c3af-4c9a-b255-bca30322dbab","source":"lobsters","source_id":"lobsters:c_jv8ioz","content_type":"comment","title":null,"body_preview":"The pricing math is interesting, and less in GLM's favor than you might think.\n\nFor coding, the dominant cost is input tokens. Most providers offer a 90% discount on cached input tokens, with an LRU c","author":"df","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.49338712027640064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ua1gxl/glm_5_2_coming_ai_margin_collapse#c_jv8ioz"},{"id":"8770fd6e-fa68-4a97-9c8b-ec048fa23732","source":"lobsters","source_id":"lobsters:c_clmvh1","content_type":"comment","title":null,"body_preview":"Tldr the author is better than “corporate” people because they “hand write” html in a “real editor”","author":"Student","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/tk8spu/friction_is_feature#c_clmvh1"},{"id":"ac282d64-6576-4536-9143-c563aa586714","source":"lobsters","source_id":"lobsters:c_jlagon","content_type":"comment","title":null,"body_preview":"This is so cool! HL2 is the first \"real\" video game I ever played, so seeing it used as the example of an era feels very appropriate.","author":"mtset","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.06218284592549484,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_jlagon"},{"id":"e50e7637-e687-4e7f-b9d9-76f24fbdae18","source":"lobsters","source_id":"lobsters:c_nfawh3","content_type":"comment","title":null,"body_preview":"Amazing. That reads like the synopsis of an episode of Veep, if Veep had been set during the cold war.","author":"lake","classification":"human_created","confidence":0.85,"indicators":["cultural_references","natural_digressions","absence_of_ai_signals"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_nfawh3"},{"id":"b8566847-b5c0-4fca-af6e-e5424febc839","source":"lobsters","source_id":"lobsters:c_oc4sok","content_type":"comment","title":null,"body_preview":"Maybe they'd have better luck if they were based in West Virginia","author":"nposting","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.04648934013857575,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_oc4sok"},{"id":"eaae85d5-b988-4676-810d-5f287c0afa76","source":"lobsters","source_id":"lobsters:c_8erffm","content_type":"comment","title":null,"body_preview":"Ah, ok. My bad. I thought it might be sponsored because of this article:\n\nhttps://reactos.org/project-news/reactos-demonstrated-russian-president-dmitry-medvedev/","author":"xyproto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.4235597038944318,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_8erffm"},{"id":"25e7f342-67ee-45c3-b18c-9ee09dd4c8fb","source":"lobsters","source_id":"lobsters:c_qpiar3","content_type":"comment","title":null,"body_preview":"ReactOS was never sponsored by Russia, but I suppose if it was, that could have some positive implications for security.","author":"nposting","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.04648934013857575,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_qpiar3"},{"id":"f98d6c9a-a5c7-4b44-b06e-1e26cc02a656","source":"lobsters","source_id":"lobsters:c_ifzx0y","content_type":"comment","title":null,"body_preview":"Is ReactOS still sponsored by Russia? Any security implications?","author":"xyproto","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.4235597038944318,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_ifzx0y"},{"id":"271f663e-2cab-4a62-9e01-f508c6479a8e","source":"lobsters","source_id":"lobsters:c_4eekww","content_type":"comment","title":null,"body_preview":"The linked youtube channel has a ton of goodies, like Lego Star Wars and Unreal Tournament.","author":"nposting","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.04648934013857575,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_4eekww"},{"id":"4643b790-98a0-43f6-a5a6-c343db843dc3","source":"lobsters","source_id":"lobsters:c_gqhzmi","content_type":"comment","title":null,"body_preview":"Cool, can't wait for them taking another month to run half-life 3.","author":"viraptor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_gqhzmi"},{"id":"50229587-1215-4018-8346-6370f7f84e41","source":"lobsters","source_id":"lobsters:c_xo5ofl","content_type":"comment","title":null,"body_preview":"Wow, less than a month after they declared the original Half-Life working: https://lobste.rs/s/matdjp/reactos_open_source_windows_reaches\n\nThe reactos devs are moving really quickly!","author":"thomas0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/eyojtx/reactos_open_source_windows_project_now#c_xo5ofl"},{"id":"9327c966-d8ba-430c-92da-843ee150deba","source":"lobsters","source_id":"lobsters:c_o4pe3b","content_type":"comment","title":null,"body_preview":"Why should I trust Apple's hardware more than I trust Google's hardware? I think it's better for the system overall when privacy doesn't depend on which computers are being used to process the data.","author":"ob","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.27134500852280263,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hq8i1h/popup_says_quiet_part_out_loud#c_o4pe3b"},{"id":"0993df23-89b4-46bc-a663-fd5eed45f994","source":"lobsters","source_id":"lobsters:c_klzkga","content_type":"comment","title":null,"body_preview":"That was always going to be the case. Google's press release was just a way to help a cagey customer save face. The M2 Ultra derived servers Apple built for the earlier, vaporware iteration of Apple I","author":"fazalmajid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.033009206171370924,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hq8i1h/popup_says_quiet_part_out_loud#c_klzkga"},{"id":"e031e443-c782-4436-99b2-1ddb3cc12676","source":"lobsters","source_id":"lobsters:c_xadnyu","content_type":"comment","title":null,"body_preview":"Lots of good stuff on this blog:\nhttps://blog.ppb1701.com/big-techs-war-on-users","author":"Garbi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hq8i1h/popup_says_quiet_part_out_loud#c_xadnyu"},{"id":"012d3e4b-e1fe-46b8-b4b9-1504ddfbedd1","source":"lobsters","source_id":"lobsters:c_njkxiu","content_type":"comment","title":null,"body_preview":"I wonder how snmalloc compares. I might test it later this week when I have time.","author":"lonjil","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/srmkur/your_rust_service_isn_t_leaking_it_could_be#c_njkxiu"},{"id":"ca6b47f5-a973-40d5-832b-2cad4604d59a","source":"lobsters","source_id":"lobsters:c_ny2ycb","content_type":"comment","title":null,"body_preview":"Yeah the behaviour of mimalloc is pretty (in)famous\n\nhttps://pwy.io/posts/mimalloc-cigarette/\nhttps://github.com/microsoft/mimalloc/issues/214\nhttps://github.com/microsoft/mimalloc/issues/537\nhttps://","author":"masklinn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/srmkur/your_rust_service_isn_t_leaking_it_could_be#c_ny2ycb"},{"id":"1dbe492f-048e-483c-903f-a600a14cbd38","source":"lobsters","source_id":"lobsters:c_kalwuz","content_type":"comment","title":null,"body_preview":"Old-timers will be unsurprised that it's hard to get 100% memory efficiency, but I was interested to see how each allocator behaved differently over time, and that jemalloc is apparently doing somethi","author":"robey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_expression"],"bot_score":0.12957822924338952,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/srmkur/your_rust_service_isn_t_leaking_it_could_be#c_kalwuz"},{"id":"92631b16-fbc0-4561-b08b-b1c8676442a4","source":"lobsters","source_id":"lobsters:c_8vfa5g","content_type":"comment","title":null,"body_preview":"Odin has distinct types. This means i64 and int are distinct even if they might be the same size on the target platform, and do not implicit convert to one another But Odin allows the user to define d","author":"gingerBill","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.23644267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_8vfa5g"},{"id":"6510efd3-ccce-450d-a36b-b53506630dd5","source":"lobsters","source_id":"lobsters:c_hm0psv","content_type":"comment","title":null,"body_preview":"I think signed by default is sensible.\n\n\nIn Odin I disallowed even [value information preserving implicit integer conversions], for many reasons, but a big one is that type information is lost even if","author":"3lambda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.3995631697495051,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_hm0psv"},{"id":"bd4c6468-884c-49e0-8f95-084c8fc1a98f","source":"lobsters","source_id":"lobsters:c_wfqwoo","content_type":"comment","title":null,"body_preview":"The only time when you would need to get the type of an integer literal is if your language supports type inference (e.g. foo := 123)\n\n\nYes, this is something I desire, in part to keep things orthogon","author":"Loup-Vaillant","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.015725353403974827,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_wfqwoo"},{"id":"2458bbdc-7a35-429f-bf5e-64455d062bda","source":"lobsters","source_id":"lobsters:c_kumy2c","content_type":"comment","title":null,"body_preview":"what is the type of 42 and 24 here? In most languages they’d be something like i32 or u32, or maybe the widest type possible, but still something by default, and then converted to the declared type.\n\n","author":"spillybones","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.2819653211129471,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_kumy2c"},{"id":"53f5ea58-cb52-4f2d-8b63-821e24b35a66","source":"lobsters","source_id":"lobsters:c_bywb3n","content_type":"comment","title":null,"body_preview":"Well the official language spec seems to be rather misleading then. IMO we shouldn't uncritically cite specs if they make claims that don't hold up to scrutiny.\n\nThough they do not overflow, that part","author":"ralfj","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3377260190009193,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_bywb3n"},{"id":"d15a7e28-0dbd-4ff1-84a3-7487a4f0609b","source":"lobsters","source_id":"lobsters:c_mz4uvk","content_type":"comment","title":null,"body_preview":"I'm quoting from the official language specification.\nhttps://go.dev/ref/spec#Constants\n\nLater on in the spec, it says\n\n\nImplementation restriction: Although numeric constants have arbitrary precision","author":"doug-moen","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","original_commentary_around_quote","platform_fluency"],"bot_score":0.1088385091652896,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_mz4uvk"},{"id":"3ea05919-088f-4993-bcea-1acd952247cb","source":"lobsters","source_id":"lobsters:c_m9xyh5","content_type":"comment","title":null,"body_preview":"In Go, “Numeric constants represent exact values of arbitrary precision and do not overflow.”\n\n\nThat does not seem to be correct:\nhttps://go.dev/play/p/gVagt7NGY-D\n\nThey seem to be using 512 bits. Tha","author":"ralfj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.3377260190009193,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_m9xyh5"},{"id":"1e5a6892-2cdc-42c8-b18c-6acebaab60be","source":"lobsters","source_id":"lobsters:c_czwudv","content_type":"comment","title":null,"body_preview":"The idea’s simple: let numeric literals just be numbers (or floating point numbers if there’s a dot or an exponent), and infer what their actual type should be depending on context.\n\n\nGo, Zig and WGSL","author":"doug-moen","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","suspiciously_balanced"],"bot_score":0.1088385091652896,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_czwudv"},{"id":"8d00f2ec-799d-4290-bcfc-6d0c9838dc39","source":"lobsters","source_id":"lobsters:c_crtrbu","content_type":"comment","title":null,"body_preview":"How about having no default at all? In the easy case, when we specify the type, the notion of default does not make sense:\nlet x : i32 = 42\r\nlet y : u32 = 24\r\n\n\nOkay, I lied: what is the type of 42 an","author":"Loup-Vaillant","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.015725353403974827,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_crtrbu"},{"id":"6425b09b-1dad-49ff-9274-b08a3c2db8e8","source":"lobsters","source_id":"lobsters:c_xjz2xv","content_type":"comment","title":null,"body_preview":"Does that mean the compiler should be smart enough to know the bounds of the value and error out on paths that are undefined/out of bounds?","author":"natfu","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14772345907744017,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_xjz2xv"},{"id":"839123f2-3a27-4ae7-9faa-81d1f995bb52","source":"lobsters","source_id":"lobsters:c_ppww2j","content_type":"comment","title":null,"body_preview":"That is very correct, I was getting my wires crossed when thinking up an example.","author":"marginalia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_ppww2j"},{"id":"f571e2a1-ed9a-49e7-b094-76cf1fac5ac3","source":"lobsters","source_id":"lobsters:c_d6bjzr","content_type":"comment","title":null,"body_preview":"C29 will let you use an 0o prefix to indicate octal.  https://en.wikipedia.org/wiki/C29_(C_standard_revision)#Constants","author":"abbeyj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_d6bjzr"},{"id":"2d1e3045-9cf1-4c84-8c56-727ff5f6b792","source":"lobsters","source_id":"lobsters:c_l9ub9q","content_type":"comment","title":null,"body_preview":"Um ... wouldn't 0x70 widen as 0x0070 regardless?  0x70 doesn't have the sign bit set.  It's 0x80 that would sign extend into 0xFF80.  From the number you used, I think you mixed octal with hexadecimal","author":"spc476","classification":"uncertain","confidence":0,"indicators":[],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_l9ub9q"},{"id":"1c4b153d-8bed-44de-95e4-9ed499a48c31","source":"lobsters","source_id":"lobsters:c_3rppeq","content_type":"comment","title":null,"body_preview":"Also worth noting sign extension as probably the strongest case against both automatic widening and promotion from unsigned to signed and vice versa.\n\nIt's extremely easy to introduce subtle bugs if y","author":"marginalia","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_3rppeq"},{"id":"4efae543-ccbc-4dff-a161-c5451b193321","source":"lobsters","source_id":"lobsters:c_8bh1e9","content_type":"comment","title":null,"body_preview":"The thing I would like to see more of is Ada-style (Pascal-style?) explicit ranges.\n\n\nYeah, tho a modern programming language should do it better.\n\nThe problem with ranges of that era is they were fix","author":"fanf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_8bh1e9"},{"id":"358094b2-fe14-43f6-bb38-591c11e4fef8","source":"lobsters","source_id":"lobsters:c_9fjpkf","content_type":"comment","title":null,"body_preview":"If I had my way, the promotion rules would be signed can be widened into a larger signed, and an unsigned can be widened into a larger unsigned, but you should not be able to automagically widen an un","author":"spc476","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_9fjpkf"},{"id":"1b67ffa9-a028-4297-9017-c1e6b4e9a68a","source":"lobsters","source_id":"lobsters:c_rg7tdl","content_type":"comment","title":null,"body_preview":"Because consistency is really important for people being able to keep rules in their head and if I widen there then I have corner cases.  If x is i8, I either don't widen (unless I want to introduce a","author":"david_chisnall","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_rg7tdl"},{"id":"f58673e1-2274-490c-8cfd-7b93fbf79272","source":"lobsters","source_id":"lobsters:c_crfzxi","content_type":"comment","title":null,"body_preview":"Can you explain why you wouldn't want automatic widening in the following case?\nlet x: u8 = ...\r\nlet y: u64 = ...\r\nx + y\r\n\n\nI think x should be widened to u64 here without having to cast it.","author":"3lambda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3995631697495051,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_crfzxi"},{"id":"6f1b41ac-a9c6-43bb-9431-ecb532e8a64f","source":"lobsters","source_id":"lobsters:c_hjoeuq","content_type":"comment","title":null,"body_preview":"I am generally of the opinion that languages shouldn't do automatic type promotion and should default to signed integers.  Multiplication should always have a result type that is double the width of t","author":"david_chisnall","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/asnoqy/signed_integers_by_default#c_hjoeuq"},{"id":"d6fedcbb-aa2c-4457-8cba-e9fe11e01076","source":"lobsters","source_id":"lobsters:c_3rpdqy","content_type":"comment","title":null,"body_preview":"As a game developer myself, I feel you.\n\nEngineers hate working without defined requirements, and there's nothing quite so undefined as art, and everything about games is art... from the literal art, ","author":"dijit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.10937499999999999,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/n3iqxi/i_was_wrong_about_game_development#c_3rpdqy"},{"id":"f5dec44b-8df4-4416-ac05-624ba657bb24","source":"lobsters","source_id":"lobsters:c_lecwm1","content_type":"comment","title":null,"body_preview":"You can use the \"load URL\" button to link to files on (for example) github, like so","author":"hungry_joe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21873236990895453,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hfiihu/waterfall_cad_playground_haskell#c_lecwm1"},{"id":"d4cdbb6c-facd-4309-b7dd-b89c408d6354","source":"lobsters","source_id":"lobsters:c_yvp4ml","content_type":"comment","title":null,"body_preview":"Yes, this article should really refer to it as Intel EM64T (because they didn't reproduce the results on AMD processors). That'll be much clearer.","author":"invlpg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.0387061196339138,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_yvp4ml"},{"id":"a4b61a69-c8c2-47e4-bba0-399503b72c91","source":"lobsters","source_id":"lobsters:c_suxofu","content_type":"comment","title":null,"body_preview":"People keep using \"x64\", which is a Microsoftism, while Alpha x64 still exists. But even if we were to pretend Alpha isn't still a thing, there's riscv64, aarch64, mips64...","author":"johnklos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_suxofu"},{"id":"f42bb1dc-61dc-4588-b6cc-f7a40289877b","source":"lobsters","source_id":"lobsters:c_y93dah","content_type":"comment","title":null,"body_preview":"I'm willing to bet that Apple Silicon processors have some mechanism to prevent cache pong when two cores are using values in adjacent 64-byte blocks for two reasons. Firstly, they are frequently used","author":"0x2ba22e11","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.044871794871794865,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_y93dah"},{"id":"8dfa7574-f264-4f75-9b28-e36dda38cbb0","source":"lobsters","source_id":"lobsters:c_5jyasd","content_type":"comment","title":null,"body_preview":"There is an vector of AddSub values; if we move values by 64 bytes, it is equivalent to swapping add and sub (with the length shorter by one, may be).","author":"monoid","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.3749999999999999,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_5jyasd"},{"id":"26eb742b-00a2-4ce1-9cad-577a8fcd174e","source":"lobsters","source_id":"lobsters:c_sk1zlu","content_type":"comment","title":null,"body_preview":"Does your code actually guarantee that two values with 64 byte alignment are placed on the same 128 byte cache line? I suppose that depends on how Rust's Vec allocates its memory. Maybe struct AddSub ","author":"luchs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_sk1zlu"},{"id":"8a0758df-9d25-4fd8-9a2a-b8ce21a323a9","source":"lobsters","source_id":"lobsters:c_t5fxmr","content_type":"comment","title":null,"body_preview":"Thank you!  Than there is even more motivation to move the disclaimer to the top.","author":"monoid","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3749999999999999,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_t5fxmr"},{"id":"8fbbed12-2138-4f15-90ad-d6ec4f6ffc0b","source":"lobsters","source_id":"lobsters:c_ygqghd","content_type":"comment","title":null,"body_preview":"honestly, no, your prose read perfectly normal to me. It didn't trigger my slop radar, but it didn't trigger my \"non-native speaker\" radar either ;)","author":"radex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_ygqghd"},{"id":"919032d7-a506-49a2-9da7-cd4859f391c6","source":"lobsters","source_id":"lobsters:c_8tivhf","content_type":"comment","title":null,"body_preview":"That makes sense, but I believe my non-AI Runglish is apparent from the first line. :)","author":"monoid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.3749999999999999,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_8tivhf"},{"id":"4c590f91-d93f-4eb6-872a-14409c5d96f6","source":"lobsters","source_id":"lobsters:c_ov54yp","content_type":"comment","title":null,"body_preview":"This is beside the main point but:\n\n\nThis text was written by Ivan Boldyrev. No hallucinations, no slop, no homogenization. I used AI only for brainstorming and proofreading.\n\n\nI think it should becom","author":"radex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/no3kkj/why_false_sharing_alignment_should_be_128#c_ov54yp"},{"id":"83f11b00-8e87-4d08-96a0-c27faf12e98b","source":"lobsters","source_id":"lobsters:c_zkaijj","content_type":"comment","title":null,"body_preview":"The report underlying that article identifies the majority of football’s emissions as stemming from their sponsorship deals, attributing to football a portion of the emissions of sponsors; that’s… a b","author":"jcd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_zkaijj"},{"id":"a4d04d1e-5539-4560-9f1b-ab441ab6b7f3","source":"lobsters","source_id":"lobsters:c_pmir3m","content_type":"comment","title":null,"body_preview":"https://phys.org/news/2026-07-world-oceans-hottest-june-el.html\n\nYou can try to confuse and ramble and whatabout all you want, the climate will continue to change.","author":"orib","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.06547619047619047,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_pmir3m"},{"id":"0d0967fa-346e-41e7-af64-75aa0c6d3933","source":"lobsters","source_id":"lobsters:c_dgcr8b","content_type":"comment","title":null,"body_preview":"Oh, some moment of rage thread for online climate doomer loons. Take our your pitchforks  and accuse whoever you don't like of emitting too much CO2!\n\nBTW. Did you know that  football world cup is lit","author":"dpc_pw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_dgcr8b"},{"id":"d23e494d-817d-4c15-b7b3-42f7f4880a7f","source":"lobsters","source_id":"lobsters:c_s2h862","content_type":"comment","title":null,"body_preview":"Just today in Ireland: Data centres accounted for 23% of electricity usage last year.","author":"arp242","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_s2h862"},{"id":"68850705-e569-4e0b-9f04-5d804f640995","source":"lobsters","source_id":"lobsters:c_9kktrr","content_type":"comment","title":null,"body_preview":"Does it mean Google is currently constantly burning more than 5GW in average? This is insane. It’s like five regular 1GW nuclear power plants!","author":"motet-a","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_9kktrr"},{"id":"c4a8e23a-19be-4430-86b4-a1cf1a78039b","source":"lobsters","source_id":"lobsters:c_gyb0tq","content_type":"comment","title":null,"body_preview":"This is also not powered by green energy. There are gas pipelines being built directly to data centers for on site generation. Wait times for turbines have gone up years.\n\nWe are setting our future on","author":"orib","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.06547619047619047,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_gyb0tq"},{"id":"5643b6d1-3968-4446-a51a-5194f73c548b","source":"lobsters","source_id":"lobsters:c_o9mxcb","content_type":"comment","title":null,"body_preview":"Google’s power consumption isn’t just growing – the rate at which it is growing is growing. We have a word for this: exponential growth.\n\n\nNo, such a function could just as easily be quadratic, or any","author":"connorboyle","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_o9mxcb"},{"id":"ad5b6466-f617-4e22-a524-3a7987167741","source":"lobsters","source_id":"lobsters:c_kx5nmm","content_type":"comment","title":null,"body_preview":"If we're literally running out of gas turbines to build these things, maybe semantic games about power use are transparent misdirection. You can parcel up the power use into whatever small units you w","author":"orib","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.06547619047619047,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_kx5nmm"},{"id":"4216d1d9-4981-4758-bbdb-c005cabb076f","source":"lobsters","source_id":"lobsters:c_vm9qox","content_type":"comment","title":null,"body_preview":"At least in tech spheres I don't like the focus on the median or average query or whatever, because they can also play this game where they say \"well gee it's not any worse than a Google search.\" Well","author":"cole-k","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_vm9qox"},{"id":"ca8779ae-8e54-464f-9fd2-a6b467e554e2","source":"lobsters","source_id":"lobsters:c_rghd3y","content_type":"comment","title":null,"body_preview":"This highlights what I dislike about the \"nooo AI is actually not that bad for the environment\" crowd: they wring their hands over specific quantities of water or watt-hours per query when it's indisp","author":"mtset","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","quote_analysis","natural_digression"],"bot_score":0.06218284592549484,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/v8hk8q/google_s_exponential_path_climate#c_rghd3y"},{"id":"2b8bdec1-ebf0-4d3f-8f81-52a94fabd19f","source":"lobsters","source_id":"lobsters:c_d2sd1o","content_type":"comment","title":null,"body_preview":"Trust relationships for trusted publishing are generally established out of band.","author":"sunshowers","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.19725898813907966,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_d2sd1o"},{"id":"4bf260b9-e3d9-4611-bacb-88839b21143a","source":"lobsters","source_id":"lobsters:c_92sypn","content_type":"comment","title":null,"body_preview":"Trusted Publishing often only allows GitHub and the Gitlab.com instance.\n\nSupport for self-hosted instances is very recent (after 2 years!), not widely supported, and still in Beta from what I can tel","author":"justJanne","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1576067520469889,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_92sypn"},{"id":"a0a20199-0bc7-450d-916b-b570c32fb8c8","source":"lobsters","source_id":"lobsters:c_s2dc5s","content_type":"comment","title":null,"body_preview":"(This is one of the reasons why “use an API token” is good advice, and why PyPI doesn’t suggest otherwise!)\n\n\nI think PyPI has definitely settled on the right balance here. npm has been much more aggr","author":"misty","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_s2dc5s"},{"id":"10043b1c-fabf-4378-9cf5-2e9d78c8310e","source":"lobsters","source_id":"lobsters:c_8hwzgn","content_type":"comment","title":null,"body_preview":"I believe Forgejo makes it fairly easy to \"maintain an entire PKI\" and does so by default for OIDC from CI. https://codeberg.org/forgejo/forgejo/pulls/10481 introduced most of this functionality if yo","author":"finn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_8hwzgn"},{"id":"6a29ab5a-8bcb-4594-862c-d7599a2b274b","source":"lobsters","source_id":"lobsters:c_ytdcsq","content_type":"comment","title":null,"body_preview":"There’s no technical reason why you couldn’t, although there are logistical reasons why you can’t with PyPI at the moment.\n\nThe short version is that OIDC federation assumes that the party being feder","author":"yossarian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.0657379743098064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_ytdcsq"},{"id":"ac454270-3895-4617-aa71-f2ec828d11df","source":"lobsters","source_id":"lobsters:c_ac3htf","content_type":"comment","title":null,"body_preview":"Is there any reason you couldn't do trusted publishing from a self-hosted forgejo? If there is, I'm missing it!","author":"hoistbypetard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_ac3htf"},{"id":"b523acd3-a418-4f7e-a0c2-aeabcc37fcdc","source":"lobsters","source_id":"lobsters:c_tkjtqw","content_type":"comment","title":null,"body_preview":"I'd say that fewer tiny dependencies was a good thing?\n\nI'd rather have more projects like debian, sqlite, threeten, spring, lwjgl, inspircd, quassel, etc than another few thousand different is-even i","author":"justJanne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1576067520469889,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_tkjtqw"},{"id":"4920086a-c915-4bc7-a81b-b0718ad82c6d","source":"lobsters","source_id":"lobsters:c_isrflr","content_type":"comment","title":null,"body_preview":"Right, most projects had usually the author's email and tarballs somewere, maybe if you're lucky, a web site or mailing list. The amenities of a modern forge like issue tracking, public source control","author":"calvin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","historical_context_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_isrflr"},{"id":"aa983749-ef72-4bbd-8e55-b83e29929905","source":"lobsters","source_id":"lobsters:c_cve0an","content_type":"comment","title":null,"body_preview":"That was my experience of all the little projects before SourceForge came along. (not GNU, not BSD, not X, not Perl …) They mostly didn’t run their own project infrastructure, they borrowed from someo","author":"fanf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_cve0an"},{"id":"cce5506f-601c-4e4d-a995-ae0c41b21652","source":"lobsters","source_id":"lobsters:c_iwbn0p","content_type":"comment","title":null,"body_preview":"Self-hosting has basically always been a minority sport. The point of SourceForge was to take over that burden.\n\n\nI'm not sure where this assertion comes from. If I look at most libraries and projects","author":"justJanne","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1576067520469889,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_iwbn0p"},{"id":"92afad8a-73a2-43e4-b2df-b3309773a31f","source":"lobsters","source_id":"lobsters:c_qqpsff","content_type":"comment","title":null,"body_preview":"over the past 15 years so many open source projects went from self hosting (…) to centralized forges.\n\n\nSelf-hosting has basically always been a minority sport. The point of SourceForge was to take ov","author":"fanf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_qqpsff"},{"id":"6879416f-ad08-4287-9d04-625bc68233bf","source":"lobsters","source_id":"lobsters:c_d121g9","content_type":"comment","title":null,"body_preview":"I don’t have any insight into those registries. I think that would be a mistake, and I suspect that they’ll also find that removing API tokens entirely is impractical given the long tail of uses on th","author":"yossarian","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.0657379743098064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_d121g9"},{"id":"d91f8e4c-8628-4675-9764-8881df382582","source":"lobsters","source_id":"lobsters:c_btus66","content_type":"comment","title":null,"body_preview":"Some registries have deprecated (or discussed deprecating) long-lived API tokens, while pointing at trusted publishing as alternative.\n\nAt the same time, registries only support trusted publishing for","author":"justJanne","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.1576067520469889,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_btus66"},{"id":"baf30265-5bc2-4e75-a799-552cff0056cc","source":"lobsters","source_id":"lobsters:c_plpbzy","content_type":"comment","title":null,"body_preview":"You would use an API token for that, not Trusted Publishing.\n\n(As mentioned below, there’s marginal-to-negative value in having PyPI federate with every possible server on the Internet. At small scale","author":"yossarian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0657379743098064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_plpbzy"},{"id":"6f896746-083d-45e6-a3c0-bcdb56c8d0ae","source":"lobsters","source_id":"lobsters:c_vfzsgu","content_type":"comment","title":null,"body_preview":"If you use a third-party CI/CD provider to publish your packages to PyPI, you need to give the provider some sort of credential they can use to publish on your behalf. Trusted Publishing minimizes the","author":"ubernostrum","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_vfzsgu"},{"id":"436a2700-b6cf-47ca-aa29-c77517cc1b73","source":"lobsters","source_id":"lobsters:c_isq91w","content_type":"comment","title":null,"body_preview":"Suppose I have a mini-PC in my basement that runs all my CI for my OSS projects. Which docs should I read to understand how to set up trusted publishing from that PC to PyPI?","author":"matklad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.04725898813907969,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_isq91w"},{"id":"5062755e-9e63-4285-95ef-2c36a0462471","source":"lobsters","source_id":"lobsters:c_cp9tto","content_type":"comment","title":null,"body_preview":"There is no “lock in” with Trusted Publishing. You can always use another authentication method, including on a host that PyPI knows how to federate with.\n\n(There’s no small irony in calling a federat","author":"yossarian","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.0657379743098064,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_cp9tto"},{"id":"7789e6c4-2c2f-4b91-b024-a7f688549a2f","source":"lobsters","source_id":"lobsters:c_dyuowi","content_type":"comment","title":null,"body_preview":"Trusted Publishing is only possible because over the past 15 years so many open source projects went from self hosting (mailing lists, git repository, bug tracker, build server) to centralized forges.","author":"justJanne","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1576067520469889,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_dyuowi"},{"id":"30f33674-9be5-46d2-a276-d134fdba28f7","source":"lobsters","source_id":"lobsters:c_xbnfd3","content_type":"comment","title":null,"body_preview":"This is a good write-up. Trusted Publishing and attestations provide different sets of guarantees against different failure modes, which are both also distinct from what trust means to most users.","author":"fpbgg","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/8d9pgd/you_shouldn_t_trust_trusted_publishing#c_xbnfd3"},{"id":"c16fab24-ef14-4894-900e-7ac04d5d3f20","source":"lobsters","source_id":"lobsters:c_o0sggw","content_type":"comment","title":null,"body_preview":"I have a service for this (help reviewing PRs and issues of others). https://www.CodeTriage.com.","author":"schneems","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_o0sggw"},{"id":"53db9c21-0461-4b5f-b5a4-5b541acdcacc","source":"lobsters","source_id":"lobsters:c_lqs0ry","content_type":"comment","title":null,"body_preview":"If the reviews are legitimate, I don't think there's much of a problem.\n\nThough, I wouldn't want a contributor introducing bugs into their own PR and pointing them out with a sock puppet. If we catch ","author":"blyxyas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_lqs0ry"},{"id":"f6c0b07a-0dd7-4335-8526-9039aa53c1b9","source":"lobsters","source_id":"lobsters:c_9zy7gv","content_type":"comment","title":null,"body_preview":"I had similar thoughts. An unfair participant could make up fake-features with their sockpuppet and get \"real maintainer attention\" for my real account.\n\nBoth should be rather easy to avoid with the f","author":"freddyb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_9zy7gv"},{"id":"2ce72b6b-0795-41bf-8248-e3c3385a010c","source":"lobsters","source_id":"lobsters:c_vqpech","content_type":"comment","title":null,"body_preview":"In Bevy's review process (which inspired this), it is very common to \"trade reviews.\" You and another contributor review each other's pull requests, and in turn they both get merged faster. While this","author":"BD103","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_vqpech"},{"id":"85714cbf-9d74-42f9-9f70-52d871722a0e","source":"lobsters","source_id":"lobsters:c_wpqzbt","content_type":"comment","title":null,"body_preview":"This seems easy to game by using a few accounts and submitting PRs across them all. I'm not sure what's to gain from gaming it, but being on a secret list of cool contributors seems an incentive.","author":"iandavis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_wpqzbt"},{"id":"eb21d747-3f84-4846-bcd6-b000e7fa3c6f","source":"lobsters","source_id":"lobsters:c_lht7lh","content_type":"comment","title":null,"body_preview":"It says it's a linter in the article (albeit at the bottom) and it's at Rust's website. They could have made it clearer, but I'm assuming the intended audience is the Rust community","author":"liberty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.1355145787675462,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_lht7lh"},{"id":"0518219c-f9c6-4cd9-8a7a-1a343270e675","source":"lobsters","source_id":"lobsters:c_yfiykk","content_type":"comment","title":null,"body_preview":"Yeah, the article does not make it clear what Clippy actually is. Turns out it’s a Rust linter.","author":"Kronopath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_yfiykk"},{"id":"744eff3b-5be2-429e-9d4b-248fc756d2e6","source":"lobsters","source_id":"lobsters:c_okfkyn","content_type":"comment","title":null,"body_preview":"Not quite what I was expecting by reading the title...","author":"quintus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_okfkyn"},{"id":"2b51edd0-4b8c-43d5-9943-44109a24be50","source":"lobsters","source_id":"lobsters:c_ujznxo","content_type":"comment","title":null,"body_preview":"One of the reasons why I don't help with reviewing PRs for the open-source projects I contribute to is that I don't feel legitimate due to having very little expertise. Clippy's (and Bevy's) process l","author":"glacambre","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_ujznxo"},{"id":"d68999b6-2957-483b-9daf-c0fd6c99e1c1","source":"lobsters","source_id":"lobsters:c_0ksr40","content_type":"comment","title":null,"body_preview":"While I haven't contributed to Bevy, their working group structure seems to have produced good results since it was implemented.","author":"npiazza","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_0ksr40"},{"id":"d561b3c4-6a04-44f1-9b85-de2f3f482221","source":"lobsters","source_id":"lobsters:c_15osz3","content_type":"comment","title":null,"body_preview":"Thank you for sharing those. It's cool to see how much thought has gone into the process. No wonder Bevy is getting so good. The release announcement a few weeks ago finally put Bevy on my radar as a ","author":"hoistbypetard","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_opinion","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_15osz3"},{"id":"ab7a16f2-e4aa-453e-9efa-249a000b1278","source":"lobsters","source_id":"lobsters:c_u7ikaq","content_type":"comment","title":null,"body_preview":"Hey, I posted that article! I used to be a pretty active contributor to the Bevy game engine, and quite enjoyed their review process. The system incentivizes small, incremental PRs, as they are much e","author":"BD103","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","natural_digressions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_u7ikaq"},{"id":"974687a4-81da-4b7f-829a-2581c0b9830f","source":"lobsters","source_id":"lobsters:c_lozutu","content_type":"comment","title":null,"body_preview":"TBH, I found the link in the post to Bevy's open review process, which was posted here before and didn't draw much discussion, even more interesting than this announcement. That is a really thoughtful","author":"hoistbypetard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/709awc/together_for_healthier_clippy#c_lozutu"},{"id":"d00bdb67-1054-415d-8947-d20e7d235d36","source":"lobsters","source_id":"lobsters:c_0bf3fd","content_type":"comment","title":null,"body_preview":"It's a real shame, because I do like the language; but the community surrounding it rubs me the wrong way, which seemingly starts at the top. I can pretty easily separate art from the artist and all t","author":"rileylabrecque","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_0bf3fd"},{"id":"7f1e8923-13f2-4554-bcf5-32ced0fa5492","source":"lobsters","source_id":"lobsters:c_e3h3nd","content_type":"comment","title":null,"body_preview":"The second video unfortunately has been made private a long time ago: On Handmade Cities—A Letter to Abner Coimbre.\n\n\nHe posted it \"unlisted\" until it made the rounds after a few months and took it do","author":"abnercoimbre","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08220362585286138,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_e3h3nd"},{"id":"810ca5b4-0208-46ce-95fa-615e1e490061","source":"lobsters","source_id":"lobsters:c_cvwmty","content_type":"comment","title":null,"body_preview":"https://web.archive.org/web/20260507022403/https://katamari64.se/posts/2026/odin-wikipedia/","author":"lollipopman","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_cvwmty"},{"id":"2f114dba-6b52-4f5f-a972-7322719535e4","source":"lobsters","source_id":"lobsters:c_httxa2","content_type":"comment","title":null,"body_preview":"Uninteresting language. I did find these notes about the author to be quite interesting, though.","author":"Corbin","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.0952380952380952,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_httxa2"},{"id":"561bf09a-75f7-4370-ac78-57e5974475ba","source":"lobsters","source_id":"lobsters:c_pkdw1n","content_type":"comment","title":null,"body_preview":"The TLDW is that they expect an RC in late December, their 1.0 will be called Odin 2027, it will have a complete spec, and he listed a lot of the batteries that will be included in the release. 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I am glad to hea","author":"zod000","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_preference","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_f705af"},{"id":"4a5171ae-9e76-4bf9-832a-117a6d3cc590","source":"lobsters","source_id":"lobsters:c_tkncke","content_type":"comment","title":null,"body_preview":"Fun video! I was going to complain that there is no blog post to go along with it but I'm glad to have watched that video.\n\nIt seems to me that Odin has found its niche where it's doing fine and is ge","author":"tjammer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_tkncke"},{"id":"4e1109e1-b7dc-4ec2-9b7a-b84d32990ab1","source":"lobsters","source_id":"lobsters:c_hctvun","content_type":"comment","title":null,"body_preview":"Were other Wirthian language a source of inspiration? Like Modula-2 or Oberon? If so, for which parts?","author":"eterps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_hctvun"},{"id":"3a233ecb-d170-4701-b03d-f04514e309e7","source":"lobsters","source_id":"lobsters:c_cizv2y","content_type":"comment","title":null,"body_preview":"If you just changed Odin's declaration syntax from the Newsqueak/Jai style declaration syntax to a Pascal/Go style (which honestly happened for a week in the early days of Odin), you'd 100% realize it","author":"gingerBill","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.23644267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_cizv2y"},{"id":"6d6e3aff-b84d-4217-8862-197ed7226d20","source":"lobsters","source_id":"lobsters:c_sbx0kt","content_type":"comment","title":null,"body_preview":"Funny how the Pascal book is prominently in view in the video. I always recognized Odin as a language in the Pascal family (even though the syntax suggests otherwise).","author":"eterps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.17394267583195627,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_sbx0kt"},{"id":"eca5277b-87ba-49de-86c4-9ab5f65ad43c","source":"lobsters","source_id":"lobsters:c_nzmn1v","content_type":"comment","title":null,"body_preview":"Holy charisma, batman!\n\nI’ve been eyeing Odin for a little while now and I think I’ll try to play around with it in the future.","author":"hwaethere","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_nzmn1v"},{"id":"70852317-3b0c-4b09-ab06-552ea9a655df","source":"lobsters","source_id":"lobsters:c_pyon71","content_type":"comment","title":null,"body_preview":"Thats a cool form of announcement. Good luck with the release.","author":"achill","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_pyon71"},{"id":"ea6a8b5a-fd67-4626-a7f3-fc57774e57b4","source":"lobsters","source_id":"lobsters:c_oydq65","content_type":"comment","title":null,"body_preview":"I have. If you're a systems programmer and you're used to either manual memory allocation and/or custom allocators. The language is very low friction. The standard library is \"batteries included\" and ","author":"RaphGL","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_experience","absence_of_ai_signals"],"bot_score":0.029578229243389514,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_oydq65"},{"id":"4ac827e4-32bc-4cc7-ac92-79e5b9fa9500","source":"lobsters","source_id":"lobsters:c_d7ioq6","content_type":"comment","title":null,"body_preview":"I've never used Odin before but after watching that video I think I'll give it a shot.","author":"ryan-duve","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_d7ioq6"},{"id":"d17318d7-36a4-4cce-af65-a9182ec9e021","source":"lobsters","source_id":"lobsters:c_6xwpsz","content_type":"comment","title":null,"body_preview":"Lately, I think language creators are solidly expressing in surrounding media the intended feel of living with their product. 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It's a necessary signal that it's production worthy for larger companies when","author":"clerno","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_mfsetc"},{"id":"a0ca0c5e-1c8c-4b92-b409-0661c4c23e06","source":"lobsters","source_id":"lobsters:c_ru01f5","content_type":"comment","title":null,"body_preview":"I remember finding out Odin many years ago and going \"wow this looks Go without all the stuff I hate about Go\", but I was quickly told by everyone in my surroundings to ignore it, because it was yet a","author":"Hamcha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","genuine_specificity"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Wed Jul 08 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5rvgim/odin_1_0_announcement#c_ru01f5"},{"id":"06719037-bb0b-4969-9ff1-6ca054f0d725","source":"lobsters","source_id":"lobsters:c_fnghdt","content_type":"comment","title":null,"body_preview":"Fooled around a bit. Odin is one of the languages that makes me happiest. Few languages do such a good job at matching practicality with thoughtful design. 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Fucks sake, sort your shit out.","author":"ra246","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uq8rgl/us_military_launches_strikes_against_iran_central/ow6niak/"},{"id":"f9477e7c-977a-4b3d-8e8c-0bd167294c92","source":"reddit","source_id":"t1_ow6njc7","content_type":"comment","title":null,"body_preview":"Low. They'll likely not go after anyone, but they sure as hell won't string up potential campaign donors.","author":"TheRealDrSarcasmo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uqargz/us_strike_on_iranian_school_came_after_commanders/ow6njc7/"},{"id":"cd569adb-5600-4404-9527-a4b17117d800","source":"reddit","source_id":"t1_ow6nl9j","content_type":"comment","title":null,"body_preview":"Its the name of a joke candidate. He literally wears a bin on his head and has declared he is a 5000 year old alien. He has ran in all the major elections in the UK is the last few years. Just the lat","author":"applepiman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uq6fbi/no_confirmed_candidates_to_run_against_farage/ow6nl9j/"},{"id":"142d2482-9d4c-42fa-a85d-8c5d63c900b7","source":"reddit","source_id":"t1_ow6nm0u","content_type":"comment","title":null,"body_preview":"We should do more of this. Instead of posting shit from his Truth Social, I wish we'd post more ideas, policies, and politicians who support them instead of sharing and responding to Trump's brain rot","author":"Luzdesolamarelo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1upqn7x/italy_will_no_longer_respond_to_trumps/ow6nm0u/"},{"id":"38a74319-c2a9-45ba-9c8c-c3fd0f5a37f2","source":"reddit","source_id":"t1_ow6nmtf","content_type":"comment","title":null,"body_preview":"Yeah will be interesting to see if Iran goes all in again or continues the minimal response strategy they've been doing for months.","author":"combatwombat-","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukwdx5/rworldnews_discussion_thread_us_and_israel_launch/ow6nmtf/"},{"id":"5b3fb016-9890-45b5-95cb-54b5463ad742","source":"reddit","source_id":"t1_ow6nmum","content_type":"comment","title":null,"body_preview":"Just tell him a better accomplishment would be to get his face on Mount Rushmore and let him focus on that.","author":"64_Pixels","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uq594o/trump_renews_call_for_us_to_take_over_greenland/ow6nmum/"},{"id":"0003369c-39c2-4440-8fc3-e3bcbb05431b","source":"reddit","source_id":"t1_ow6np4j","content_type":"comment","title":null,"body_preview":"This must be to distract from the USMNT's humiliation","author":"H4X4NX","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uqav1y/us_strikes_iran_after_attacks_on_vessels_in/ow6np4j/"},{"id":"1bed6423-0846-4e68-938d-f93c6b28cb11","source":"reddit","source_id":"t1_ow6npfa","content_type":"comment","title":null,"body_preview":"Reuters, AP: The ongoing strikes on Iran will last for hours.","author":"AntitheistArchangel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukwdx5/rworldnews_discussion_thread_us_and_israel_launch/ow6npfa/"},{"id":"cd7b58e9-73a7-47fe-baa5-32bb9d13d473","source":"reddit","source_id":"t1_ow6nphn","content_type":"comment","title":null,"body_preview":"One of latest interview https://youtu.be/l5W1OQJj0xk?is=l6pZa-bTQbg4_qJ9","author":"pilkafa","classification":"human_created","confidence":0.7,"indicators":["terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uq6fbi/no_confirmed_candidates_to_run_against_farage/ow6nphn/"},{"id":"c5d8c0b2-c8ab-4859-aa7c-d416d32e9677","source":"reddit","source_id":"t1_ow6npt2","content_type":"comment","title":null,"body_preview":"Don't forget that new russian cars have higher failure rate than in civilised world and that extremely subpar quality of russian \"fuel\" is driving it even higher","author":"S0methingL","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1upk2q8/rworldnews_live_thread_russian_invasion_of/ow6npt2/"},{"id":"6d65ff44-3290-41ee-819b-6424ade57813","source":"reddit","source_id":"t1_ow6nq32","content_type":"comment","title":null,"body_preview":"Then you haven’t been paying attention. It’s easy to believe that when you apply the western standards of living and safety to the globe.  Daily life in Iran consists of daily public executions, gang ","author":"HormuzVengeance","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uqav1y/us_strikes_iran_after_attacks_on_vessels_in/ow6nq32/"},{"id":"60d20478-f76b-4154-9273-885aa84e8134","source":"reddit","source_id":"t1_ow6nqwy","content_type":"comment","title":null,"body_preview":"2 more years if this President lol The world is doomed","author":"Electronic-Radio-383","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1upz943/trump_says_greenland_should_be_controlled_by_the/ow6nqwy/"},{"id":"c9c2f137-7316-4772-9242-6db7898e8abf","source":"reddit","source_id":"t1_ow6nr9b","content_type":"comment","title":null,"body_preview":"Dorks. Like a couple of dorks slapping at each other over a dungeons and dragons dispute. We are ruled by morons.","author":"watchitbend","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:09:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uqav1y/us_strikes_iran_after_attacks_on_vessels_in/ow6nr9b/"},{"id":"7b1ba58c-7150-44e5-81f5-791e7b9e7a96","source":"reddit","source_id":"t1_ow6n8w0","content_type":"comment","title":null,"body_preview":"Palantir, it's always Palantir, or a \"European startup\", just don't look into the ownership structure or the partner providing the technology too closely.","author":"oocoosneepantaeleeya","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq7r82/all_cars_sold_in_the_eu_now_require_a_camera/ow6n8w0/"},{"id":"e30ed7c1-bc0e-4bc0-97b6-44de306f038b","source":"reddit","source_id":"t1_ow6n8zp","content_type":"comment","title":null,"body_preview":"\"Exact same way\"? I'd love to see you get Photoshop talking to someone on a dating site.","author":"DanielPhermous","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1upfflx/gay_dating_app_goose_accused_of_using_aigenerated/ow6n8zp/"},{"id":"8568d9ba-4e5c-4fb1-b564-33937a17c853","source":"reddit","source_id":"t1_ow6n9gi","content_type":"comment","title":null,"body_preview":"Also, how would that money be spend to fix damages he done?","author":"Zunkanar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uqak51/mark_zuckerbergs_biggest_legal_nightmare_yet/ow6n9gi/"},{"id":"6a425033-a55c-4526-8adf-0e9d4cfd8e96","source":"reddit","source_id":"t1_ow6n9k7","content_type":"comment","title":null,"body_preview":"It's just so insurance companies NEVER have to pay out on a claim again. They will use the video evidence to say \"Oh you scratched your nose 1 hour before the accident, so according to subsection 1.56","author":"smallcoder","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq7r82/all_cars_sold_in_the_eu_now_require_a_camera/ow6n9k7/"},{"id":"f8bfc127-2b69-4b68-8a54-7f69e2b7afca","source":"reddit","source_id":"t1_ow6n9lx","content_type":"comment","title":null,"body_preview":"This is what I love to see. There’s precious metals in flock cameras too kids","author":"compandaleelee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq558s/thieves_are_now_targeting_ai_data_center/ow6n9lx/"},{"id":"4ddc8b74-40c8-4d5a-b438-b76cff2baa91","source":"reddit","source_id":"t1_ow6nauw","content_type":"comment","title":null,"body_preview":"Yes, they meant that literal and were not being hyperbolic","author":"mr_birkenblatt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq82nc/waymo_car_delivers_misbehaving_teen_passengers_to/ow6nauw/"},{"id":"d2bc949a-5024-4d13-b583-8bd430fe7ce8","source":"reddit","source_id":"t1_ow6nbpz","content_type":"comment","title":null,"body_preview":"Ya all hate him but I doubt he is as bad as some of the others. If he was, we would know. I believe that 100%. He might be sort of bad but none of you are wearing his shoes and dealing with his pressu","author":"aFlukefortheFluked","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq1g44/zuckerberg_admits_that_ai_is_not_working_out_the/ow6nbpz/"},{"id":"b474fe86-26c2-4e38-b2c3-cb85fb884f08","source":"reddit","source_id":"t1_ow6nbw1","content_type":"comment","title":null,"body_preview":"Can always drive without clothes or fill it with toys just to make the other person on the receiving end cringe just saying","author":"No-Marzipan-9316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq7r82/all_cars_sold_in_the_eu_now_require_a_camera/ow6nbw1/"},{"id":"b2392d66-f7b7-4d58-83ea-5881d536e824","source":"reddit","source_id":"t1_ow6ncfl","content_type":"comment","title":null,"body_preview":"My brother bought whatever the intel CPU flagship was a year or two back at a Wawa across the street from Best Buy. Guy came up to him looking to sell 250 under market at the time and ended up being l","author":"Mysteriously_Meat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq558s/thieves_are_now_targeting_ai_data_center/ow6ncfl/"},{"id":"f27de158-29ee-4917-a0ee-1dd93a385774","source":"reddit","source_id":"t1_ow6ndnx","content_type":"comment","title":null,"body_preview":"You could just read the article and not have to guess.","author":"SwampDrainer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq42av/switzerland_bolted_5000_solar_panels_onto_a_dam/ow6ndnx/"},{"id":"24f61831-afca-48ce-8465-3b8b77e9523c","source":"reddit","source_id":"t1_ow6nem8","content_type":"comment","title":null,"body_preview":"Corporations. Everything. Every problem. Stems from corporations with limited liability for private gain. Corporations were originally for public good, and only lasted until the project was over. Buil","author":"KickboxingMoose","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_context_personal_take","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uqak51/mark_zuckerbergs_biggest_legal_nightmare_yet/ow6nem8/"},{"id":"2c479779-c02c-4d02-9e55-1d5c7bf1bcb3","source":"reddit","source_id":"t1_ow6neo1","content_type":"comment","title":null,"body_preview":"Ok… though i’m uncertain why ppl complain so much if its not their problem. You don’t have to like it, but the days of physical media are very much numbered. Books will last longest, but pretty much e","author":"Prestigious-Fig-7143","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1upgs6a/backlash_over_playstations_alldigital_move_is/ow6neo1/"},{"id":"9de43e65-b8a4-44e4-a769-4c79844d7126","source":"reddit","source_id":"t1_ow6nfa5","content_type":"comment","title":null,"body_preview":"Americans have smart phones, refined sugar and porn now. I'll believe it when I see it.","author":"Far-Advantage-2770","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1upenga/ais_11_trillion_compute_boom_may_leave_wall/ow6nfa5/"},{"id":"bb28ccd7-8130-484d-8c80-da9a789c3b20","source":"reddit","source_id":"t1_ow6ng5l","content_type":"comment","title":null,"body_preview":"Walmart in a town near me has them at all the entrances.","author":"Legionof1","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq7i0s/your_grocery_store_is_tracking_your_license_plate/ow6ng5l/"},{"id":"6ea069d5-41f1-4cac-8000-79f41e714127","source":"reddit","source_id":"t1_ow6ng8k","content_type":"comment","title":null,"body_preview":"I believe the plaintiff attorneys are pursuing a theory similar to the tobacco addiction lawsuits. It’s really not that far fetched.","author":"Cute-Professor2821","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uqak51/mark_zuckerbergs_biggest_legal_nightmare_yet/ow6ng8k/"},{"id":"e08254ec-60e3-4914-9098-db8686474a36","source":"reddit","source_id":"t1_ow6nhzh","content_type":"comment","title":null,"body_preview":"The \"ding!\" every time you go 1 kph over the speed limit made me want to personally drag the designer to the stockade and leave them there naked in the middle of winter lol. Who the fuck is managing t","author":"Agitated_Celery_729","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq7r82/all_cars_sold_in_the_eu_now_require_a_camera/ow6nhzh/"},{"id":"3440a7ce-9ac5-4626-b604-c0f6aedfea17","source":"reddit","source_id":"t1_ow6nipj","content_type":"comment","title":null,"body_preview":"Ugh, you are going to make me partially defend them here Most people were paying little to no attention to AI back in 2022, meanwhile Facebook has been playing with it since 2006. When LLMs hit the ma","author":"Lashay_Sombra","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq1g44/zuckerberg_admits_that_ai_is_not_working_out_the/ow6nipj/"},{"id":"2e68e81f-0709-4469-b6a8-176adb276c0c","source":"reddit","source_id":"t1_ow6njlc","content_type":"comment","title":null,"body_preview":"He can wiggle out of this and return underground, it is the American 🪱.","author":"Kitchen-Wish5994","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uqak51/mark_zuckerbergs_biggest_legal_nightmare_yet/ow6njlc/"},{"id":"3c524928-f0da-47a8-90d8-88032a02eb92","source":"reddit","source_id":"t1_ow6nkv7","content_type":"comment","title":null,"body_preview":"Vice knows what they're doing when they engineer these headlines for the most clicks. As if tweakers give a shit the particular construction site is for a data center or not.","author":"hal-baleigh-6699","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:08:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uq558s/thieves_are_now_targeting_ai_data_center/ow6nkv7/"},{"id":"d57d0915-9906-49b8-b7ad-a9c94f5a0a15","source":"reddit","source_id":"t1_ow6ncvc","content_type":"comment","title":null,"body_preview":"Chocolate, wow cheese on chocolate what a cursed combo","author":"Powerful-Capital-751","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb5z9/what_would_cheese_be_like_on_the_last_thing_you/ow6ncvc/"},{"id":"f57aca6c-7333-4882-8574-00ef004e16d3","source":"reddit","source_id":"t1_ow6ncx8","content_type":"comment","title":null,"body_preview":"So if mom ever needs anything and you don't wanna do it do you immediately think \" fuck , I owe her \"","author":"Badkidstatus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqawnd/whats_something_terrible_that_you_did_as_a_kid/ow6ncx8/"},{"id":"0fc7d51f-f1bf-44b3-8442-46e255ab7110","source":"reddit","source_id":"t1_ow6nczw","content_type":"comment","title":null,"body_preview":"Talk trash about someone they don’t know on Reddit.","author":"twopointtwo2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb2hy/whats_the_fastest_way_to_sound_like_a_complete/ow6nczw/"},{"id":"0da46fd0-31c9-4b1f-b3b3-250657bb5160","source":"reddit","source_id":"t1_ow6nd5d","content_type":"comment","title":null,"body_preview":"by any chance do you have a sidekick named Robin too?","author":"mvrieninred","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1up0nqp/what_secret_are_you_keeping_from_your_partner/ow6nd5d/"},{"id":"a687805f-7061-4ba5-8246-92a534d274b7","source":"reddit","source_id":"t1_ow6nd8n","content_type":"comment","title":null,"body_preview":"Because you can’t discuss discarding due process without discussing why we have due process. Rapists, pedophiles, serial killers. No matter how heinous their crimes are, due process is a fundamental p","author":"wynnduffyisking","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uq8pk5/what_are_your_thoughts_on_men_or_women_killing/ow6nd8n/"},{"id":"879523a6-3663-4821-aab9-effaed42dd94","source":"reddit","source_id":"t1_ow6ndb9","content_type":"comment","title":null,"body_preview":"I would. I could easily setup a monthly payment structure so I could receive 4k twice a month to make it look a wfh job and use that as extra income. Not millions, not billions. Just enough to live mo","author":"ThrowmeawayAKisCold","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uq9u54/a_man_offers_you_a_deal_you_get_500_billion_usd/ow6ndb9/"},{"id":"377e59e2-af2c-4f72-b20d-c05ad67f2a16","source":"reddit","source_id":"t1_ow6ndbo","content_type":"comment","title":null,"body_preview":"Yeah, gotta get into the market for all the people withb3 feet","author":"Easy_Towel954","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb6g1/why_arent_shoes_sold_threes/ow6ndbo/"},{"id":"a5434d71-5c76-484e-8de2-b6d23cc8e4cd","source":"reddit","source_id":"t1_ow6ndfl","content_type":"comment","title":null,"body_preview":"Going to barcelona game vs inter milan telling the manager not to sub off inigo martinez","author":"Safe_Judgment9406","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqaxqn/you_invent_a_time_machine_what_year_are_you_going/ow6ndfl/"},{"id":"24c2428a-0236-4579-988e-7d6ec54bc4a4","source":"reddit","source_id":"t1_ow6ndla","content_type":"comment","title":null,"body_preview":"One of the most famous movie directors of all time. His movies inspired pretty much everything that came after him (worldwide). Kubrick said that the letter he received from him was worth more than an","author":"BretOne","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uq9xui/who_is_the_most_famous_japanese_person_in_the_us/ow6ndla/"},{"id":"fca1b4cc-3b52-476a-bf1b-2b0904388896","source":"reddit","source_id":"t1_ow6ndmf","content_type":"comment","title":null,"body_preview":"They celebrate your failures quietly and your wins awkwardly.","author":"howtiq","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb25s/what_are_some_red_flags_in_a_person_who_wasnt/ow6ndmf/"},{"id":"2b85ca5d-47cd-4341-a456-194fa6d487ba","source":"reddit","source_id":"t1_ow6ndp7","content_type":"comment","title":null,"body_preview":"I am writing a book about all of them, but digressing just before each happens.","author":"Sad-Confidence-4538","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqau3l/whats_the_creepiest_thing_thats_ever_happened_to/ow6ndp7/"},{"id":"b30d9ee2-d99a-4a03-aa4a-f99400b23afd","source":"reddit","source_id":"t1_ow6ndq7","content_type":"comment","title":null,"body_preview":"I've tasted both kibble & milk-bones™. My brothers did too. Tasted bland & boring. Didn't get sick from it. (Why? Because unattended kids are dumb.)","author":"faifai1337","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","genuine_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb4yv/what_do_you_do_if_someone_made_you_eat_dogfood_as/ow6ndq7/"},{"id":"63c380ae-6650-482e-ac00-4d586e5243bc","source":"reddit","source_id":"t1_ow6ndx5","content_type":"comment","title":null,"body_preview":"Most subs here tend to be very liberal. At least the ones I frequent.  Irl, I don't know anyone who blames capitalism for everything like they do here.","author":"HelgaGeePataki","classification":"human_created","confidence":0.78,"indicators":["absence_of_ai_voice","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqb6gr/whats_one_area_in_which_the_general/ow6ndx5/"},{"id":"a6b3e4d7-70a1-4366-8f05-6f0f180133b7","source":"reddit","source_id":"t1_ow6ne0u","content_type":"comment","title":null,"body_preview":"Because they are bringing something for the team that the other partner cannot bring, which is very valuable for both of them. How is this so hard to understand?","author":"DeeDee1234567","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:07:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uqajal/whats_your_opinion_of_a_husband_who_takes/ow6ne0u/"},{"id":"1ead008d-471b-46ef-9d7a-ffaf5e0ad461","source":"reddit","source_id":"t1_ow6h8i2","content_type":"comment","title":null,"body_preview":"I'm at 8 years with my Model 3 and about 75% total capacity and 190k miles. TBH, I think either I got a lemon or my garage is just too warm during some of the summers. But, it's still working just fin","author":"cogman10","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6h8i2/"},{"id":"99e1c177-1308-4417-9a3b-4a7d67575631","source":"reddit","source_id":"t1_ow6hmtx","content_type":"comment","title":null,"body_preview":"If you don't care about things being perfect, you can charge with a 240v extension cord plugged into your dryer outlet, I did that for over 2 years before installing a dedicated plug. And that plug wa","author":"couldbemage","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.5374149659863946,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6hmtx/"},{"id":"044b6a74-1f68-4f06-a12f-75566feb6cbd","source":"reddit","source_id":"t1_ow6iyxk","content_type":"comment","title":null,"body_preview":"\"Another great thing about EVs? You can control your own fuel supply and make it all at home with rooftop solar. No giving your money to monopolistic corporations, oligarchs, or Middle Eastern \"Royalt","author":"SnowFlakeUsername2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6iyxk/"},{"id":"11c0d166-b112-41d1-8a9c-1b692364b64d","source":"reddit","source_id":"t1_ow6jm3r","content_type":"comment","title":null,"body_preview":"I was once in charge of preparing a tech demo. The tech didn't work yet and I was in marketing so they told me to gin up a demo in Flash. It got shown to the AGM and at a major convention. Never trust","author":"ottawadeveloper","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinion"],"bot_score":0.26785714285714285,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uqaaia/follow_the_magic_what_early_tech_demos_feel_like/ow6jm3r/"},{"id":"35f263d8-7093-4ee6-97aa-fbdca90564d3","source":"reddit","source_id":"t1_ow6jnz8","content_type":"comment","title":null,"body_preview":"I don't know a single person with an average commute of 20 miles.","author":"Ek49ten","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6jnz8/"},{"id":"e592789c-4be7-46b3-b6f5-1b0e9d45f669","source":"reddit","source_id":"t1_ow6jpms","content_type":"comment","title":null,"body_preview":"Making the assumption that an average buyer can fuel their car with rooftop solar panels is quite the stretch. It has turned out that, in the US, Ev's have been a \"rich mans toy\" - with many models se","author":"RosieDear","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6jpms/"},{"id":"78ca40cc-cd16-40d5-8bd6-8e6c4b918aef","source":"reddit","source_id":"t1_ow6k59q","content_type":"comment","title":null,"body_preview":"Obsolescence, as defined in the engineering sense, is not a measure of durability  I'm just using the term that was originally used in this comment that ignited the whole convo:  What's the opposite o","author":"ILKLU","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6k59q/"},{"id":"ed1905fd-335b-4d99-b754-467e44866dea","source":"reddit","source_id":"t1_ow6k5lt","content_type":"comment","title":null,"body_preview":"This is the option I like the most. Not everyone needs a car that can do more than what an EV offers, and can use their hybrid just like that, but those that need the extra mileage, ease of refueling,","author":"akaSM","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6k5lt/"},{"id":"01e70a80-9aa3-449f-9647-4e9aa5dfb17b","source":"reddit","source_id":"t1_ow6k7oq","content_type":"comment","title":null,"body_preview":"Most cars have a forum or subreddit. I would check to see what the common issues posted on those are. I have a 2015 VW GTI and have had very few issues with it so far *knock on wood*.","author":"Adjective-Noun-nnnn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6k7oq/"},{"id":"16c5d0fa-21f6-432e-ba68-a32df8a52459","source":"reddit","source_id":"t1_ow6k9vi","content_type":"comment","title":null,"body_preview":"362 miles in my elec, stop for a piss at services and back to the car with little inconvenience.  I have driven thousands of miles, no problem. You aren't testhered to home at all.","author":"goobervision","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6k9vi/"},{"id":"0c74f80d-15bb-499f-8635-570a7565567d","source":"reddit","source_id":"t1_ow6kbrc","content_type":"comment","title":null,"body_preview":"The state of US infrastructure still makes hybrids a safer bet, to my way of thinking. Also, I rent, and even a lot of homeowners aren't supremely confident they're staying in their current home long ","author":"taosaur","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.6160115052732502,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6kbrc/"},{"id":"2ac44ebc-fd53-40be-b7ea-812c071a4e3b","source":"reddit","source_id":"t1_ow6kgfw","content_type":"comment","title":null,"body_preview":"Well the engineering antonym to planned obsolescence is non obsolescence. It hadn't been correctly defined yet, by either party. Just trying to help y'all's convo","author":"deevil_knievel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6kgfw/"},{"id":"b27f0e82-b5bc-4027-b040-3df451b2b7d6","source":"reddit","source_id":"t1_ow6lnc4","content_type":"comment","title":null,"body_preview":"Imma fix the title. \"Assuming we make it through the next 50 years, we're good for another couple of billion years.\"","author":"natetheskate100","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","opinion_expressed"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1up75lu/earth_may_survive_the_suns_death_new_models/ow6lnc4/"},{"id":"812c9ea8-a7a1-4259-8fff-e5450eeb8533","source":"reddit","source_id":"t1_ow6lnmp","content_type":"comment","title":null,"body_preview":"This is why I went hybrid when I was looking at newer vehicles. I don't trust the infrastructure in my home city, much less everywhere else I might need to go. Hybrids, on the other hand, ought to be ","author":"taosaur","classification":"human_created","confidence":0.7,"indicators":["self_reference","opinion_stance","imperfect_expression","semantic_blandness"],"bot_score":0.6160115052732502,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6lnmp/"},{"id":"212d18a2-6e6b-436a-8b10-c104b724371a","source":"reddit","source_id":"t1_ow6loql","content_type":"comment","title":null,"body_preview":"> I'll just add that a lot of the states you mentioned have utilities that are banking on a massive buildout of gas generation.  If I gave you the permits, connections and money to build a gas power p","author":"zer00eyz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","quoted_sources"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uo3u90/ai_data_centers_use_far_more_water_than_most_tech/ow6loql/"},{"id":"c30f0f6a-ac0e-477d-8b14-243a0dc568e9","source":"reddit","source_id":"t1_ow6m5xa","content_type":"comment","title":null,"body_preview":"In the US it's not anywhere near most. It is still 10s of millions of people. Different in Europe, but also Europe is way ahead of the US in public charging. The solution for your problem exists, you ","author":"couldbemage","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.5374149659863946,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6m5xa/"},{"id":"43ee2f3f-c7eb-4ba3-b8bb-66f9cd92014c","source":"reddit","source_id":"t1_ow6mcfw","content_type":"comment","title":null,"body_preview":"My 1000 dollar phone that doesnt have a sliding back to replace the battery sure feels planned","author":"Jiggerjuice","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6mcfw/"},{"id":"fd3194d0-ebc7-43e4-a610-acdbabeef293","source":"reddit","source_id":"t1_ow6mlmm","content_type":"comment","title":null,"body_preview":"Sounds like a “firmware update” is incoming shortly.","author":"MostAvocado9483","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6mlmm/"},{"id":"276c9d9e-2e93-4183-a4a3-e6dd7fe2e71f","source":"reddit","source_id":"t1_ow6n23t","content_type":"comment","title":null,"body_preview":"That's the lack of signage problem.  Post the city name and people will find a bunch more chargers for you. Unless you're in Texas. The only times I've seen that fail is in Texas.","author":"couldbemage","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.5374149659863946,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1upuw0g/ev_batteries_are_lasting_much_longer_than_the/ow6n23t/"},{"id":"5ae9a03f-5b3c-4fa2-9873-2d1f86c746b6","source":"reddit","source_id":"t1_ow6n37h","content_type":"comment","title":null,"body_preview":"They make \"warranty void if removed\" stickers unenforceable. That's about it. Of course, if they deny a warranty claim, you have to then spend a shit ton of money suing them to force their hand so lar","author":"chr0nicpirate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:06:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ukrt2o/fords_ceo_doesnt_want_you_fixing_your_new_bronco/ow6n37h/"},{"id":"76d1632b-6a70-4d47-ba5e-ba59fc997de4","source":"reddit","source_id":"t1_ow6lvyr","content_type":"comment","title":null,"body_preview":"\"TIL that the whales in Attenborough's Blue Planet are real!\"","author":"afineedge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uqamh7/today_i_learned_that_the_night_bomber_regiment/ow6lvyr/"},{"id":"9500d782-318d-4287-80c4-96d180133422","source":"reddit","source_id":"t1_ow6lyv8","content_type":"comment","title":null,"body_preview":"I think that's how it works in Spanish-speaking countries. In Portugal and Brazil the mother's maiden name becomes the first last name, and the father's last name becomes the last.","author":"BerRGP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1upplg1/til_japanese_law_does_not_recognize_married/ow6lyv8/"},{"id":"0ed33560-b39a-44a0-8ff7-915a9d59aff6","source":"reddit","source_id":"t1_ow6lz5r","content_type":"comment","title":null,"body_preview":"Happens currently. There’s accounts of Ukrainian POWs being castrated by the Russians before being released.","author":"Low-Plastic1939","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq66rg/til_that_the_assassin_of_william_the_silent_met_a/ow6lz5r/"},{"id":"e2952d19-cfd0-4e7f-9a05-29db8694f107","source":"reddit","source_id":"t1_ow6m2f3","content_type":"comment","title":null,"body_preview":"Ok I'm intrigued. Tell me more about our dread Lady and Savior Persephone and this cult...","author":"BlisteringAsscheeks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6m2f3/"},{"id":"9093b44e-2cb1-4b7f-aa2e-87e5304db6a1","source":"reddit","source_id":"t1_ow6mbdv","content_type":"comment","title":null,"body_preview":"It's a Hollywood thing, the problem is that more and more people get their history education from entertainment... Even high quality masterpieces have many many issues that distort reality in favor of","author":"Mosselpot","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mbdv/"},{"id":"82cf3bcf-5760-463d-a7ec-2b7d0d6efb8f","source":"reddit","source_id":"t1_ow6md10","content_type":"comment","title":null,"body_preview":"I feel this is useful information to have, just in case 🤔","author":"Naiinsky","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1upatyq/til_when_serial_killer_richard_ramirez_died_of/ow6md10/"},{"id":"522c5a47-08a4-4ba8-9e5b-bc5dd90e1c99","source":"reddit","source_id":"t1_ow6mdly","content_type":"comment","title":null,"body_preview":"Sure... but being one generation away from living memory is not being one generation away.","author":"GameDoesntStop","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq66rg/til_that_the_assassin_of_william_the_silent_met_a/ow6mdly/"},{"id":"5b1de021-57c7-4f00-a144-020f8320a8ca","source":"reddit","source_id":"t1_ow6mdyn","content_type":"comment","title":null,"body_preview":"I remember him asking for her hand in marriage to Zeus, a request that Zeus didn't want to give an answer to. If he said yes, he'd enrage his sister Demeter (Persephone's mom), but if he said no, he'd","author":"CharlesBrown33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mdyn/"},{"id":"1f2bffa5-c6ae-4d2f-85f0-74a108362dc4","source":"reddit","source_id":"t1_ow6mfi6","content_type":"comment","title":null,"body_preview":"Or like alfred being the joker or something... can you imagine?","author":"farsightfallen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mfi6/"},{"id":"e6b30fbf-41cf-4bf4-9634-5a2e93772537","source":"reddit","source_id":"t1_ow6mfpq","content_type":"comment","title":null,"body_preview":"My mum talked about this after she had a c-section. Luckily, my wife doesn't want kids, because I don't think I could handle her going through that.","author":"Spurioun","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq66rg/til_that_the_assassin_of_william_the_silent_met_a/ow6mfpq/"},{"id":"e375995a-873a-4bad-9fdc-fbf61d4d3ca3","source":"reddit","source_id":"t1_ow6mhvm","content_type":"comment","title":null,"body_preview":"Is that the plot to Lolita or The Lion, the Witch, and the Wardrobe?","author":"Whatsplayinginmyhead","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mhvm/"},{"id":"11335047-96de-4692-8ff9-9a072b890cde","source":"reddit","source_id":"t1_ow6mibs","content_type":"comment","title":null,"body_preview":"Psh anyone that’s spent more than 15 minutes in NO has been grazed by a bullet","author":"Hobbet404","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1upxt6p/til_that_famous_cajun_chef_paul_prudhomme_was/ow6mibs/"},{"id":"a07145ca-ed32-4d7b-83d0-4dbd0bfc7904","source":"reddit","source_id":"t1_ow6mkzw","content_type":"comment","title":null,"body_preview":"Sounds like despite it all, in Greece, Hercules didn’t put the glad in gladiator.","author":"NerdTalkDan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor_or_wordplay","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mkzw/"},{"id":"3ee6b4ac-26d4-4561-b492-8225e51de101","source":"reddit","source_id":"t1_ow6mprv","content_type":"comment","title":null,"body_preview":"Los creo capaces de realizar dichos actos, sin embargo es mejor no confiar en wikis","author":"MotorEquivalent6879","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1hw3hu/til_cias_official_motto_is_and_you_shall_know_the/ow6mprv/"},{"id":"3f65c4ea-e6ff-4075-b989-9f15dd6fe0ff","source":"reddit","source_id":"t1_ow6msg8","content_type":"comment","title":null,"body_preview":"I hope there is a hell for people who do things like this. The executioner went on to kill the next king (Louis XVI), himself. Sheer hypocrisy to such a horrific level","author":"AndreasDasos","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq66rg/til_that_the_assassin_of_william_the_silent_met_a/ow6msg8/"},{"id":"4196f6cc-ef7a-424d-9fb2-bf268dc94566","source":"reddit","source_id":"t1_ow6mshn","content_type":"comment","title":null,"body_preview":"I think they just went with what \"most\" audience members would be familiar with. People know the pronunciation of Hercules more than Heracles (Kevin Sorrow Sorbo's one win), but ironically are more fa","author":"Fickle_Goose_4451","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mshn/"},{"id":"ac2df147-6205-41bc-b569-9bcce72cbec0","source":"reddit","source_id":"t1_ow6mt89","content_type":"comment","title":null,"body_preview":"Yeah, the Grim Reaper. Read Incarnations of Immortality as a teen, and Death was Thanatos.","author":"Whatsplayinginmyhead","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mt89/"},{"id":"afc49fc6-c273-4b92-ab28-75e7e111765d","source":"reddit","source_id":"t1_ow6mwb7","content_type":"comment","title":null,"body_preview":"Has anyone figured out the reason one would have the ability to control it? It had to have had a purpose at one point.","author":"FekNr","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1upapn3/til_a_certain_percentage_of_people_can/ow6mwb7/"},{"id":"6f9520d0-409f-466e-bebb-04bc7240dff4","source":"reddit","source_id":"t1_ow6mwrl","content_type":"comment","title":null,"body_preview":"Ariel was dumped and abandon with no voice  Her tongue was cut out, and every step she took was like walking on knives.  Stuff was super brutal.","author":"farsightfallen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mwrl/"},{"id":"d06e4d5d-7eac-49b4-a2f6-9397d357a293","source":"reddit","source_id":"t1_ow6mxt3","content_type":"comment","title":null,"body_preview":"Heracles was an extra special case because he even arranged with other gods (Hypnos god of sleep, Helios sun god, Selene moon goddess, etc) to extend a night to three days to use all that time to have","author":"oh_YES_helios","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:05:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uq6kex/til_that_upon_its_release_in_1997_disneys/ow6mxt3/"},{"id":"b4abdf8c-5ab1-4cb8-90b7-c56bb929dcfe","source":"reddit","source_id":"t1_ow1qrwc","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","uniform_paragraph_rhythm","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1upp75j/assuming_an_asteroid_of_a_large_size_is_heading/ow1qrwc/"},{"id":"c9464bcb-208f-4a58-87e3-d8fa8ff3ad70","source":"reddit","source_id":"t1_ow1qtww","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, it has been automatically removed because you did not include a question mark \"?\" in your title. We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","synthetic_empathy","explicit_ai_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1upp7gl/why_does_an_inductor_generate_a_voltage_spike/ow1qtww/"},{"id":"97feeaba-bd75-4c63-94be-5a3421926f04","source":"reddit","source_id":"t1_ow1szqu","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, it has been automatically removed because you did not include a question mark \"?\" in your title. We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","absence_of_personality","explicit_ai_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uppj8c/got_a_question_about_private_organs/ow1szqu/"},{"id":"5c4bf3b7-4fcd-49b9-83c6-ebfda42177cd","source":"reddit","source_id":"t1_ow2ttiq","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1upunki/removed_by_reddit/ow2ttiq/"},{"id":"9ceafb96-f1f3-4ab7-9649-3d5e06d38df0","source":"reddit","source_id":"t1_ow2z1bi","content_type":"comment","title":null,"body_preview":"I mean thats the same as with the rest of multicellular life. They dont immediately die any more than a zooid does. Body cells dont die immediately. They continue respiration until O2 stores collapses","author":"Swellmeister","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_template_phrases"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umjqwh/are_there_any_species_of_parasites_that_have/ow2z1bi/"},{"id":"aa8c890e-9f2d-4757-ad05-831e09ce8813","source":"reddit","source_id":"t1_ow3gb9v","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  This question is based on fundamentally flawed premises. Please conduct some background res","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1upvmh7/32f_32f_0c_0c_since_32f_0/ow3gb9v/"},{"id":"d42a86cf-ac09-48b3-957d-bf0cc5eb5afc","source":"reddit","source_id":"t1_ow3gebe","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  The answer can be found with a Google/Wiki search. Please start there and come back with a ","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1upu1i9/how_does_diamond_form_and_the_correct_environment/ow3gebe/"},{"id":"e847606e-66fc-44bb-ade9-d462e9a9754d","source":"reddit","source_id":"t1_ow3hf7m","content_type":"comment","title":null,"body_preview":"So it's the act of freezing or thawing that damages it rather than the duration it's frozen?","author":"VFP_ProvenRoute","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umuaxe/does_cryogenically_frozen_meat_decay/ow3hf7m/"},{"id":"e91aea21-7a4f-4855-89ad-17812f31bd67","source":"reddit","source_id":"t1_ow3ilmd","content_type":"comment","title":null,"body_preview":"Isn't it split into biological parts, whether you can reproduce or get reproduced on. And the psychological part, which is where you signal a gender role that's historically and societally decided upo","author":"ZiddyBlud","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow3ilmd/"},{"id":"e3207606-f69a-4398-9315-16e0bfb1eb09","source":"reddit","source_id":"t1_ow3ixik","content_type":"comment","title":null,"body_preview":"\"this person is experiencing dysphoria, which makes them way more likely to hurt themselves. Transitioning is the statistically safest recommendation to make\".  Is the threat of hurting themselves the","author":"ZiddyBlud","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow3ixik/"},{"id":"15253fcc-6c3d-460d-9cec-321892b8eae8","source":"reddit","source_id":"t1_ow3wmqh","content_type":"comment","title":null,"body_preview":"Of course not. I'm just saying that doctors want to give the treatment with the best odds of a healthy outcome. Transphobes always recommend just getting therapy and trying to get over it, but that op","author":"DILF_MANSERVICE","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow3wmqh/"},{"id":"333d8c46-557a-45ec-9a8a-3634b6093172","source":"reddit","source_id":"t1_ow3yfzr","content_type":"comment","title":null,"body_preview":"That’s shockingly simple but makes sense lol, thank you!","author":"Bree4444","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1up7sbz/how_do_magnets_do_this/ow3yfzr/"},{"id":"cc1f09f9-73fa-4d9a-8792-96eac37065e6","source":"reddit","source_id":"t1_ow41cem","content_type":"comment","title":null,"body_preview":"Also, Napoleon selected tall men as guards, so always looked short in comparison to them","author":"tobylearner","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1u3akhb/i_just_learned_that_there_were_different_species/ow41cem/"},{"id":"55621ec9-f0b1-4524-bd0f-f89af6b948d5","source":"reddit","source_id":"t1_ow478un","content_type":"comment","title":null,"body_preview":"I'm being a little hyperbolic when I say \"immediately die\". It'll die very quickly. And you're right, I work with (human) cells every day in my field that have lifespan ranging from two weeks to 42 da","author":"Violet-Venom","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umjqwh/are_there_any_species_of_parasites_that_have/ow478un/"},{"id":"c25c8602-75c1-4e30-8b48-bb29223a87d2","source":"reddit","source_id":"t1_ow4a4dp","content_type":"comment","title":null,"body_preview":"A zooid still fails without its companion zooids.  Your liver doesnt die any faster or slower than a zooid does, when both of them are removed from their organism. Its a subordinate structure of a sin","author":"Swellmeister","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umjqwh/are_there_any_species_of_parasites_that_have/ow4a4dp/"},{"id":"3b0c05e8-663c-4d61-b821-ca84aec81a39","source":"reddit","source_id":"t1_ow4l9ev","content_type":"comment","title":null,"body_preview":"So there are some good pieces of information and some not so good listed in the comments. I work in a field that uses cryobiology for preservation of tissues for transplant and the current state of th","author":"Leeloodedeedloo","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umuaxe/does_cryogenically_frozen_meat_decay/ow4l9ev/"},{"id":"93ba6969-49d3-46a0-89a7-107eac6676c8","source":"reddit","source_id":"t1_ow4px0p","content_type":"comment","title":null,"body_preview":"And to test those prediction methods, you need random numbers, and the first table of random numbers was published in 1927!  In the 1890s, statisticians like Galton and Pearson generated \"random numbe","author":"restricteddata","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0.4464600850715921,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1tr1hod/is_there_a_measure_for_randomness_in_equations/ow4px0p/"},{"id":"e3ec5528-909f-47f1-b2a0-a8a635dadccb","source":"reddit","source_id":"t1_ow4tprd","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, it has been automatically removed because you did not include a question mark \"?\" in your title. We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","absence_of_personality","explicit_ai_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uq383q/visible_colours_simulation/ow4tprd/"},{"id":"78f0ceb3-adc4-4d1e-afba-b3e4ea490f7e","source":"reddit","source_id":"t1_ow567fd","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","uniform_paragraph_rhythm"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uq4pc2/i_have_question_about_theoretical_energy/ow567fd/"},{"id":"f5a21d93-15c7-41e9-b684-3d429ef923f7","source":"reddit","source_id":"t1_ow5ek0a","content_type":"comment","title":null,"body_preview":"That's true. Why do we put things in the fridge and freezer? To preserve it. The same logic applies. The colder it gets, the less atoms move. Heat is just particles moving microscopically.  If you fre","author":"loggywd","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1umuaxe/does_cryogenically_frozen_meat_decay/ow5ek0a/"},{"id":"7481bd90-8e93-4028-ae4e-31d77a6d6c36","source":"reddit","source_id":"t1_ow5n9b8","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, it has been automatically removed because you did not include a question mark \"?\" in your title. We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","safety_disclaimers"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uq6t1i/check_out_my_vid_i_made_on_altitude_genes/ow5n9b8/"},{"id":"239c8e31-c6d8-43f8-a2a9-eb4aeb200257","source":"reddit","source_id":"t1_ow64qyw","content_type":"comment","title":null,"body_preview":"You're using a lot of dangerously controversial terms and wording here. I think you would benefit from doing research on how it feels to be born perceived in a way that does not match what you feel is","author":"ZiddyBlud","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow64qyw/"},{"id":"24d80e88-9250-4c76-af05-7950edf0ebeb","source":"reddit","source_id":"t1_ow6b53e","content_type":"comment","title":null,"body_preview":"Great explanation, thank you. I don't normally think of copper as \"strong\" but then, usually when I think about a material I'm thinking of room temperature.","author":"314159265358979326","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression","absence_of_ai_signals"],"bot_score":0.3512219898334969,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow6b53e/"},{"id":"43232952-0dde-4a4c-b299-1085a3b4d4db","source":"reddit","source_id":"t1_ow6jhl3","content_type":"comment","title":null,"body_preview":"Buddy, I'm living it. Not only have I been dysphoric for decades, I've had many friends come out and transition. Personally I'm non-binary now, but the thought I might be trans is definitely knocking ","author":"DILF_MANSERVICE","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:04:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ukmigy/ask_anything_wednesday_biology_chemistry/ow6jhl3/"},{"id":"31319227-21a4-45d8-a08e-4c747909813b","source":"reddit","source_id":"t1_ow6lilm","content_type":"comment","title":null,"body_preview":"I think this response is well meaning but missing something key: if I’m a wood working enthusiast and I am active in the woodworking community, there is an abysmally low chance that those community ev","author":"WakeoftheStorm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1up14aq/cmv_the_furry_community_has_an_issue_with/ow6lilm/"},{"id":"e86f6426-8e5c-4abc-b124-494d64cee37e","source":"reddit","source_id":"t1_ow6litc","content_type":"comment","title":null,"body_preview":"I think the damage is already done. Maine picked him in their primary overwhelmingly, after a mountain of red flags had already been revealed.  The percentage of votes his bullshit has lost us is smal","author":"GraySwingline","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq23y7/cmv_graham_platner_dropping_out_is_illogical_and/ow6litc/"},{"id":"f727e5b5-4bda-4eba-87f3-ca2cb49456d1","source":"reddit","source_id":"t1_ow6ljtk","content_type":"comment","title":null,"body_preview":"Is this a common stance or something? I've never heard this a reason to devalue a person.","author":"scarab456","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6ljtk/"},{"id":"6c0e9f0b-4c28-4a86-ae64-8f14883a28fd","source":"reddit","source_id":"t1_ow6lm4c","content_type":"comment","title":null,"body_preview":"Comment has been removed for breaking Rule 1:  Direct responses to a CMV post must challenge at least one aspect of OP’s stated view (however minor), or ask a clarifying question. Arguments in favor o","author":"changemyview-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6lm4c/"},{"id":"1dc4c70f-faeb-465f-9d52-83da63299ff0","source":"reddit","source_id":"t1_ow6ln7d","content_type":"comment","title":null,"body_preview":"I would agree with you if I felt that what was gained was greater than what was lost, but I see it differently. We gained a tool to prevent harassment, but we lost one in the process, and the one we g","author":"Chronoblivion","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1upujvl/cmv_allowing_redditors_to_hide_their_post_and/ow6ln7d/"},{"id":"1294deac-3cba-4c01-ab34-c78c28394614","source":"reddit","source_id":"t1_ow6looa","content_type":"comment","title":null,"body_preview":"I'm an old and I wouldn't say I \"worry\" about it but sex is a great motivator to develop relationships. Relationships when they're working, help you work on yourself and be a better person because you","author":"Top_Pirate699","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6looa/"},{"id":"ddf6abcb-a477-4633-a38b-842d5f3983ac","source":"reddit","source_id":"t1_ow6lsev","content_type":"comment","title":null,"body_preview":"I don't think it's like that, I believe that they want us to enjoy the same things that they enjoyed when they are kids, when it just doesn't work like that. To me, it is the same as saying that my gr","author":"PotentialPedal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6lsev/"},{"id":"0e3764bf-2d2b-440f-a211-098e68e2d806","source":"reddit","source_id":"t1_ow6lt98","content_type":"comment","title":null,"body_preview":"And what was the distribution of that GDP prior to 1958? And quoting modern GDP as if they haven’t been under a brutal blockade for the past 66 years by the US that heavily restricts their ability to ","author":"catfish1969","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq0fr2/cmv_marxismleninism_is_not_a_great_ideology/ow6lt98/"},{"id":"360c1250-cf54-4b7e-b46c-533548adf1b8","source":"reddit","source_id":"t1_ow6ltom","content_type":"comment","title":null,"body_preview":"Who's gonna pay for our Social Security and Medicare? Seems really rational and understandable to me!","author":"Dunadan734","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6ltom/"},{"id":"82e3b742-dc8c-4064-92c3-e5ff93b15d89","source":"reddit","source_id":"t1_ow6ly2z","content_type":"comment","title":null,"body_preview":"I feel like your position is based on a mis-understanding of what these content creators mean when they urge people to \"make art\".  You talk about \"practical art\" for example, and talk about crochet a","author":"RodeoBob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6ly2z/"},{"id":"33553f52-ba7b-4ebd-8fc0-83c94a309ea1","source":"reddit","source_id":"t1_ow6lyra","content_type":"comment","title":null,"body_preview":"“Social media, cell phones and all other forms of indirect communication connect us with who we want/need to speak to. Before we had that option, to be social, we had to speak to whoever was a part of","author":"TinyConsideration796","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","fallacy_identification","synthetic_empathy","semantic_blandness"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uphvu3/cmv_to_hate_indirect_communication_is_to_hate/ow6lyra/"},{"id":"345cfc65-0a78-4883-9271-3d1bd1fe4930","source":"reddit","source_id":"t1_ow6m1tp","content_type":"comment","title":null,"body_preview":"It's everything financially related. Gen z is the poorest ever young generation compared to older peers. And to make it worse within that poverty there's large wealth inequality. You never had people ","author":"Own-Ant5860","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6m1tp/"},{"id":"f146cb8f-6e52-45b7-9a30-5a6a7a9b5db8","source":"reddit","source_id":"t1_ow6m236","content_type":"comment","title":null,"body_preview":"I've heard the sentiment that \"anyone CAN make art\" But I have never heard anyone say \"everyone MUST make art\"","author":"gr33nh3at","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6m236/"},{"id":"c35a99d0-4b69-4159-9e1d-7cbe312b9783","source":"reddit","source_id":"t1_ow6m30n","content_type":"comment","title":null,"body_preview":"Unless you live on the campus of the world's most pretentious art school, it's absurd anyone has ever said this to you once let alone regularly.","author":"OkCluejay172","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6m30n/"},{"id":"e01a6d6b-81ac-4b26-8158-5ed99f16e789","source":"reddit","source_id":"t1_ow6m4fq","content_type":"comment","title":null,"body_preview":"I think that it is pretty universally understood that the best way to enact systemic change is to have a massive amount of wealth and power, and use it to corrupt institutions to fit your designs. The","author":"Amadacius","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1un99mj/cmv_the_greatest_hidden_lie_ever_toldimplanted/ow6m4fq/"},{"id":"f059c2fb-c880-46c7-8632-f0728a13efcc","source":"reddit","source_id":"t1_ow6m7ci","content_type":"comment","title":null,"body_preview":"I mean idk I like working in the ac and not breaking my body for a paycheck. I do like food though so I see where you’re going","author":"Elegant_Progress_686","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uom01d/cmv_modern_food_being_extremely_caloriedense_is/ow6m7ci/"},{"id":"3d3a3710-4b93-40ef-ab31-012b2e2e5343","source":"reddit","source_id":"t1_ow6m8wm","content_type":"comment","title":null,"body_preview":"!delta I'll give a delta to this since I left porn completely out of my OP and it is obviously a big factor in this field of things, and it is also something I believe many older people are opinionate","author":"PotentialPedal","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6m8wm/"},{"id":"9e9f046d-a2ed-40e0-aaaa-8a918e28bac4","source":"reddit","source_id":"t1_ow6mbtf","content_type":"comment","title":null,"body_preview":"Sure but I'm asking for some hard examples that further detail what you're seeing and would indicate that it's a common enough view held by older generations Otherwise, your view seems like just a bun","author":"cabose12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6mbtf/"},{"id":"05b15b59-2c97-483c-989a-7b7f1f12a410","source":"reddit","source_id":"t1_ow6meom","content_type":"comment","title":null,"body_preview":"Cooking can be art. Poetry is art. Playing minecraft is art.  Hell building legos is art.  Putting up holiday decorations is art. Caring for a garden or even just a lawn is art if you are approaching ","author":"Raise_A_Thoth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality","template_phrases"],"bot_score":0.4016111606370189,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6meom/"},{"id":"9e775760-2f52-4cd5-a9c1-e94e78368eac","source":"reddit","source_id":"t1_ow6mgn1","content_type":"comment","title":null,"body_preview":"/u/PotentialPedal (OP) has awarded 1 delta(s) in this post. All comments that earned deltas (from OP or other users) are listed here, in /r/DeltaLog. Please note that a change of view doesn't necessar","author":"DeltaBot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6mgn1/"},{"id":"24089aed-0705-455d-a357-37dac4987047","source":"reddit","source_id":"t1_ow6mgpv","content_type":"comment","title":null,"body_preview":"Confirmed: 1 delta awarded to /u/xtaberry (6∆). Delta System Explained | Deltaboards","author":"DeltaBot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uq9yku/cmv_it_is_weird_for_older_generations_to_care/ow6mgpv/"},{"id":"e7ed30b8-ab6e-492c-87fd-c4861ee69183","source":"reddit","source_id":"t1_ow6mhxz","content_type":"comment","title":null,"body_preview":"Insisting that your position is the only valid one any person on earth is allowed to take is a little on the authoritarian side, I believe. I get so sick of artists on YouTube insisting that everyone ","author":"ToiletSpork","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6mhxz/"},{"id":"c370d11d-0b35-4c80-bc7d-06ddd08c6e0e","source":"reddit","source_id":"t1_ow6mjjf","content_type":"comment","title":null,"body_preview":"I think it’s very beneficial for a human’s psychological health to be creative at some relative frequency. But creative can manifest itself in so many different ways outside of what we normally think ","author":"No-Implement1965","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Jul 07 2026 23:03:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uqar60/cmv_deciding_not_to_create_art_is_a_valid/ow6mjjf/"},{"id":"09626d2b-74d9-45b2-aa6b-9c40b4cdf0d8","source":"reddit","source_id":"t1_ow6e1xw","content_type":"comment","title":null,"body_preview":"The gambling addict isn't climbing into bed with a neighbor, that's the difference.","author":"Mobile_Safety_1331","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uq9x8j/the_scarlet_letter/ow6e1xw/"},{"id":"13c8cf86-7e93-4d2f-bd62-e25dc5d7631c","source":"reddit","source_id":"t1_ow6e7ii","content_type":"comment","title":null,"body_preview":"Same. Right now, I'm 2/3 of the way through the Bromeliad trilogy, by Terry Pratchett. Recently, I've listened to the Joan Lowery Nixon \"Orphan Train\" series ...  Some younger children's books are pre","author":"Jaderosegrey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6e7ii/"},{"id":"bfdafd06-d401-4848-abc9-665eb2716bc7","source":"reddit","source_id":"t1_ow6ey6a","content_type":"comment","title":null,"body_preview":"\"It’s shocking the amount of parents who don’t realize that they are role models literally all the time.\" I have a saying: Do you want to try to be the best person you can be 24/7 for about 20 years? ","author":"Jaderosegrey","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","self_reference","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6ey6a/"},{"id":"66c371ba-d034-4727-9887-d9c26ef720eb","source":"reddit","source_id":"t1_ow6ga63","content_type":"comment","title":null,"body_preview":"You never, ever hear any students describing Hester as a slut.  Never? You weren't in my high school class.","author":"TaliesinMerlin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uq9x8j/the_scarlet_letter/ow6ga63/"},{"id":"7a780c8f-0c57-4f50-a1ae-c70b298bf8e8","source":"reddit","source_id":"t1_ow6gegr","content_type":"comment","title":null,"body_preview":"Once I saw a screenshot of a Tumblr post where someone was venting about how their English teacher marked them down on a Lord of the Flies essay for saying that it was set in a hypothetical future whe","author":"RiparianZoneCryptid","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6gegr/"},{"id":"546a3ff6-f21c-49ab-a1a3-a4ffa57ca06e","source":"reddit","source_id":"t1_ow6gngh","content_type":"comment","title":null,"body_preview":"Twain retconned Tom’s character here from his own adventures because of backlash to his original ending to Huck Finn’s adventures.","author":"whoisyourwormguy_","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uq1xzm/just_finished_adventures_of_huckleberry_finn_what/ow6gngh/"},{"id":"c3450ebb-8f1d-4f6b-8ede-78ad12e5503e","source":"reddit","source_id":"t1_ow6hcg1","content_type":"comment","title":null,"body_preview":"Only about 21. Didn't take long but fuck it was boring in HS","author":"DataSlight1180","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1up2v26/the_right_book_at_the_wrong_time/ow6hcg1/"},{"id":"eac22e0d-9bfa-4230-985b-f0f95402d403","source":"reddit","source_id":"t1_ow6hi85","content_type":"comment","title":null,"body_preview":"I'm not sure your point about humor holds up when shows like Rick and Morty, Family Guy, South Park, Archer, and It's Always Sunny in Philadelphia are being made and remain popular these days.","author":"boywithapplesauce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upkj71/would_vc_andrews_original_books_be_published/ow6hi85/"},{"id":"16a3c0e3-8574-41ee-878e-941d9d773d8c","source":"reddit","source_id":"t1_ow6hjc0","content_type":"comment","title":null,"body_preview":"I hate it and I'm surprised I do not hear more complaints about this?? It made me stop buying from Amazon for fiction books. I wish they would clarify it somewhere so I could just avoid them. I hate t","author":"Paraplueschi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","specific_complaint"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/18lggrm/are_major_publishing_houses_producing_books/ow6hjc0/"},{"id":"1d4239f4-9895-42af-a521-8d7e8f10f159","source":"reddit","source_id":"t1_ow6hqc0","content_type":"comment","title":null,"body_preview":"You... Y-you really found messiah boring ? How is that possible ? After everything we went through...","author":"Saulgoodman1994bis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/sro7s1/why_dont_people_like_dune_messiah/ow6hqc0/"},{"id":"2c430f93-5009-4f5c-ae82-8c425966687a","source":"reddit","source_id":"t1_ow6id8u","content_type":"comment","title":null,"body_preview":"My social circle's reaction to the line in Taylor Swift's Love Story: \"'Cause you were Romeo, I was a scarlet letter\" was \"So, he's a peadophile on the rebound and you're a slut? Why is this a pop son","author":"RabenWrites","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uq9x8j/the_scarlet_letter/ow6id8u/"},{"id":"09776b32-1c74-4a78-be66-43402297eaa1","source":"reddit","source_id":"t1_ow6ih0s","content_type":"comment","title":null,"body_preview":"Yeah, this is kind of why I suggest people reread ANY book they ever read in school when they’re an adult. Our understanding of the world is a LOT different. Books you love you may end up hating, and ","author":"SommerMatt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","hedgestacking"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upq6zp/revisiting_books_from_teenager_years/ow6ih0s/"},{"id":"7d075bdb-5048-4c91-a581-b785154f0895","source":"reddit","source_id":"t1_ow6ijyr","content_type":"comment","title":null,"body_preview":"Historically, cheating opened up uncertainty about parentage and uncertainty in parentage affected inheritance, and that is destabilizing to a society based on inherited resources. Much more destabili","author":"anonymouse278","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uq9x8j/the_scarlet_letter/ow6ijyr/"},{"id":"d7bdeb16-44b8-4c00-b4ca-5289b50f3c78","source":"reddit","source_id":"t1_ow6il9s","content_type":"comment","title":null,"body_preview":"Mysteriously, the answer is to introduce them to stories early and do library runs and buy books they want. Some kids read more than others for various reason, and we sure don't all love the same stuf","author":"terriaminute","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6il9s/"},{"id":"fd2e8298-200c-4759-acc5-baf073b03217","source":"reddit","source_id":"t1_ow6iye7","content_type":"comment","title":null,"body_preview":"Hi there. Your post would be better asked in our Simple Questions thread. It helps us keep the main subreddit focused around broader discussion rather topics which only apply to an individual. Thank y","author":"books-ModTeam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.34934146267634764,"content_class":"automated_moderation","collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uqamum/my_copy_of_brideshead_looks_short/ow6iye7/"},{"id":"a8738dd9-65ef-4041-ab4c-6bd892540233","source":"reddit","source_id":"t1_ow6j905","content_type":"comment","title":null,"body_preview":"Rarely comes up for me since I just read what I/my library already have, which either way used to be good enough for many people, but when there's choices I just google what the consensus on the best ","author":"funded_by_soros","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upn11q/do_you_have_a_preference_for_older_vs_newer/ow6j905/"},{"id":"205019a7-2f4f-4455-9ac0-fb441a365449","source":"reddit","source_id":"t1_ow6jht6","content_type":"comment","title":null,"body_preview":"Is Word on Fire a good publisher? I got a copy of Brideshead Revisited and it looks really short compared to the other editions. I'm worried it's bowdlerized, but wanted a second opinion.","author":"metromesa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upphia/simple_questions_july_07_2026/ow6jht6/"},{"id":"b8b77b33-3dbb-4bc0-b315-6ff9f98a920c","source":"reddit","source_id":"t1_ow6k7xr","content_type":"comment","title":null,"body_preview":"The irony of you complaining about people wanting everything dumbed down and spoon fed to them while simultaneously being anti-anti- ai. The mental gymnastics are truly impressive.","author":"rarely_interacts","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upxtxr/can_chatgpt_produce_a_version_of_proust_worth/ow6k7xr/"},{"id":"62adb38c-21fa-4fd1-9b61-975906cf4ded","source":"reddit","source_id":"t1_ow6kbki","content_type":"comment","title":null,"body_preview":"I think that’s a pretty common way a lot of people engage with media, and it’s especially natural when you have a 1st person narrator, but there are multiple famous works of literature and film that h","author":"SommerMatt","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upq6zp/revisiting_books_from_teenager_years/ow6kbki/"},{"id":"2a871022-5612-407d-ae3a-0678e0570128","source":"reddit","source_id":"t1_ow6l36w","content_type":"comment","title":null,"body_preview":"My wife and i read. Still tough to get the kids into it.","author":"Danominator","classification":"human_created","confidence":0.7,"indicators":["terse_replies","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6l36w/"},{"id":"d3f39c46-8fe8-436a-8825-30e38645d149","source":"reddit","source_id":"t1_ow6lb1y","content_type":"comment","title":null,"body_preview":"I know the Behavior Modelling talking point is really popular in this sub. The comments are always a bunch of people patting themselves on the backs.. but I never see anyone asking \"What do the kids F","author":"GerudoSamsara","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upyac8/article_reading_for_pleasure_builds_empathy_in/ow6lb1y/"},{"id":"cf1e076d-dffc-4abe-a5c9-9fcc86db5ba0","source":"reddit","source_id":"t1_ow6m5cl","content_type":"comment","title":null,"body_preview":"I define it as any book or work where the sex and eroticism is the point of the work rather then the story itself. With that said, if a book has a ton of sex scenes that are gratuitous even with a wel","author":"Syndicalist_Vegan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:02:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1upb9nm/smut_seems_to_be_increasingly_synonymous_with_any/ow6m5cl/"},{"id":"92cbf1f8-599d-4cc3-8793-51e9a5bc3962","source":"reddit","source_id":"t1_ow6lniz","content_type":"comment","title":null,"body_preview":"At last. Some representation for heterosexual couples","author":"TwoLetters","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqajlc/the_invite_welcomes_heterosexual_polyamory_into/ow6lniz/"},{"id":"ffe814c1-2576-41fa-987e-502a54d927a7","source":"reddit","source_id":"t1_ow6loh4","content_type":"comment","title":null,"body_preview":"The lineage is obviously what I meant. The new avatar only having Korra for council instead of thousands of years worth of Avatars seems like a huge downgrade to me.","author":"StixnStones69","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1upxntl/avatar_aang_the_last_airbender_official_movie/ow6loh4/"},{"id":"1639f8d4-09b4-4644-8130-dc05cfe6ce49","source":"reddit","source_id":"t1_ow6lqin","content_type":"comment","title":null,"body_preview":"I saw it the theater and remember liking it a lot. I should give it another watch.","author":"toddklindt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqao5x/phenomenon_is_a_great_movie_starring_john_travolta/ow6lqin/"},{"id":"e78b83af-d122-412e-9816-1951cc0cbcfa","source":"reddit","source_id":"t1_ow6lsgw","content_type":"comment","title":null,"body_preview":"As someone that hasn't seen the leak, I look forward to it being released. I don't care that others think it is bad or whatever. I have terrible taste in movies anyway.","author":"Okidokicoki","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","self_deprecation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1upxntl/avatar_aang_the_last_airbender_official_movie/ow6lsgw/"},{"id":"fdeb4c68-0f3e-47aa-b1b4-fb35d8ef0f53","source":"reddit","source_id":"t1_ow6lsxo","content_type":"comment","title":null,"body_preview":"Never before on screen have heterosexual couples been shown to have sex with other people.","author":"one_orange_braincell","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqajlc/the_invite_welcomes_heterosexual_polyamory_into/ow6lsxo/"},{"id":"7dcfbc4a-64a2-4ece-87e2-b1fbab156219","source":"reddit","source_id":"t1_ow6ltf9","content_type":"comment","title":null,"body_preview":"The point is only an idiot would think hes actually from Kazakhstan since his character has absolutely nothing to do with that area of the world. If you came uo with a bad idea of that country from hi","author":"arrogancygames","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6ltf9/"},{"id":"59033cba-889f-4ebf-b181-2315468d186e","source":"reddit","source_id":"t1_ow6ltrp","content_type":"comment","title":null,"body_preview":"It doesn't help that nobody likes dealing with Vin Diesel either","author":"WilliamEmmerson","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqa8r7/no_fast_furious_11_is_not_in_production_what_vin/ow6ltrp/"},{"id":"15fe736c-f637-49f5-a436-0eca5dd054f7","source":"reddit","source_id":"t1_ow6ltx0","content_type":"comment","title":null,"body_preview":"Man I've been seeing so many clips from this lately. Makes me wonder if something is intentional.","author":"outkastedd","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqao5x/phenomenon_is_a_great_movie_starring_john_travolta/ow6ltx0/"},{"id":"1dbf0353-7b23-41b4-83c2-2447bb70aed3","source":"reddit","source_id":"t1_ow6lx5s","content_type":"comment","title":null,"body_preview":"The problem with DF is just switching to a different woman who will give birth to an important future warrior. Seems like it is unnecessary to tread that close to the original footsteps.","author":"eolson3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq8mqa/hot_take_the_judgment_day_is_inevitable_story_in/ow6lx5s/"},{"id":"49df5e68-ebd6-4faa-94f0-db4717130ef8","source":"reddit","source_id":"t1_ow6lzpy","content_type":"comment","title":null,"body_preview":"Putting a layer of irony in between you and your (erm, I mean your character's) blackface does not suddenly absolving it from other people finding it offensive--esp. if they are Black or Brown. This i","author":"shallow_n00b","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6lzpy/"},{"id":"a3e39736-cd50-4db9-badd-faf3500a41ab","source":"reddit","source_id":"t1_ow6lzs5","content_type":"comment","title":null,"body_preview":"Honestly I would just reboot the franchise with a new cast to recapture the older movies vibes and just forget what happened after 7","author":"Vagamer01","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uqa8r7/no_fast_furious_11_is_not_in_production_what_vin/ow6lzs5/"},{"id":"e6edef94-635d-46d1-b160-ce358f14ab6d","source":"reddit","source_id":"t1_ow6m0r4","content_type":"comment","title":null,"body_preview":"I think the original point of the show, when it worked, was to expose how the people that he was interviewing were the classist ones, because they actually believed that this obvious caricature was a ","author":"dlm2137","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6m0r4/"},{"id":"c5465117-5a3f-4a08-a628-b8ab75909677","source":"reddit","source_id":"t1_ow6m2tw","content_type":"comment","title":null,"body_preview":"in Kazakhstan, it is illegal for more than five women to be in same place, except for in brothel or in grave.","author":"TheCrach","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6m2tw/"},{"id":"a3638427-1efa-4342-beeb-4c4056f0f4d4","source":"reddit","source_id":"t1_ow6m3cm","content_type":"comment","title":null,"body_preview":"Yeah, but the lineage is what made it special. Only having Korra as council, especially since Korra is seemingly responsible for the apocalypse according to the description of the new show, is a huge ","author":"StixnStones69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1upxntl/avatar_aang_the_last_airbender_official_movie/ow6m3cm/"},{"id":"f401a395-c0db-4f24-92d7-2246e71d8c84","source":"reddit","source_id":"t1_ow6m51z","content_type":"comment","title":null,"body_preview":"His Massad character getting a sitting politician fired for dropping his pants and yelling the N word is the funniest thing ever.","author":"arrogancygames","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6m51z/"},{"id":"994f53c1-53be-4522-8917-29d7ef9bfa00","source":"reddit","source_id":"t1_ow6m59q","content_type":"comment","title":null,"body_preview":"Yea but that was a decade ago now. Shit maybe more than a decade","author":"dlm2137","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uq3475/ali_g_returns_sacha_baron_cohen_wraps_filming/ow6m59q/"},{"id":"19dab083-14b1-48ed-904a-1ba85affb930","source":"reddit","source_id":"t1_ow6l865","content_type":"comment","title":null,"body_preview":"Only if they bus in school kids to eat at the buffet everyday.","author":"Sea-Implement3377","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ulzvh4/125_passengers_and_crew_hit_with_highly/ow6l865/"},{"id":"b40360f0-37e4-49a9-8b00-baf8f9f8b9fb","source":"reddit","source_id":"t1_ow6l92u","content_type":"comment","title":null,"body_preview":"That’s what I said, there’s no way to confirm anything, just who you choose to believe based on your world view and assessment of their motivations / what makes sense for them to do.","author":"Playful_Rip_1280","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uq9a1a/us_launches_strikes_on_iran_after_tankers_hit_in/ow6l92u/"},{"id":"22bf88be-a667-4ae7-abf1-f5d284554d7c","source":"reddit","source_id":"t1_ow6l9r2","content_type":"comment","title":null,"body_preview":"Does he still get paid if he’s in life support and not performing the duties of his role / job ?","author":"casher89","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upj1hm/sen_mcconnell_is_continuing_his_recovery_but/ow6l9r2/"},{"id":"9b7424ce-5559-4c62-9dfb-06dbdee2c80e","source":"reddit","source_id":"t1_ow6l9ta","content_type":"comment","title":null,"body_preview":"I remember when that happened. If it weren't so tragic it would have been funny. Truly, a lesson to never assume. I wonder what new disasters the wave of DOGE government layoffs will spawn. Such madne","author":"Sunnyjim333","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upzauv/buckling_beams_at_manhattan_highrise_under/ow6l9ta/"},{"id":"607f7fe7-2bf1-4052-aa65-42153290e2f0","source":"reddit","source_id":"t1_ow6lb9p","content_type":"comment","title":null,"body_preview":"I haven't made it up though. Anybody that has had major business dealings in China knows how important Guanxi (in particular with respect to party members) is for getting things done.  This individual","author":"Kharenis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upvp40/china_sentences_official_to_death_for_taking_325m/ow6lb9p/"},{"id":"1efb754d-5fb0-4337-9b53-5a4ec5df7743","source":"reddit","source_id":"t1_ow6lch7","content_type":"comment","title":null,"body_preview":"US could never approve such treatment or almost all of our officials will be send to death 🤷🏼‍♂️","author":"Haunting-Rough1492","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upvp40/china_sentences_official_to_death_for_taking_325m/ow6lch7/"},{"id":"026942b8-cfa5-49d3-b306-63d03f9ebf58","source":"reddit","source_id":"t1_ow6lcnh","content_type":"comment","title":null,"body_preview":"Damn, China running a Psyops campaign to make themselves look better than America… and Trump is making it work.","author":"Zodep","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upvp40/china_sentences_official_to_death_for_taking_325m/ow6lcnh/"},{"id":"0330c6c9-47cb-44d0-a0f8-56868f5b5388","source":"reddit","source_id":"t1_ow6lfz7","content_type":"comment","title":null,"body_preview":"But can't Harry hire his own security once he arrives in the UK?","author":"Adventurous_Ad7442","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1updall/buckingham_palace_says_prince_harry_will_not_stay/ow6lfz7/"},{"id":"8da92f51-f6a7-4759-9228-f8d5fc309910","source":"reddit","source_id":"t1_ow6lgip","content_type":"comment","title":null,"body_preview":"Aside from all the other criticisms of this, war or whatever it is, are we supposed to just ignore Iran firing on tankers? Serious ask","author":"Steelworker123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uq9a1a/us_launches_strikes_on_iran_after_tankers_hit_in/ow6lgip/"},{"id":"df00729f-3f15-4287-b0b5-bf20b99b4579","source":"reddit","source_id":"t1_ow6lh6n","content_type":"comment","title":null,"body_preview":"I hate stainless steel. It shows every fingerprint.","author":"Drink-my-koolaid","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upzauv/buckling_beams_at_manhattan_highrise_under/ow6lh6n/"},{"id":"ed935323-372b-4210-a1ea-d274c709152d","source":"reddit","source_id":"t1_ow6ljbz","content_type":"comment","title":null,"body_preview":"I was a military policeman people. Down vote me if you want but the reality is we weren’t trained for civilian law enforcement. We were trained to enforce the UCMJ.","author":"Remote-Ad-2686","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uphlx4/national_guard_soldiers_fatally_shoot_man_with/ow6ljbz/"},{"id":"5373933c-ecd4-4262-908d-160ebc812827","source":"reddit","source_id":"t1_ow6lp8q","content_type":"comment","title":null,"body_preview":"Never assume incompetence when the actors are malicious - the new razor","author":"n0respect_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uq9a1a/us_launches_strikes_on_iran_after_tankers_hit_in/ow6lp8q/"},{"id":"e00878dc-1f15-4b34-9f4a-87959e859d0b","source":"reddit","source_id":"t1_ow6luum","content_type":"comment","title":null,"body_preview":"They're going to lose to Ukraine in every shooting event","author":"Ver_Void","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uq3zlk/ioc_lifts_suspension_and_paves_way_for_russia_to/ow6luum/"},{"id":"07774874-19c3-4847-ac7e-dfdfe02f8c7f","source":"reddit","source_id":"t1_ow6lvic","content_type":"comment","title":null,"body_preview":"Structural engineers wil assess the damage and stability. As long as there's minimal dynamic forces changing the stability of the building it's possible to support the structure carefully and within a","author":"Two_Luffas","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upzauv/buckling_beams_at_manhattan_highrise_under/ow6lvic/"},{"id":"a9d119f3-28f0-4d81-abb2-4e79fcd31e8d","source":"reddit","source_id":"t1_ow6lw63","content_type":"comment","title":null,"body_preview":"like just give me a 10-year-old off-white Frigidaire that works! i don't need something that promises it can suck me off while i take my breakfast out!","author":"LITTLE-GUNTER","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upzauv/buckling_beams_at_manhattan_highrise_under/ow6lw63/"},{"id":"6edbff04-8593-4a8d-a9e3-0bb73ef73a85","source":"reddit","source_id":"t1_ow6lxjz","content_type":"comment","title":null,"body_preview":"Then the King can just write \"Nuh uh\" on it and America automatically becomes a UK colony again.","author":"zoqfotpik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1unnf0m/rare_copy_of_declaration_of_independence_found_by/ow6lxjz/"},{"id":"ad39cd43-b0e5-45fb-90be-a70738eff0df","source":"reddit","source_id":"t1_ow6lxt2","content_type":"comment","title":null,"body_preview":"A country acting like it should. I wish the USA wasnt a scam build on land.","author":"Hamboto","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1upvp40/china_sentences_official_to_death_for_taking_325m/ow6lxt2/"},{"id":"42ea5131-7e84-4d91-b37f-06873c930fdb","source":"reddit","source_id":"t1_ow6lxzu","content_type":"comment","title":null,"body_preview":"Dude, you got issues. 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If so very neat~ \nLove the gooey derg~\n\nI dont have any new pics to share (yet)....BUT  'll go ahead and share this old pic of my Goodra self~\n\nNeed to do more with them~\n\n","author":"reimoon.bsky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/reimoon.bsky.social/post/3mpzk5jxlw22v"},{"id":"342001ab-23e8-43da-9aa1-add88b00120e","source":"bluesky","source_id":"bsky:3mpzk5ner4e2q","content_type":"post","title":null,"body_preview":"During his race for the White House, President Trump pledged to expand Second Amendment rights nationwide. Now his administration is taking major steps to roll back gun restrictions. https://to.pbs.or","author":"pbsnews.org","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":"organizational_syndication","collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/pbsnews.org/post/3mpzk5ner4e2q"},{"id":"9b1ed9a3-d9e4-4c7d-9ec1-7ff22e61915c","source":"bluesky","source_id":"bsky:3mpzk5proyk2h","content_type":"post","title":null,"body_preview":"Surreal to watch the US commentators act like they can’t figure out why the vibes were different this game. We all know it’s not a mystery, we don’t have to do this.","author":"joshuafoust.com","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":"organizational_syndication","collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/joshuafoust.com/post/3mpzk5proyk2h"},{"id":"4dcda367-d45e-4ac6-a47f-38f1b4cf2809","source":"bluesky","source_id":"bsky:3mpzk5stqos2e","content_type":"post","title":null,"body_preview":"“Well, they rigged the World Cup against us, but we’ll always have my big, beautiful ballroom.” — Shitler","author":"nothoodlum.bsky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.19879162952223578,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal 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I'm so glad our wonderful president saved our soccer team from the evil commies in Yurope or Mexico or wherever. Now to take a big sip of Mountain De","author":"irhottakes.bsky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/irhottakes.bsky.social/post/3mpzkadbtrs2s"},{"id":"b8a5fc8d-6378-443e-86a6-537fec602b85","source":"bluesky","source_id":"bsky:3mpzkadjivk2h","content_type":"post","title":null,"body_preview":"It's not hyperbolic to say they blew the biggest opportunity anyone will ever have to grow the sport in the US. Literally 10m+ new people watching that game who would have been fans if they played wel","author":"kimischilling.bsky.social","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/kimischilling.bsky.social/post/3mpzkadjivk2h"},{"id":"cecdc417-d590-4f68-af63-f7578a884e9e","source":"bluesky","source_id":"bsky:3mpzkahj2wk2f","content_type":"post","title":null,"body_preview":"I do not trust the Washington Reporter to break news about a Democratic senate campaign","author":"cooperlund.online","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/cooperlund.online/post/3mpzkahj2wk2f"},{"id":"572e0f2c-c589-4bff-a5a9-c337613c74ca","source":"bluesky","source_id":"bsky:3mpzkauwk3s2o","content_type":"post","title":null,"body_preview":"Movements make the candidates, not the other way around. There is a tendency for us to collectively believe one candidate will lead us into the political promised land, but that’s not how it works and","author":"ohrobin.bsky.social","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/ohrobin.bsky.social/post/3mpzkauwk3s2o"},{"id":"cd01074c-c2ea-4e02-b537-cd9a439aabed","source":"bluesky","source_id":"bsky:3mpzkaw7wp72d","content_type":"post","title":null,"body_preview":"I just need the \"a total calamity from the United States\" part to use about 11 a times a day till I expire","author":"cjzero.bsky.social","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/cjzero.bsky.social/post/3mpzkaw7wp72d"},{"id":"d2cf210f-f259-4f1c-8963-48e1386da7e8","source":"bluesky","source_id":"bsky:3mpzkazbif22y","content_type":"post","title":null,"body_preview":"Apparently Trump has chosen JD to take over the MAGA mantle.\n\nSo, yeah, good luck with that.\n\nnewrepublic.com/post/212721/...","author":"urocklive1.bsky.social","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/urocklive1.bsky.social/post/3mpzkazbif22y"},{"id":"ab544732-d195-456b-b57c-c036d05c12cb","source":"bluesky","source_id":"bsky:3mpzkb4p65k2d","content_type":"post","title":null,"body_preview":"So we record our podcasts on Sunday Night and they’re released on Tuesday Morning. \n\nFolks they’re calling it the most Linear Time Was a Mistake Podcast Ever.","author":"sickoscommittee.org","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.13636363636363635,"content_class":"organizational_syndication","collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/sickoscommittee.org/post/3mpzkb4p65k2d"},{"id":"baf3448f-00ff-4d7b-b791-32e652f7271a","source":"bluesky","source_id":"bsky:3mpzkbbs5xs2k","content_type":"post","title":null,"body_preview":"Christian Pulisic is the Chrysler 300 of the USMNT","author":"acosta32jp.bsky.social","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","semantic_novelty"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/acosta32jp.bsky.social/post/3mpzkbbs5xs2k"},{"id":"697fa006-9b75-492e-8cf9-aefd01f6efe0","source":"bluesky","source_id":"bsky:3mpzkbqwrag2p","content_type":"post","title":null,"body_preview":"The astonishing grassroots protests against data centers give us something new: a mass mobilization focused squarely on protecting American hometowns from oligarchic exploitation. trib.al/ZmYJrPA","author":"newrepublic.com","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":"organizational_syndication","collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/newrepublic.com/post/3mpzkbqwrag2p"},{"id":"1b2fa3e6-a61d-46f4-b224-59dc151f2b45","source":"bluesky","source_id":"bsky:3mpzkbzqigk2l","content_type":"post","title":null,"body_preview":"respectfully, no that is england's. Yours is to crash out in this exact round. You are Mexico with fans who care less","author":"nameshiv.bsky.social","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3350401291641106,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/nameshiv.bsky.social/post/3mpzkbzqigk2l"},{"id":"f3d4e11b-dba3-4ce5-b139-84c79c46b7bd","source":"bluesky","source_id":"bsky:3mpzkd4ywrs22","content_type":"post","title":null,"body_preview":"Me at home, smashing the wrong button, wondering why I'm not kicking the ball","author":"donmoyn.bsky.social","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/donmoyn.bsky.social/post/3mpzkd4ywrs22"},{"id":"a73d1339-2db5-4dc5-8e4a-d669e5ce7b68","source":"bluesky","source_id":"bsky:3mpzkdwnjl22j","content_type":"post","title":null,"body_preview":"If you are part of a sports team that is in contention for a major title, you probably don’t want to have Trump get involved in any way.","author":"ronfilipkowski.bsky.social","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jul 07 2026 02:24:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/ronfilipkowski.bsky.social/post/3mpzkdwnjl22j"},{"id":"2facc032-f23a-474b-a15f-3d8b40158d65","source":"stackoverflow","source_id":"so:72028320","content_type":"comment","title":null,"body_preview":"You can wrap the code in an async IIFE:\n\n// add ; at the start to be safe, this is one of the very few cases where semicolons matter in JS\n;(async ()=>{\nconst response = await openai.createCompletion(","author":"Taxel","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72028320"},{"id":"c51922fb-c268-4647-927e-a2206651936b","source":"stackoverflow","source_id":"so:74837517","content_type":"comment","title":null,"body_preview":"if you can change your code to be in python, this may help: https://pypi.org/project/openai-async/\n\njust do:\n\npip install openai-async\n\nand then for example:\n\nimport openai_async\n\nresponse = await ope","author":"sanguo jianyi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74837517"},{"id":"39213627-48d3-40c6-86c8-3e468ff8cf14","source":"stackoverflow","source_id":"so:74867985","content_type":"comment","title":null,"body_preview":"You can try this code below:\n\n (async() => {\n      const gptResponse = await openai.createCompletion({\n      model: \"text-davinci-003\",\n      prompt: \"Say this is a test\",\n      temperature: 0,\n      ","author":"Azhar Sharif","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74867985"},{"id":"cbd321a4-d16d-4e9c-8ffa-df5a4d22ee24","source":"stackoverflow","source_id":"so:76233466","content_type":"comment","title":null,"body_preview":"On referring doc https://gpt-index.readthedocs.io/en/latest/reference/indices/vector_store.html I found out that we we can use insert function to add new docs to already existing index, their was no n","author":"Yash Tandon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76233466"},{"id":"f616dc8d-661e-4ae2-a55d-32b90d8492bc","source":"stackoverflow","source_id":"so:76474913","content_type":"comment","title":null,"body_preview":"You have to wrap the completion code inside of an async function. Here is an example that works:\n\nconst { Configuration, OpenAIApi } = require(\"openai\");\n\nconst configuration = new Configuration({\n   ","author":"Page COW","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76474913"},{"id":"25e1e0aa-1c57-45da-9807-8701229863bc","source":"stackoverflow","source_id":"so:76539295","content_type":"comment","title":null,"body_preview":"pass handle_parsing_errors=True in create_sql_agent function most of the times it helps the code to get through the parsing error","author":"SAI DHANUSH","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76539295"},{"id":"0a12e4d1-921f-4eef-8b1d-087769b97c17","source":"stackoverflow","source_id":"so:76617667","content_type":"comment","title":null,"body_preview":"I did not use environment variable. Instead I used a local variable. Using the below code snippet worked for me.\n\nOPENAI_API_KEY=\"sk-xxxxx\"\nopenai.api_key=OPENAI_API_KEY\nprompt = PromptTemplate(\n    i","author":"Rony Paul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76617667"},{"id":"16a7b79a-aeb7-4696-8a80-b9e34e9960b5","source":"stackoverflow","source_id":"so:76902485","content_type":"comment","title":null,"body_preview":"I have a paid account.  Sometimes I  get the rate limit error and some times I do not.  Openai is having difficulty scaling their operation.  And openai is really expensive.    Unless you just have to","author":"John Cook","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76902485"},{"id":"eca7fb06-56c0-4fef-ab91-8f8f76ced544","source":"stackoverflow","source_id":"so:77272012","content_type":"comment","title":null,"body_preview":"Resource not found error when running Microsoft semantic-kernel\n\nThe above error occurs when you pass an incorrect deployment name or api_key or endpoint in your code.\n\nI created Azure open ai service","author":"Venkatesan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_details","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77272012"},{"id":"6620c307-2868-4f15-9dc0-5a1f8b8f3775","source":"stackoverflow","source_id":"so:77368711","content_type":"comment","title":null,"body_preview":"I had the same issue. I tried passing my [sk-xxx] openai_api_key as a named parameter and it worked.\n\nchat = ChatOpenAI(temperature=0, model=llm_model,openai_api_key=\"YOUR_API_KEY*[sk-xxx]*\")","author":"lakshmiprabhramesh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77368711"},{"id":"622e8588-9f82-42ba-b900-ca01caab046d","source":"stackoverflow","source_id":"so:78133567","content_type":"comment","title":null,"body_preview":"First pip install python-dotenv\n\nThen set your .env file\n\nOPENAI_API_KEY=\"*****\"\n\nNOW\n\n    import os\n    from openai import OpenAI\n    from dotenv import load_dotenv\n    \n    load_dotenv()\n    \n    cl","author":"Siddharth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78133567"},{"id":"0a4fcaa2-73c7-4026-bc68-2d774c5a51b8","source":"stackoverflow","source_id":"so:78164539","content_type":"comment","title":null,"body_preview":"please check the openai version first, above answers might work for older versions\n\npip show openai\n\nVersion: 1.13.3\nSummary: The official Python library for the openai API\nHome-page: \nAuthor: \nAuthor","author":"Vivek Chaudhari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78164539"},{"id":"5d8dd88f-2373-478b-a0d0-b5245282390c","source":"stackoverflow","source_id":"so:78176065","content_type":"comment","title":null,"body_preview":"The previously accepted answer never seemed to work for me. However, as per a Github thread on the same issue, the way to handle this is like so.\n\nagent_executor = create_sql_agent(llm,\n              ","author":"Anshuman Kumar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78176065"},{"id":"f8d5f99f-bb12-4be3-a4cc-9b25f016ff49","source":"stackoverflow","source_id":"so:78298336","content_type":"comment","title":null,"body_preview":"On UNIX, run the command below in the terminal\n\nexport OPENAI_API_KEY=real api key\n\nIn your python file:\n\nimport os\nfrom openai import OpenAI\n\nclient = OpenAI(\n    api_key=os.getenv(\"OPENAI_API_KEY\"),","author":"eyitayoit","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78298336"},{"id":"919f8494-7c48-4b00-b27f-b357a972a46b","source":"stackoverflow","source_id":"so:77890927","content_type":"comment","title":null,"body_preview":"You need to set the OpenAI API key. There are two options if you're using the OpenAI Python SDK >=v1.0.0:\n\nOption 1 (recommended): Set the OpenAI API key as an environment variable\n\nimport os\nfrom ope","author":"Rok Benko","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77890927"},{"id":"763769fd-da2e-488f-98d7-9e294a941b32","source":"stackoverflow","source_id":"so:77969879","content_type":"comment","title":null,"body_preview":"I'm not sure if you consider this a better solution, but an alternative to the JavaScript code is using custom CSS. For example, the following CSS code will make the chat occupy the whole available sp","author":"dCake","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77969879"},{"id":"5a92d244-a082-41df-bf10-5d5db90925c7","source":"stackoverflow","source_id":"so:78629029","content_type":"comment","title":null,"body_preview":"If you wish to use the bookmarket as a toggle to turn the wide screen on or off use the code below.\n\njavascript:(function() { \n    var styleId = 'wideScreenStyle';\n    var style = document.getElementB","author":"Tiery","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78629029"},{"id":"88c16885-c1ae-4077-967b-7903248e9a8d","source":"stackoverflow","source_id":"so:78179213","content_type":"comment","title":null,"body_preview":"Problem\n\nThe method you're trying to use doesn't work with the OpenAI Python SDK >=v1.0.0 (if you're using Python) or OpenAI Node.js SDK >=v4.0.0 (if you're using Node.js). See the Python SDK migratio","author":"Rok Benko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78179213"},{"id":"477e803e-4e90-4b27-96aa-20da5f9a7d6c","source":"stackoverflow","source_id":"so:78836280","content_type":"comment","title":null,"body_preview":"Unfortunately, you are going to have to resend all the context each time. Requests to openai conform to REST standards, meaning calls are stateless.","author":"Yetiowner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78836280"},{"id":"f287aaf7-d033-4b23-9192-6952b7d319e8","source":"stackoverflow","source_id":"so:78908485","content_type":"comment","title":null,"body_preview":"There's a chrome extension now - https://chromewebstore.google.com/detail/wide-gpt/ceddkenhchmiajgmnlelcnackpeihohk. Its pretty clean.\n\nPS: Not built by me.","author":"Nevin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78908485"},{"id":"70c40bf5-f9d7-4f62-85de-f3fbc895e9f5","source":"stackoverflow","source_id":"so:79270648","content_type":"comment","title":null,"body_preview":"This is a similar full code that works:\n\nfrom openai import OpenAI\n\nclient = OpenAI(\n    api_key = \"Your_API_KEY\",\n)\n\ncompletion = client.chat.completions.create(\n    model=\"gpt-4o-mini\",\n    messages","author":"Amir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79270648"},{"id":"546aca55-ca99-4607-8a21-38a87d98b353","source":"stackoverflow","source_id":"so:79393377","content_type":"comment","title":null,"body_preview":"import os\nos.environ[\"OPENAI_API_KEY\"] = \"your-api-key-here\"\n\nthis works for me other ways just throwing teh same error over and over","author":"Vamsi tallapudi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79393377"},{"id":"4e71ba0b-b72b-4615-be14-a5766a5f072d","source":"stackoverflow","source_id":"so:79646148","content_type":"comment","title":null,"body_preview":"As I mentioned in a comment, I wrote the difflib code in question and \"it's entirely self-contained and purely functional (the results depend solely on the sequences passed to it).\"\n\nIt knows nothing ","author":"Tim Peters","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79646148"},{"id":"102b118b-5ff9-4aaa-b1f1-86a055264892","source":"stackoverflow","source_id":"so:79660844","content_type":"comment","title":null,"body_preview":"Add the API key while initilaising the OPENAI client and error will be resolved\n\nclient = OpenAI(api_key = \"your_api_key\")","author":"Ashish Kumar Singh","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79660844"},{"id":"37a9affb-f0f9-4e44-a4fc-97d8d0c3fd1e","source":"stackoverflow","source_id":"so:79714378","content_type":"comment","title":null,"body_preview":"response_1 = openai.ChatCompletion.create(\n  model=\"gpt-4-turbo\",\n  messages=[\n    { \"role\": \"system\", \"content\": \"You are an intent classifier...\" },\n    { \"role\": \"user\", \"content\": user_input }\n  ]","author":"avocadoLambda","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79714378"},{"id":"08c10329-5741-47c8-b745-7c6dad45f700","source":"stackoverflow","source_id":"so:79783431","content_type":"comment","title":null,"body_preview":"You can use client.chat.completions.stream() instead to stream the responses in chunks/tokens.\n\nhere's the sample code:\n\nfrom openai import OpenAI\n\nclient = OpenAI(api_key=\"<OPENAI_API_TOKEN>\")\n\nmessa","author":"Ajeet Verma","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79783431"},{"id":"96d51b7b-0f2f-4239-a89e-ba48f6c1ca38","source":"stackoverflow","source_id":"so:79833557","content_type":"comment","title":null,"body_preview":"I think this is just a constraint with the current models, but would be happy to be proven otherwise. As far as LLMs go, they cannot be creative, they will, as for now atleast, always only transform a","author":"Brentspine","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79833557"},{"id":"63d381ab-46fe-4db6-a079-7868336a9652","source":"stackoverflow","source_id":"so:79848310","content_type":"comment","title":null,"body_preview":"single pass RAG performs poorly for these kind of tasks...\n\nto address this issue we have to go for multi-agent... need to introduce generate-and-verify loop.\n\nuse rag only for retrieving high-level p","author":"Guru","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79848310"},{"id":"005a7858-2ceb-4692-b0c9-c99094df6e6d","source":"stackoverflow","source_id":"so:79852247","content_type":"comment","title":null,"body_preview":"I believe it is possible, I am not sure for specifically Notion yet, I saw an video on my feed. I will post the link once I find it for you.","author":"Chinmay T","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79852247"},{"id":"70fd984b-544b-4230-ba09-95021726855c","source":"stackoverflow","source_id":"so:79852864","content_type":"comment","title":null,"body_preview":"Yes, it is possible, but you won't find a simple \"Connect to Notion\" toggle in the standard GPT builder interface.\n\nThe \"connectors\" you are looking for are technically called Actions. To connect a Cu","author":"Technostacks","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79852864"},{"id":"bd0b48eb-e4e3-471b-be92-912e9057b2ab","source":"stackoverflow","source_id":"so:79582401","content_type":"comment","title":null,"body_preview":"The VS code GitHub Copilot chat extension sends [the file that is currently open in the editor] along with the prompt.\n\nIn the chat prompt input box where it says, \"Ask Copilot\". There is a button tha","author":"hellork","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79582401"},{"id":"c1a1a1d6-3806-4497-b68a-d97429b91c0b","source":"stackoverflow","source_id":"so:79879537","content_type":"comment","title":null,"body_preview":"You told the model to forget the conversation, so it did. With OpenAI Realtime, the conversation history lives on the server. So, when you set:\n\n\"conversation\": \"none\"\n\nyou’re literally saying: \"gener","author":"Julien","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79879537"},{"id":"a4adf978-c34c-45a1-b9ed-6756d5c2b55e","source":"stackoverflow","source_id":"so:79801733","content_type":"comment","title":null,"body_preview":"If the model doesn’t appear, it usually means that it cannot be found. I'm not sure if OpenAI provides Z-AI models (actually, first time I hear about them, but anyway).\n\nYou can use OpenRouter as a pr","author":"Soucelover","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79801733"},{"id":"77095451-3a5b-454f-90d3-983aabbc1da7","source":"stackoverflow","source_id":"so:79802014","content_type":"comment","title":null,"body_preview":"It is in the Continue extension, to select Local Config instead of Default Assistant.\n\nSelecting the Local Config option was the step I missed.","author":"pospolitaki","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79802014"},{"id":"b8b76746-c4bf-49ae-a2d0-d82e821c008c","source":"stackoverflow","source_id":"so:79881045","content_type":"comment","title":null,"body_preview":"I am currently working with the same real-time API using a WebSocket connection from my server to OpenAI.\n\nFrom how I understand it, whenever the user finishes talking, or the client initiates a respo","author":"gigafox","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79881045"},{"id":"9b754434-bd94-4cc9-aade-fc6308234cb7","source":"stackoverflow","source_id":"so:79881232","content_type":"comment","title":null,"body_preview":"It was really simple and me just missing how collection initializers work.\n\nThanks to https://github.com/joseharriaga over at https://github.com/openai/openai-dotnet.\n\nCreateResponseOptions options = ","author":"Alientourist","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","code_snippet_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79881232"},{"id":"c96a8916-fc97-43cd-b3bf-a72810535308","source":"stackoverflow","source_id":"so:79887768","content_type":"comment","title":null,"body_preview":"I actually just created a Git subcommand library for this:\ngit-codex\n\nCreate each parallel task with git codex add <task-name> (for example git codex add auth-fix), then a VS Code window opens and you","author":"Arshaan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79887768"},{"id":"943322f6-a64e-40a5-93c3-fb90ee9896c3","source":"stackoverflow","source_id":"so:79889294","content_type":"comment","title":null,"body_preview":"Yes, you're thinking about it right.\n\nWhen a user asks a question, you use the same model you used to store your documents in the first place to turn that question into an embedding. The vector databa","author":"Aradhya","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","list_heavy_advice","semantic_blandness","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79889294"},{"id":"6866f411-9a41-4d7e-8e30-aa7d469d50d1","source":"stackoverflow","source_id":"so:75922626","content_type":"comment","title":null,"body_preview":"You need to connect() before you can send requests to Telegram (such as the requests used by iter_dialogs(). Telethon's documentation shows how to do it:\n\nfrom telethon.sync import TelegramClient, eve","author":"Lonami","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","polished_first_draft","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75922626"},{"id":"1dea8c2d-1b8a-44d9-9b6d-8674f4306faa","source":"stackoverflow","source_id":"so:79898982","content_type":"comment","title":null,"body_preview":"Although , i assume your issue might have resolved but i had used a kind of overlap_tokens(prev_context = n tokens , newuserquery) kind of customized method . In these case prev_context should be summ","author":"Shubham Sharma","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79898982"},{"id":"f104c44c-e2ad-4a2f-aa3c-f23fba5007c5","source":"stackoverflow","source_id":"so:79900072","content_type":"comment","title":null,"body_preview":"LiveKit Egress supports S3, GCP and Azure natively.\n\nIt also supports S3-compatible providers, including:\n\nMinIO\n\nOracle Cloud\n\nCloudFlare R2\n\nDigital Ocean\n\nAkamai Linode\n\nBackblaze\n\nOther providers ","author":"Darryn Campbell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79900072"},{"id":"86014a78-ce50-41da-9285-88493f4f22e6","source":"stackoverflow","source_id":"so:79918990","content_type":"comment","title":null,"body_preview":"Great question; I'll explain it in depth.\n\nFirst of all, before diving into wanting to build an LLM, understand how they work, as the person below me said. Learn how to prompt them to get the result y","author":"allexanderxha","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","missing_platform_voice","suspiciously_balanced","human_indicators_absent"],"bot_score":0.8636363636363636,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79918990"},{"id":"c97de2d5-cb81-4859-9c18-379e8694f274","source":"stackoverflow","source_id":"so:79919080","content_type":"comment","title":null,"body_preview":"as when you launch your PyCharm through GUI, the Pycharm does NOT load the profile configuration file. You could open your Pycharm in console with\n\nopen -a \"PyCharm\"","author":"user32576158","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79919080"},{"id":"76b4f8d5-6fb0-4b62-844e-799fb40eb0b6","source":"stackoverflow","source_id":"so:79920630","content_type":"comment","title":null,"body_preview":"By using Acoustic Echo Cancellation (AEC), the app can \"subtract\" the AI's known frequency patterns from the microphone input in real-time. This ensures the OpenAI server only \"hears\" the user’s uniqu","author":"Anurag D","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79920630"},{"id":"d2ead690-f1ec-467b-81d6-1cc0845cf03d","source":"stackoverflow","source_id":"so:79920825","content_type":"comment","title":null,"body_preview":"No. It doesn't matter. Or it might matter. It's your choice.","author":"user32587615","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79920825"},{"id":"4c08b654-87b7-4bd1-a2fd-db968510dc95","source":"stackoverflow","source_id":"so:79920359","content_type":"comment","title":null,"body_preview":"This works.\n\nfrom pydantic import BaseModel, Field, ConfigDict\nfrom openai import OpenAI\n\nclass PythonSyntax(BaseModel):\n    \"\"\"Schema for the Python query answer\"\"\"\n    specification: list[str] = Fie","author":"mon","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79920359"},{"id":"9795f81e-430c-4849-9be8-d80d43023861","source":"stackoverflow","source_id":"so:79926667","content_type":"comment","title":null,"body_preview":"The core problem is that withStructuredOutput() and tool calling are mutually exclusive in LangChain. When you use withStructuredOutput(), the model's entire output is constrained to your Zod schema —","author":"Ritik Thakur","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79926667"},{"id":"2408af18-2bda-416b-8909-b7b759c979a0","source":"stackoverflow","source_id":"so:79930340","content_type":"comment","title":null,"body_preview":"Like any tool, once you use it enough you'll develop a sense for what it's good at, and what it isn't suitable for. Work on being specific about your prompts and provide architectural guidance. Beside","author":"Greg Burghardt","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79930340"},{"id":"a2a8a9c8-d70d-4ac4-bc92-0ebc5b89a776","source":"stackoverflow","source_id":"so:79930398","content_type":"comment","title":null,"body_preview":"Treating as opinion might be a good choice, The stuff is medium not biased let say customized answer, public statements, objective facts, so it feels trivial, same as 1 plus 1 is 2. It has to be GPT p","author":"Learn","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79930398"},{"id":"56e5a7c5-792a-4c67-9b0f-98d9c75f396e","source":"stackoverflow","source_id":"so:79930738","content_type":"comment","title":null,"body_preview":"Use the file content type, not input_file. For OpenRouter's chat completions endpoint, the file payload should be nested under file, and the actual file value is file_data.\n\nFor a publicly accessible ","author":"Gerry","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79930738"},{"id":"ef93b495-6a2c-419a-9f50-d4f2f2abc245","source":"stackoverflow","source_id":"so:79931105","content_type":"comment","title":null,"body_preview":"Let it help you. But don’t let it write you whole scripts without you understanding it. I use AI too but only if I need help. Let AI explain you things that helps me and maybe even write it down.","author":"Lewis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79931105"},{"id":"4fa6756e-5863-4279-b9a2-bfb5a95fca35","source":"stackoverflow","source_id":"so:79934023","content_type":"comment","title":null,"body_preview":"I've made an extension that makes screen wide for: ChatGPT, Claude, Gemini, Grok, Qwen, DeepSeek, Kimi, Copilot.\n\nChrome: https://chromewebstore.google.com/detail/widechat/nblbllelpafbjfjdhidfneoajhoe","author":"Ihor B.","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79934023"},{"id":"0135745b-aee7-4d01-80aa-30bf5763cade","source":"stackoverflow","source_id":"so:77413392","content_type":"comment","title":null,"body_preview":"Well, it's hard to find a permanent solution because that is up to the webmaster (OpenAI). That said, the problem lies in the fact that the code is changed dynamically every time you start a new chat ","author":"Aprendendo Next","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","polished_first_draft","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77413392"},{"id":"0d89472d-400d-4b93-bc47-084cd064bd19","source":"stackoverflow","source_id":"so:79940228","content_type":"comment","title":null,"body_preview":"I have used it to write html, Sql ,react, configure Linux etc.  Start with small projects and backup everything because as you proceed, you will find it gets lost and trashes your code. You have to be","author":"Clark Vera","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940228"},{"id":"dca1f97c-5f49-4527-a671-a67d4fa5e2fb","source":"stackoverflow","source_id":"so:79940973","content_type":"comment","title":null,"body_preview":"Use a test-driven approach. You can even get the AI to write some tests for you.\n\nReason: What I have found is that the AI tends to drop things when revising code, without telling you. You will notice","author":"Oliver Mason","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940973"},{"id":"1ceb6c70-4f55-4b50-af03-83d64e146a63","source":"stackoverflow","source_id":"so:79940981","content_type":"comment","title":null,"body_preview":"AI actually has a good response system, which allows you to confirm what you want, but when you ask a question, it will answer you but not in the best way you want. It is better to tell it what you wa","author":"Mohamed","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940981"},{"id":"3bc24988-591d-404b-bcad-91978a62fe90","source":"stackoverflow","source_id":"so:79949630","content_type":"comment","title":null,"body_preview":"For agentic workflows, I would separate “agent can propose” from “system can execute.” Use queues, idempotency keys, audit logs, scoped tokens, and human approval for production-affecting actions.\n\nFo","author":"Ibrahim Alharbi","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949630"},{"id":"b284ec79-20b0-45e6-9d69-ccc92537295c","source":"stackoverflow","source_id":"so:79956200","content_type":"comment","title":null,"body_preview":"There’s an infinite number of ways this could be handled—there’s no generic or “right” answer.","author":"Dave Newton","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.18618464294482612,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79956200"},{"id":"08baa446-4711-48fc-9a52-1dd21c24362b","source":"stackoverflow","source_id":"so:79959299","content_type":"comment","title":null,"body_preview":"I would treat this as a memory-shape problem rather than a GPT-4o context problem.\n\nMessageChatMemoryAdvisor retrieves prior messages from ChatMemory, adds them to the next prompt, and then stores the","author":"Ken Dellinger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79959299"},{"id":"79362052-16f4-4bfc-9d71-5812d825d8b8","source":"stackoverflow","source_id":"so:79962257","content_type":"comment","title":null,"body_preview":"I think you assume an AI agent is actually intelligent. Well, it is not. So when it explores the application on its own, which it can do, it has no idea what the purpose of that application is. It can","author":"KIKO Software","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.206538671903975,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962257"},{"id":"78b402d2-d09c-40f2-9c95-24946aa0f3ca","source":"stackoverflow","source_id":"so:79962261","content_type":"comment","title":null,"body_preview":"I've worked on similar AI-agent based automation projects and have experience with Hermes Agent, Playwright, Python, and OpenAI-powered workflow automation.\n\nhttps://github.com/nousresearch/hermes-age","author":"user32844942","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962261"},{"id":"61f17d7a-2061-48bb-a25b-7928046ffd19","source":"stackoverflow","source_id":"so:79962262","content_type":"comment","title":null,"body_preview":"That's a fair point. I agree that an AI agent cannot reliably validate business logic without understanding the application's requirements.\n\nMy goal is mainly autonomous exploratory testing: discoveri","author":"IMANE","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962262"},{"id":"535c965d-26a3-41a1-95da-b45ee37a883a","source":"stackoverflow","source_id":"so:79962299","content_type":"comment","title":null,"body_preview":"Yes, that was my point: A proper detailed description is needed to do all you want to do.","author":"KIKO Software","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.206538671903975,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962299"},{"id":"42df455b-594f-4768-b93c-10f76e3b80c1","source":"stackoverflow","source_id":"so:79962316","content_type":"comment","title":null,"body_preview":"You used the playwright tag which already includes Test Agents, healing agents and Coding agents. The test agents only work for Node.js but, after all, Playwright itself is a Node.js library with Pyth","author":"Panagiotis Kanavos","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.4809762400020983,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962316"},{"id":"1eaff3b7-d00b-4ca1-80a5-dc881a993d3a","source":"stackoverflow","source_id":"so:79962325","content_type":"comment","title":null,"body_preview":"I would split this into three layers, not one free-roaming agent.\n\nDiscovery: crawl links, forms, routes, console errors, network failures, and obvious broken states.\n\nOracles: requirements, seeded wo","author":"Ken Dellinger","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962325"},{"id":"343b519c-a7fa-4783-bc30-179363b7122f","source":"stackoverflow","source_id":"so:79962358","content_type":"comment","title":null,"body_preview":"Might I suggest a better title? Something like: \"Creating a Python AI agent to analyze code and write a report\". See also: How do I ask a good question? It says: \"Write a title that summarizes the spe","author":"KIKO Software","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.206538671903975,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962358"},{"id":"de8024ad-95e8-40d4-aad8-d0b5c37889df","source":"stackoverflow","source_id":"so:79962627","content_type":"comment","title":null,"body_preview":"The goal is not to analyze the code, but to evaluate the web application's functionality from an end-user perspective. The agent behaves like a real user, exploring the application, executing workflow","author":"IMANE","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962627"},{"id":"446d23fb-9be7-4237-a71a-ca7fd8740eed","source":"stackoverflow","source_id":"so:79962494","content_type":"comment","title":null,"body_preview":"For OpenAI chat models, the tools are not normally concatenated into the text prompt that LangChain prints as:\n\nSystem: ...\nHuman: ...\n\nThey are sent as a separate top-level field in the API request p","author":"user32851407","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality","disclosure_of_affiliation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962494"},{"id":"5ab6c33e-22d5-4e04-ac14-57d434bee7a0","source":"stackoverflow","source_id":"so:79962701","content_type":"comment","title":null,"body_preview":"My point was that the generic title should be replaced by something specific, not what the exact title should be. The title is the first thing a reader sees, what would happen if everybody used titles","author":"KIKO Software","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.206538671903975,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962701"},{"id":"ff211125-a8b0-4922-95f7-65c051cc9143","source":"stackoverflow","source_id":"so:79962807","content_type":"comment","title":null,"body_preview":"Yeah, I got you. That's a very important thing that I ignored. Thank you.","author":"IMANE","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79962807"},{"id":"a179006c-5efd-41da-ae66-32df60ccdc0e","source":"stackoverflow","source_id":"so:79965650","content_type":"comment","title":null,"body_preview":"Use Stagehand or browser-use for the explore/execute layer. Both sit on top of Playwright and let the LLM act based on the DOM or accessibility tree instead of screenshots, which makes them cheaper an","author":"Tanmay Gupta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965650"},{"id":"b5156f1a-9dc8-41cf-8fc1-42d982da00fa","source":"stackoverflow","source_id":"so:79966956","content_type":"comment","title":null,"body_preview":"Surely the database round trip time pales in comparison to the AI response time.","author":"Tim Roberts","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20238095238095238,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966956"},{"id":"27871273-e8f0-4f13-b27d-8cff2076ea2d","source":"stackoverflow","source_id":"so:79966972","content_type":"comment","title":null,"body_preview":"You're intercepting the request, performing a check, then either executing the request or sending the user feedback about why the request was denied.  You're going to encounter latency in this work fl","author":"Kevin","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966972"},{"id":"9a110341-d11a-45f6-ab45-6c5398912156","source":"stackoverflow","source_id":"so:79968123","content_type":"comment","title":null,"body_preview":"Avoid the AI for per-transaction rate/cost limiting.  Having users use your website is desireable; having their usage drive your AI costs is NOT desireable. Each transaction will cost tokens and time,","author":"aks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79968123"},{"id":"79e06e58-8422-4440-93ae-06a969e4bf52","source":"stackoverflow","source_id":"so:79974464","content_type":"comment","title":null,"body_preview":"The 200-400ms is the part I would question first. A single indexed select on Supabase is usually a few ms, not hundreds. In a serverless setup that number almost always comes from opening a fresh Post","author":"Maegami","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974464"},{"id":"e49cd85f-dd06-4e1a-9cae-6bc5c04f2ac4","source":"stackoverflow","source_id":"so:59939495","content_type":"comment","title":null,"body_preview":"There's some debate on this question. This Stack Overflow thread and this keras thread are examples of the debate. Andrew Ng says that batch normalization should be applied immediately before the non-","author":"skeller88","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/59939495"},{"id":"6aa35ccc-2936-48d5-827b-565a07ff6bd9","source":"stackoverflow","source_id":"so:61826355","content_type":"comment","title":null,"body_preview":"I feel that large negative residuals (i.e., points far below the line) are as bad as large positive ones (i.e., points that are high above the line). By squaring the residual values, we treat positive","author":"user13550231","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61826355"},{"id":"a1a03fde-3180-4e36-a0a9-1f599352f24f","source":"stackoverflow","source_id":"so:64593676","content_type":"comment","title":null,"body_preview":"you must execute this command:\nconda install -c conda-forge jupyterlab\n\nAnd after execute\nconda install notebook ipykernel","author":"jean-yves ruffin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64593676"},{"id":"e95a0ffd-960f-47ac-93f3-f26e8c6a8dab","source":"stackoverflow","source_id":"so:65741559","content_type":"comment","title":null,"body_preview":"In addition to the original paper using batch normalization before the activation, Bengio's book Deep Learning, section 8.7.1 gives some reasoning for why applying batch normalization after the activa","author":"Leland Hepworth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65741559"},{"id":"01a3054e-a228-467a-805e-e62c76f765a6","source":"stackoverflow","source_id":"so:65927537","content_type":"comment","title":null,"body_preview":"It happens to me too when i creating a new environment with python == 3.9, then something weird occurs and I can't use this environment anymore, and I can't reinstall packages there, it gives\n\n\"ERROR ","author":"try","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","imperfect_expression","problem_solving_narrative","platform_fluency","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65927537"},{"id":"736ecea7-3384-476f-972b-cec27628c6ac","source":"stackoverflow","source_id":"so:67740584","content_type":"comment","title":null,"body_preview":"You can write the expression f(x) = |B(x)x|^2 in tensorflow and solve for B via standard gradient descent minimization. Tensorflow can minimize anything you can write in tensorflow.","author":"Nicolas Busca","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67740584"},{"id":"79fbac9a-393a-4573-acf9-5cf1a6495b22","source":"stackoverflow","source_id":"so:67869006","content_type":"comment","title":null,"body_preview":"Increase the maximum iteration (max_iter) to a higher value and/or change the solver. Since you have not taken max_iter as an additional argument, it is taking the default number of iterations.","author":"Nitin Malik","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67869006"},{"id":"a3cd543d-2aed-4489-b432-4c08dfba4c27","source":"stackoverflow","source_id":"so:73072206","content_type":"comment","title":null,"body_preview":"I came up with this problem with Keras 2.3 and TensorFlow 2.5. After I upgrade to Keras 2.9 and TensorFlow 2.9, the problem was solved.","author":"DanielT","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73072206"},{"id":"2bcbaf23-a28b-4f7c-8912-00882643a16e","source":"stackoverflow","source_id":"so:75495995","content_type":"comment","title":null,"body_preview":"I had this issue while running import statsmodels.api as sm. The issue was happening with numpy==1.24.2. Downgrading it to 1.23 solved the issue for me. I have not tested newer versions tbh, so anothe","author":"erykml","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75495995"},{"id":"9fb72ddf-61cd-40ce-9295-4ceaea810b51","source":"stackoverflow","source_id":"so:76675634","content_type":"comment","title":null,"body_preview":"I had the same issue on Databricks. The issue arose when I upgraded Numpy to 1.24.5. Before that, the code was working fine. So I needed to downgrade to 1.23 to resolve the issue. It worked for me.\n\np","author":"umbreenh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76675634"},{"id":"25fdb117-fc7a-456a-97a9-291bce2d7906","source":"stackoverflow","source_id":"so:77663602","content_type":"comment","title":null,"body_preview":"MachAr was deprecated in the numpy v1.22 release notes.\n\nRather than holding back numpy to an older version, you could also use statsmodels v0.13.1 or newer.  That was the version that fixed this issu","author":"measley41","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77663602"},{"id":"1e9f6439-3fd8-4e32-b5f8-5b1eacb51e8e","source":"stackoverflow","source_id":"so:78737555","content_type":"comment","title":null,"body_preview":"For someone else that runs into the same issue, the cause seems to be an issue with JetBrains PyCharm's Jupyter Notebook support. I am filing a bug report with them as well. Running jupyter-notebook e","author":"LNI","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78737555"},{"id":"fe25f159-d3a5-44c1-adfb-ef843e3eb615","source":"stackoverflow","source_id":"so:79857106","content_type":"comment","title":null,"body_preview":"You will get mixed bag of answer for the question: \"Do I need to learn the underlying building blocks before jumping in\". Are you diving in as a hobby or do you want to build a career around it? What ","author":"Ramosv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience_and_career_path","imperfect_expression","natural_digressions","synthetic_empathy","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79857106"},{"id":"258be426-2784-44c0-9318-d17f2d0c83c4","source":"stackoverflow","source_id":"so:79910593","content_type":"comment","title":null,"body_preview":"This looks like you might be mixing up two different things?\n\nThe DeepSeek-V3 repo and its convert.py are built for the full 671B MoE models — not for the distill models.\n\nDeepSeek-R1-Distill-Qwen-1.5","author":"Sven Kroll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79910593"},{"id":"297d73bc-6904-4564-8bca-c1743c299803","source":"stackoverflow","source_id":"so:79911997","content_type":"comment","title":null,"body_preview":"There are several options to use the model for text generation and tool calling locally. I would recommend you to deploy it with vllm and call the API of it. At first you need to install the following","author":"cronoik","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79911997"},{"id":"f98937b5-1607-4392-a889-76ea3efaa0be","source":"stackoverflow","source_id":"so:79604065","content_type":"comment","title":null,"body_preview":"You can run DeepSeek models locally and easily with ollama.\n\nList available models with:\n\ncurl -s https://ollama.com/library \\\n| grep -oE '/library/deepseek[a-zA-Z0-9._-]+' \\\n| sed 's|/library/||' \\\n|","author":"Ortomala Lokni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79604065"},{"id":"07d912d1-054a-4635-9bb7-ff7d3fc7fddf","source":"stackoverflow","source_id":"so:79918814","content_type":"comment","title":null,"body_preview":"The short answer is no, V-JEPA cannot be used directly out of the box to output semantic labels like \"bored,\" \"attentive,\" or \"interested.\"\n\nFirst of all, V-JEPA is Only a Feature Extractor. Because t","author":"Xining Li","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79918814"},{"id":"f95163f9-5356-4da0-b52a-6cb74b562717","source":"stackoverflow","source_id":"so:79927290","content_type":"comment","title":null,"body_preview":"Making new feature doesn't require you to knowing coding too well, I mean coding is  a default skill. But new feature making requires you to think of it from first principle thinking. Breaking down pr","author":"Rajvi Dave","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79927290"},{"id":"a6ab69ed-c3bd-4a1a-a748-ed7eb7f5d441","source":"stackoverflow","source_id":"so:79935405","content_type":"comment","title":null,"body_preview":"Error shows problem with data shape.\n\nValueError: query data dimension must match training data dimension\n\nIf you use print() to see x.reshape(1, -1) then you see it creates [[0, 8, 9, 0]] but it need","author":"furas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","original_commentary_around_code"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79935405"},{"id":"53f0926b-c1ba-49ac-b6c7-6d85d1c8b41b","source":"stackoverflow","source_id":"so:79941324","content_type":"comment","title":null,"body_preview":"For AI/ML internships, how important is DSA compared to ML engineering skills?\n\nExtremely important in interview phase. All the MLE roles I've done in the past were about %60-40\n\nAre LLM-assisted proj","author":"IanQ","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941324"},{"id":"792f322c-8ab5-4b29-ba7f-b1d5f6362fbc","source":"stackoverflow","source_id":"so:79941327","content_type":"comment","title":null,"body_preview":"You're good. Remember that large projects are always team efforts. Coding something from scratch is easy if you have a problem to solve - and nobody writes code anymore - but it's great practice, try ","author":"abcsec","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941327"},{"id":"a7f9ae23-3982-4d36-8e6d-c8a195be9dd8","source":"stackoverflow","source_id":"so:79941911","content_type":"comment","title":null,"body_preview":"At first glance, I'm not seeing any batch normalization (eg nn.BatchNorm2d) between convolution layers which would help mitigate the exploding/losing stability of your predicted points. Also, from my ","author":"Ori Yarden PhD","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79941911"},{"id":"1a6a5864-bb74-464f-8b58-a5711d06c625","source":"stackoverflow","source_id":"so:79942066","content_type":"comment","title":null,"body_preview":"In a sane world, an intern doesn't need to know how to code larger things or even a small complete project, just given pieces, and to not make beginner mistakes. It's supposed to be a learning positio","author":"Xellos","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942066"},{"id":"096b9e11-2e8a-4db3-8c77-d296df285c39","source":"stackoverflow","source_id":"so:79942123","content_type":"comment","title":null,"body_preview":"Hmm interesting, no i have never heard about batch normalization, I guess I will have to look into it... I also found padding can be set to reflect which improved stability a lot, which makes sense. S","author":"hugon5","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942123"},{"id":"09914838-6aa9-4ac1-9281-ab6c9d0969a6","source":"stackoverflow","source_id":"so:79942730","content_type":"comment","title":null,"body_preview":"Answer\n\nIt is not an error, but a warning. If you want to suppress it, you can use Python’s warnings standard library.\n\nThe warning is raised by SciPy’s _line_search.py module, which is used by the \"n","author":"Corn&#233;lio Sousa","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79942730"},{"id":"1140af35-525a-4c5a-ab27-cf2792909808","source":"stackoverflow","source_id":"so:79944100","content_type":"comment","title":null,"body_preview":"You do not need to “train your own LLM” for this. You need a small recommendation/search layer on top of your existing tools database, and then let an LLM use only those results to answer.","author":"Dario Di Bona","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.726624139667618,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79944100"},{"id":"87aa41eb-f31f-46d7-b772-00a1c9125571","source":"stackoverflow","source_id":"so:79944103","content_type":"comment","title":null,"body_preview":"Thank you for your reply. Can you please recommend any resources I should look at, or at least what request I should make to the gpt chat so that it understands what you're saying and can explain to m","author":"danil-losev","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79944103"},{"id":"2e975efe-0fb4-4f82-92dd-2b955ff70836","source":"stackoverflow","source_id":"so:79944106","content_type":"comment","title":null,"body_preview":"Use a retrieval-augmented generation (RAG) pattern: store tools in your DB, retrieve relevant ones, then let an LLM answer using only those.\n\nData model: tools(id, name, category, description, tags, …","author":"Dario Di Bona","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.726624139667618,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79944106"},{"id":"7dcf02ad-25cc-45fb-b3bb-0bf608360dd9","source":"stackoverflow","source_id":"so:79945327","content_type":"comment","title":null,"body_preview":"This is not a programming problem, why are you asking in a programming site?","author":"Dr. Snoopy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79945327"},{"id":"1c225f44-0db6-4806-bb48-b8992174ca4e","source":"stackoverflow","source_id":"so:79947792","content_type":"comment","title":null,"body_preview":"Ok, so I think I found the answer, also I am not absolutely sure.\n\nI think PyCaret creates a pipeline that is run on each split in the CV phase. On each split, train set is preprocessed with normaliza","author":"Guillermo Paz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals","personal_experience_observation","difficulty_finding_confirmation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947792"},{"id":"d8c24dda-7ec0-4827-a29d-13c86460dc62","source":"stackoverflow","source_id":"so:79947895","content_type":"comment","title":null,"body_preview":"Cosine distance is not a formal distance metric (it violates the triangle inequality) and is purely angular.\n\nIn high-dimensional spaces, many vectors can have nearly identical angles relative to a qu","author":"seralouk","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947895"},{"id":"0457bdde-9f1f-4922-8831-2cea93a09ecf","source":"stackoverflow","source_id":"so:79948988","content_type":"comment","title":null,"body_preview":"I think using a Vision Language model for this task is overkill, especially if you need the classification done in real time\n\nI'd just use a simple classifier like a CNN that takes in snapshots of the","author":"Jack10S","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79948988"},{"id":"55ca6579-559a-484c-8972-4c835b823fa3","source":"stackoverflow","source_id":"so:79948991","content_type":"comment","title":null,"body_preview":"load time is irrelevant. you pay that once per program start.\n\nis it fast enough at detection?\n\nthen you have no issue.\n\nif you are new at this, then no, you should not imagine that you'll be able to ","author":"Christoph Rackwitz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79948991"},{"id":"5030b7c2-b118-4a97-a7b1-d1ef585a19a0","source":"stackoverflow","source_id":"so:79949372","content_type":"comment","title":null,"body_preview":"describe problem in question's body, not in title. Title should be short.","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949372"},{"id":"bee42a10-7de0-4270-8f61-c0652ab5429f","source":"stackoverflow","source_id":"so:79949373","content_type":"comment","title":null,"body_preview":"by the way: there are similar sites for ML/AL: CrossValidated, Artificial Intelligence","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949373"},{"id":"0f097d5e-c0a7-4676-a2c1-0ab807e6d38a","source":"stackoverflow","source_id":"so:79949375","content_type":"comment","title":null,"body_preview":"always put full error message (traceback) because there are other useful information.","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949375"},{"id":"20a9eeae-24ba-4f99-8d7b-4307b1ac0298","source":"stackoverflow","source_id":"so:79949688","content_type":"comment","title":null,"body_preview":"There are many issues in your code:\n\nThe expected output should be [0,1,0,1] instead of [0,1,1,0], because you are using [[1,1], [0,0], [1,1], [0,1]] as input, and only [0,0],[0,1] corresponds to 1.\n\n","author":"Fred Bill","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice","semantic_blandness"],"bot_score":0.468838739899076,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949688"},{"id":"13d0835d-f552-4938-b0db-366084613e32","source":"stackoverflow","source_id":"so:79949973","content_type":"comment","title":null,"body_preview":"However, this works well just for simple B(x)s and to me it is still not clear why.\n\nB(x) is generated by a neural network and is dependent on x. Let's say the network B(x) is a linear function depend","author":"inninaro","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79949973"},{"id":"f4d26ada-b39a-4182-909f-bb64e3ef4366","source":"stackoverflow","source_id":"so:79951434","content_type":"comment","title":null,"body_preview":"My suggestion would be to give a shot and use Stroke Width Transform, unless you already tried it out. If there's no limitation for the compute and time, I would give a shot to Mistral. I remember may","author":"Egorsky","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79951434"},{"id":"4bd13b8e-7722-419b-8890-53fb8760ef86","source":"stackoverflow","source_id":"so:79951693","content_type":"comment","title":null,"body_preview":"Thanks for the suggestion. I haven't tried Stroke Width Transform yet, so I'll definitely look into it.\n\nMost of my current preprocessing pipeline focuses on denoising, contrast enhancement, resizing,","author":"AZAPI.ai","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","technical_detail_and_problem_description","specific_model_consideration","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79951693"},{"id":"cf945d3a-8d11-406e-8a83-79d9f3df8a38","source":"stackoverflow","source_id":"so:79951988","content_type":"comment","title":null,"body_preview":"Seems to be a version compatibility issue. I downgraded numpy (i.e., numpy<2 in my requirements.txt), and now it works.\n\nhttps://github.com/facebookresearch/segment-anything/issues/477","author":"Ilya","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79951988"},{"id":"2f5775b7-fff6-4ec3-942b-448fab3392d3","source":"stackoverflow","source_id":"so:69272244","content_type":"comment","title":null,"body_preview":"It doesn't make much sense to compute max(0, x**2) because x**2 >= 0 no matter what.\n\nYou probably want to compute max(0, x) ** 2 instead:\n\ns = torch.square(torch.relu(x))","author":"user209974","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69272244"},{"id":"8343cbf6-5ecb-4192-8ac3-7843bb4e890a","source":"stackoverflow","source_id":"so:79952667","content_type":"comment","title":null,"body_preview":"It would help a lot if you could share what you've done so far and explain where you get stuck with it.","author":"ADyson","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952667"},{"id":"8b97c668-528c-4646-b0c7-9e77fb796dae","source":"stackoverflow","source_id":"so:79952676","content_type":"comment","title":null,"body_preview":"Raster colour image formats particularly lossy ones like JPEG with its attendant artefacts seldom convert easily or well into any kind of vector format. If you can provide an example of the sort of im","author":"Martin Brown","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952676"},{"id":"7de95062-8312-4831-9462-70a984f9f839","source":"stackoverflow","source_id":"so:79952680","content_type":"comment","title":null,"body_preview":"many thanks, let's imagine I done already everything but not vector creation\n\nuse Milvus\\Client;\n\n$milvusClient = new Client(\n    $_ENV['MILVUS_URI'],\n    $_ENV['MILVUS_USERNAME'],\n    $_ENV['MILVUS_P","author":"Richard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.4845059152365214,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952680"},{"id":"7b60ee0b-f4b8-412b-a630-ce79641554ed","source":"stackoverflow","source_id":"so:79952681","content_type":"comment","title":null,"body_preview":"many thanks, let's imagine I done already everything but not vector creation\n\nuse Milvus\\Client;\n\n$milvusClient = new Client(\n    $_ENV['MILVUS_URI'],\n    $_ENV['MILVUS_USERNAME'],\n    $_ENV['MILVUS_P","author":"Richard","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","human_indicator_present"],"bot_score":0.4845059152365214,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952681"},{"id":"e69979ec-e61c-4898-bf52-7c5ff8caf871","source":"stackoverflow","source_id":"so:79952687","content_type":"comment","title":null,"body_preview":"I tried to use potrace\n\nBe aware that Milvus is a vector database, which means that it stores \"vectors\" in that specific sense. They have nothing to do with a vector image format such as SVG.","author":"Olivier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952687"},{"id":"b34392ce-6012-4c73-9fbe-4c4ca2a59a21","source":"stackoverflow","source_id":"so:79952688","content_type":"comment","title":null,"body_preview":"Maybe you know how I can convert a JPG into a vector like this?","author":"Richard","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4845059152365214,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952688"},{"id":"a877a205-13d9-4b04-ab68-458cc21203cd","source":"stackoverflow","source_id":"so:79952693","content_type":"comment","title":null,"body_preview":"As I understand it, the vector is the output of some neural network:\n\nhttps://milvus.io/ai-quick-reference/what-are-image-embeddings-used-for","author":"Olivier","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952693"},{"id":"a6360f49-7e3c-4069-b1d3-163e417460e0","source":"stackoverflow","source_id":"so:79952918","content_type":"comment","title":null,"body_preview":"For a real-time sign language communication app, word/phrase-level datasets are generally more suitable than alphabet-only datasets.\n\nAlphabet datasets (A–Z):\n\nEasier to collect and train.\n\nGood for M","author":"Tushar Patel","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952918"},{"id":"4774f052-0a87-4705-9840-4d9a87921c7e","source":"stackoverflow","source_id":"so:79953090","content_type":"comment","title":null,"body_preview":"This all depends on where you want to take your career. If you want to become a data scientist, then focus on AI/ML. If you want to build software systems that use AI/ML as a component to solve other ","author":"Greg Burghardt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953090"},{"id":"bbf28212-3297-42af-b6cc-0ede51bc643c","source":"stackoverflow","source_id":"so:79953092","content_type":"comment","title":null,"body_preview":"I think this week there were 2 or 3 similar questions about learning Python an AI/ML. (but maybe I'm wrong). Maybe first you could learn how to search in SO and search with Google.","author":"furas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953092"},{"id":"b11b831a-00b5-49d9-b185-01fb1d0cc310","source":"stackoverflow","source_id":"so:79953093","content_type":"comment","title":null,"body_preview":"https://github.com/Shauryagupta4\n\nThis is my GitHub profile. Can you check and tell if I'm going on right track of AIML or not","author":"Shaurya Gupta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953093"},{"id":"abe92cf8-43c9-4c94-b841-2cd209cfcbd0","source":"stackoverflow","source_id":"so:79953097","content_type":"comment","title":null,"body_preview":"Already searched a lot that's why got confused because i got mixed results from Google AIs youtube","author":"Shaurya Gupta","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953097"},{"id":"8ebd22f9-921a-4668-8e47-e9e1d2485645","source":"stackoverflow","source_id":"so:79953101","content_type":"comment","title":null,"body_preview":"I see 5 repos but most of them have nothing to do with AI/ML. Only Personal Expense Tracker collects some data which could be used in Data Science or AL/MI.","author":"furas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953101"},{"id":"393c4d41-9bc6-465b-8768-36b2ff101ef2","source":"stackoverflow","source_id":"so:79953102","content_type":"comment","title":null,"body_preview":"Actually right now i was thinking to strong my basics in python so I was doing mini projects like you have saw other 2 in it so i get a good grip on it to move forward. If you think I'm doing wrong so","author":"Shaurya Gupta","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference","absence_of_personality"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953102"},{"id":"3a074781-f1ec-4161-adbc-1b3ce0951121","source":"stackoverflow","source_id":"so:79953157","content_type":"comment","title":null,"body_preview":"if you want to talk with others about AL/MI then other projects are not so intereting. Other projects you may develop for yourself. You should show Personal Expense Tracker and develop it. You could o","author":"furas","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953157"},{"id":"12c183ac-af67-438a-8e55-260378ab5f87","source":"stackoverflow","source_id":"so:79953160","content_type":"comment","title":null,"body_preview":"And if you wnat to write ML from scratch then you can see\n\nML-From-Scratch: Machine Learning From Scratch.","author":"furas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79953160"},{"id":"0306b88a-e87b-4b98-8174-bbdba31a5289","source":"stackoverflow","source_id":"so:79954613","content_type":"comment","title":null,"body_preview":"Thank you for the detailed explanation. Your suggestion about using a hybrid approach (word/phrase recognition with alphabet fallback) makes sense.\n\nMy main challenge now is dataset collection.\n\nFor a","author":"zill","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","list_heavy_advice","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79954613"},{"id":"0b52b793-0446-4891-b723-49a0fb4a952b","source":"stackoverflow","source_id":"so:79956091","content_type":"comment","title":null,"body_preview":"The numpy.MachAr attribute was deprecated in NumPy 1.22 and completely removed in NumPy 1.25.\n\nUse pip install --upgrade statsmodels to update will fix the issue.","author":"Dora Zhiyu Yang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79956091"},{"id":"a1b07c24-df87-4e76-a1e1-14c58da311b2","source":"stackoverflow","source_id":"so:79956622","content_type":"comment","title":null,"body_preview":"Can elaborate on why the generator does not seem to work? A large block of code and a statement that it does not work that also lacks test data is tricky to debug or provide assistance for.","author":"JonSG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17938893841479675,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79956622"},{"id":"a6c26b3e-1eb9-4217-b529-1d4e448743a7","source":"stackoverflow","source_id":"so:79957176","content_type":"comment","title":null,"body_preview":"This recap works for XGBoost:\n\nmy_model = XGBRegressor(\n    n_estimators=1000, \n    learning_rate=0.05,\n    early_stopping_rounds=5, \n    verbose=False\n)\n\n# Pass eval_set in fit() method, NOT in const","author":"Maede torkian","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79957176"},{"id":"d6722cba-293f-4be7-a15a-13a86d95b440","source":"stackoverflow","source_id":"so:79959295","content_type":"comment","title":null,"body_preview":"You're trying to use the DeepSeek-V3 conversion pipeline on a different model family.\n\nDeepSeek-R1-Distill-Qwen-1.5B is already a standard Hugging Face model. The convert.py script in the DeepSeek-V3 ","author":"John Collins","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79959295"},{"id":"6a01672d-a625-47a0-b898-faad05073d85","source":"stackoverflow","source_id":"so:79960539","content_type":"comment","title":null,"body_preview":"Some random thoughts in no particular order.\n\nAre you treating this as a two-class problem? Given the setting, it may be better defined as an anomaly detection / one-class classification problem. This","author":"Tasos Papastylianou","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","hedge_stacking"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79960539"},{"id":"95c1c639-917c-4c23-8a11-8411323a7e5d","source":"stackoverflow","source_id":"so:79960540","content_type":"comment","title":null,"body_preview":"(also, a note saying that I'm not sure stackoverflow is the best forum for this; there are explicit fora for data science and machine learning in the stackexchange network)","author":"Tasos Papastylianou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79960540"},{"id":"f81b36c3-40f1-40dc-be44-2ddfa49ffe7d","source":"stackoverflow","source_id":"so:79960798","content_type":"comment","title":null,"body_preview":"Post your\nAUC\nplot, please.\n\nI have spent some time on contract work in this space, producing fraud leads.\nThe constraint we ran up against is that very talented analysts would\nspend time ringing up l","author":"J_H","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.12438686761747385,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79960798"},{"id":"c5401959-1d38-4c19-ac6d-c5fcc9f1bc9c","source":"stackoverflow","source_id":"so:79963230","content_type":"comment","title":null,"body_preview":"it seems you generated it with AI because you have \\ everywhere. Format it again.","author":"furas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79963230"},{"id":"16b9650f-2c8e-468c-abd2-bd1a4a7d6efd","source":"stackoverflow","source_id":"so:79965111","content_type":"comment","title":null,"body_preview":"If I may chime in with yet another quotation from the 3rd edition of the DeepLearning book by Chollet and Watson:\n\nAlthough Ioffe and Szegedy’s original paper suggested that batch normalization operat","author":"Andr&#225;s Asz&#243;di","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","quoting_external_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965111"},{"id":"984bd9a2-0cbf-4494-b601-8dcec3a8df0b","source":"stackoverflow","source_id":"so:79965860","content_type":"comment","title":null,"body_preview":"by the way: there are similar sites for ML/AI: CrossValidated, Artificial Intelligence. And there is also forum Kaggle","author":"furas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965860"},{"id":"2f2d8c55-0522-4275-a542-30472bbc0402","source":"stackoverflow","source_id":"so:79965862","content_type":"comment","title":null,"body_preview":"without code it is hard to say what is your real problem and what should be done.\nAt moment answer can be: yes, you should focus on feature selection, parameter tuning, and data preprocessing.","author":"furas","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965862"},{"id":"45b5f799-e209-4d73-9510-36fbcf08d39a","source":"stackoverflow","source_id":"so:79965908","content_type":"comment","title":null,"body_preview":"\"Should I focus on feature selection, parameter tuning, or data preprocessing?\"\n\nThe answer is frustratingly \"yes\".\n\nLikely the easiest thing is to adjust the shape of your forest. After that, I would","author":"JonSG","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","template_phrases"],"bot_score":0.17938893841479675,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79965908"},{"id":"c5ce7f55-d892-409c-bda4-3c85d6e6c42a","source":"stackoverflow","source_id":"so:79966073","content_type":"comment","title":null,"body_preview":"One underrated reason is geometry.\n\nWhen you square the residuals, minimizing error becomes equivalent to finding the closest point in Euclidean space. The OLS solution is literally the orthogonal pro","author":"Steven Otis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966073"},{"id":"33099927-b8d8-4ff7-b84e-dd9680d0d259","source":"stackoverflow","source_id":"so:79966088","content_type":"comment","title":null,"body_preview":"it should have tag like machine-learning, neural-network, etc. instead of php","author":"furas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966088"},{"id":"fe7adfe0-36a3-45a3-aef3-2d820c3317e9","source":"stackoverflow","source_id":"so:79966089","content_type":"comment","title":null,"body_preview":"by the way: there are similar sites for ML/AI: CrossValidated, Artificial Intelligence","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966089"},{"id":"672b6676-6da2-46d3-bc20-45fb716965a9","source":"stackoverflow","source_id":"so:79966304","content_type":"comment","title":null,"body_preview":"Here are some other Questions which address this type of problem:\n\nHow to Handle Imbalanced Data in a Classification Problem?\n\nhttps://stats.stackexchange.com/questions/522501/imbalanced-classess-and-","author":"ryanwebjackson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966304"},{"id":"571226b3-f605-4722-8542-f60dbb493f4b","source":"stackoverflow","source_id":"so:79966699","content_type":"comment","title":null,"body_preview":"Thanks, that's helpful. I haven't experimented with Stroke Width Transform yet, so I'll add it to my evaluation pipeline. Most of my improvements so far have come from preprocessing and document align","author":"AZAPI.ai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966699"},{"id":"58e45273-35a0-437b-a73c-a0bd58cb6e04","source":"stackoverflow","source_id":"so:79968262","content_type":"comment","title":null,"body_preview":"The models are trivially mathematically different just by number of parameters. The way to understand same-parameter models by loss is to give them copies of the same parameters. As a general good pra","author":"mknull","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79968262"},{"id":"a85a612f-4a89-4527-9131-867d06039f1f","source":"stackoverflow","source_id":"so:79968762","content_type":"comment","title":null,"body_preview":"Could you please indicate where you see the backslashes? I'd be happy to fix them.","author":"Emir Vellekov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79968762"},{"id":"284b81ac-fc48-4f92-8895-c60d2a9a98ed","source":"stackoverflow","source_id":"so:79969026","content_type":"comment","title":null,"body_preview":"None of these are programming problems, so why are you asking these in a programming site? There are better sites like the AI StackExchange.","author":"Dr. Snoopy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79969026"},{"id":"74ab1c2e-39f6-40f5-be72-2dfff20f7af5","source":"stackoverflow","source_id":"so:79971951","content_type":"comment","title":null,"body_preview":"tl;dr at the end.\n\nObviously, it's impossible to have exact same results on 2 different GPUs as they have different underlying hardware, but for most use cases the actual GPU quality differences will ","author":"Uncover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971951"},{"id":"966d3918-1ab2-476e-a6d1-7977bbfd4d20","source":"stackoverflow","source_id":"so:79972115","content_type":"comment","title":null,"body_preview":"Almost true: not similar, but identical.\n\nYou could get better results if you have different \"models\" which can fill the available VRAM, provided bit depth is identical and \"learning quality\". Differe","author":"Soleil","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972115"},{"id":"34361cd8-ff90-480b-b45e-ae67bdbf41f4","source":"stackoverflow","source_id":"so:79156169","content_type":"comment","title":null,"body_preview":"I achieved this by first creating a tf.train.Checkpoint() instance, loading the instance with the .ckpt weights, then saving the model with the new path with, preferably, native Keras (.keras) or .h5.","author":"Maria Luize P.","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79156169"},{"id":"07e83c84-564a-4e79-8562-c6f53d03e23a","source":"stackoverflow","source_id":"so:79950116","content_type":"comment","title":null,"body_preview":"Use = TiDE  + Pytorch Lightning + Gated mechanism (SwiGLU) + RMSNorm + AdamW\n\nI will give you a blueprint and will try to make you understand the script. Play with it and change it for your Production","author":"Soudipta Dutta","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","synthetic_empathy","list_heavy_advice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79950116"},{"id":"634df2a0-8572-4b49-8844-289511ade2e0","source":"stackoverflow","source_id":"so:79974616","content_type":"comment","title":null,"body_preview":"If you really want to not rely on any programming language anymore, you will need physical, real pieces to do that. They were the first things used to create the first programming language ever and th","author":"Tito Saad","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974616"},{"id":"091c40d0-f639-40ab-8055-8d80485b943e","source":"stackoverflow","source_id":"so:79974617","content_type":"comment","title":null,"body_preview":"Real CPUs speak machine code: sequences of bits interpreted as instructions. That is already a language (or can be seen as a language), just a pretty unreadable one.... So, \"without using any other (p","author":"Luuk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974617"},{"id":"7baf90ee-52d7-4591-a1dc-898890960deb","source":"stackoverflow","source_id":"so:79974618","content_type":"comment","title":null,"body_preview":"I agree. As a summary, it's very hard to create a programming language from scratch.","author":"Tito Saad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974618"},{"id":"ea082347-8653-44d4-97fc-c34027744127","source":"stackoverflow","source_id":"so:79974621","content_type":"comment","title":null,"body_preview":"Be careful what you wish for. Basically you have to manually convert machine instructions into binary by hand using paper based lookup tables. I knew someone very old school who still did it that way ","author":"Martin Brown","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974621"},{"id":"f933b501-1dcc-4f50-a343-00c14215e9c4","source":"stackoverflow","source_id":"so:79974625","content_type":"comment","title":null,"body_preview":"So, how can I program with binary code or machine code?","author":"user32908072","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974625"},{"id":"3db42a76-43fa-4c4a-b42c-6a04828544bf","source":"stackoverflow","source_id":"so:79974633","content_type":"comment","title":null,"body_preview":"I don't know, but you can look at other answers and learn from them.","author":"Tito Saad","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974633"},{"id":"56f6d35c-b11c-494f-9767-5356907fa759","source":"stackoverflow","source_id":"so:79974629","content_type":"comment","title":null,"body_preview":"Yes, like Martin Brown says below, playing around with a bare bones computer CPU simulation might give you a good idea of what is involved. Some links for that are: CPU Visual Simulator, CPU Simulator","author":"KIKO Software","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_anecdote","imperfect_expression","niche_expertise"],"bot_score":0.206538671903975,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974629"},{"id":"46cef16f-eefb-4c8a-b362-d022c35de5fc","source":"stackoverflow","source_id":"so:79974653","content_type":"comment","title":null,"body_preview":"Writing an interpreter or compiler for a language directly in machine code is of course entirely possible, but it's not a good use of your time. Assuming that you already have a compiler available for","author":"500 - Internal Server Error","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974653"},{"id":"8836c53b-9c08-49e1-a158-097c70aa16b0","source":"stackoverflow","source_id":"so:79974655","content_type":"comment","title":null,"body_preview":"Step 1. Create your programming language and implement its compiler or interpreter with any proper programming language which is up to the task. C, C++, Java... anything, just pick one you are familia","author":"Tony Chu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974655"},{"id":"7c473c19-d747-4809-bcb9-5112ba3c13cf","source":"stackoverflow","source_id":"so:79974683","content_type":"comment","title":null,"body_preview":"I did some coding in binary back in high school, on my Apple II+ microcomputer. It used a 6502 processor. I know assembly was an option, but my school didn't have an assembler, so I used a reference c","author":"Bill Karwin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1488095238095238,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974683"},{"id":"9d3f3d51-2dca-4723-b9da-72ac93901364","source":"stackoverflow","source_id":"so:79974717","content_type":"comment","title":null,"body_preview":"You might to have a read in Code: The Hidden Language of Computer Hardware and Software. It's a book, that explains the basics of programming on cpu-level, but in a very simplified step-by-step manner","author":"Clijsters","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974717"},{"id":"3078a624-dad8-49a6-aafd-1b321fa41184","source":"stackoverflow","source_id":"so:79974855","content_type":"comment","title":null,"body_preview":"Machine Learning I would always recommend Jupyter and something simpler. I checked with Google and that is my honest opinion. I don't know what is in his course, but something like Spring Boot with Ja","author":"Bjguru24","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","false_specificity","absence_of_personality","human_indicator_self_reference"],"bot_score":0.39741016847050464,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974855"},{"id":"f609b3c4-8b76-4506-a6da-81c5a8055c11","source":"stackoverflow","source_id":"so:31204703","content_type":"comment","title":null,"body_preview":"You could opt to not use JSX in this case:\n\nmenuClick: function(index) {\n        render(\n            React.createElement(index, null, ''),\n            document.getElementById('content')\n        );\n   ","author":"Davin Tryon","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31204703"},{"id":"8d8db38e-de4a-4635-89f0-abc52e7b033c","source":"stackoverflow","source_id":"so:31206148","content_type":"comment","title":null,"body_preview":"You can use the state of the component to do this\n\n    var Menu = React.createClass({\n      getInitialState: function() {\n        return {\n          data: [],\n          message: null\n        };\n      ","author":"andykenward","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/31206148"},{"id":"deab2545-e649-4b08-b18d-d3e8047ff4d8","source":"stackoverflow","source_id":"so:43573546","content_type":"comment","title":null,"body_preview":"May be you could have a div inside parent div which is 80% of the parent div. And then set width : auto for the text box.\nMight sound a bit tricky.","author":"Franklin Pious","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43573546"},{"id":"7bbc1472-eb86-4ea0-8760-082025fd5174","source":"stackoverflow","source_id":"so:43573763","content_type":"comment","title":null,"body_preview":"hm... try this:\n\ndisplay: inline-block;\n\nI am not sure tho. Let me know if it works.","author":"ImRonny Dark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43573763"},{"id":"9d082fc6-896b-4c2e-b4f5-a9f2d8a1b7c5","source":"stackoverflow","source_id":"so:43599931","content_type":"comment","title":null,"body_preview":"I'm trying to get a text box to grow as needed to fit the text typed\n  into it, up to 80% of the width of the parent div.\n\nI'm fairly certain this won't be possible via CSS alone, because there is no ","author":"Rounin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/43599931"},{"id":"943f28b1-fcd3-4fed-b561-637e0a903eee","source":"stackoverflow","source_id":"so:49171792","content_type":"comment","title":null,"body_preview":"If you want to add/remove rows dynamically you can play with the state, or \nif you where using Redux you can play with the store.\n\nHere's a simple example using a components local state to add and rem","author":"Ignacio","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","original_commentary","self_correction","code_example"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49171792"},{"id":"aa4e1585-fce8-4aab-942f-3ee5c4984f2f","source":"stackoverflow","source_id":"so:52759494","content_type":"comment","title":null,"body_preview":"First - we will simplify the example:\n\ntype SubType = { dates?: string, location?: string };\ntype Foo = (arg: SubType) => void;\n\ntype SuperType = { dates?: string };\ntype Bar = (arg: SuperType) => voi","author":"Buggy","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52759494"},{"id":"7fe5a21f-efd8-469d-8002-600664f769db","source":"stackoverflow","source_id":"so:52918224","content_type":"comment","title":null,"body_preview":"Here's a way how you can exactly use a reactjs-popup:\n\nimport React from \"react\";\nimport Popup from \"reactjs-popup\";\n\nexport default () => (\n  <Popup trigger={<button> Trigger</button>} position=\"righ","author":"Piyush Mehta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/52918224"},{"id":"b2f5ec07-cb26-4c91-84c7-5f65295df9d6","source":"stackoverflow","source_id":"so:54515711","content_type":"comment","title":null,"body_preview":"You can use the ability of ag-grid to do the quick filter which filters across all columns  and you can customize it to be applied for a specific column","author":"dileepkumar jami","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54515711"},{"id":"d8da04d2-4bf1-4b88-9818-28645aceddd2","source":"stackoverflow","source_id":"so:54527071","content_type":"comment","title":null,"body_preview":"You should be able to achieve this using ag-grid's External Filters\n\nQuick filter is preferred if you want to do a filter on entire grid and your comparator function will end up being complex if you w","author":"Pratik Bhat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54527071"},{"id":"f24f2c7b-147f-430a-ae81-e67a5037a0fa","source":"stackoverflow","source_id":"so:60591374","content_type":"comment","title":null,"body_preview":"The issue is with the require. \"@tensorflow/tfjs-node\" exports multiple things(possibly), so the export inside this module would be something like \n\nmodule.exports = {\n    firstThing,\n    secondThing,","author":"Aman Kumar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","technical_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60591374"},{"id":"d67a7f66-4731-463b-93dd-a3ac1338053b","source":"stackoverflow","source_id":"so:60752578","content_type":"comment","title":null,"body_preview":"UseLayoutEffect is synchronous and it'll block your app. It'll also cause additional render.\n\nI suggest using useEffect and leave useLayoutEffect for some edge cases.","author":"Robert","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise","strong_opinions"],"bot_score":0.08860924746412642,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60752578"},{"id":"2e645bea-6263-4826-8fff-6a8aea02b54f","source":"stackoverflow","source_id":"so:60752582","content_type":"comment","title":null,"body_preview":"It is again your own way of coding however, here is small info and you can always look into something more.\n\nuseEffect(() => {\n  // do side effects\n   return () => /* cleanup */\n }, [dependency, array","author":"Manjuboyz","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60752582"},{"id":"5da202c1-73cf-4ec0-94ca-cea4e141b986","source":"stackoverflow","source_id":"so:61235041","content_type":"comment","title":null,"body_preview":"I am currently using this as a workaround to polyfill for now as the useBuiltIns property is not working for me.\n\nInstalled the following packages: babel-polyfill, es6-promise, whatwg-fetch\n\nnpm i bab","author":"PR7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61235041"},{"id":"95ec0671-3788-4816-8429-9e58aaf81a96","source":"stackoverflow","source_id":"so:62582972","content_type":"comment","title":null,"body_preview":"You're not getting the blob back correctly like so in the documentation\n\nimport { BlobProvider, Document, Page } from '@react-pdf/renderer';\n\nconst MyDoc = (\n  <Document>\n    <Page>\n      // My docume","author":"Tony","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62582972"},{"id":"fc603e91-d9c5-4cac-abf4-073b8d9449a4","source":"stackoverflow","source_id":"so:65441795","content_type":"comment","title":null,"body_preview":"useEffect() runs after the browser paint, useLayoutEffect() runs before the paint. So, useLayoutEffect() runs first, before useEffect(). You can test it yourself by placing console.log() in both of th","author":"KMA Badshah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65441795"},{"id":"b6654686-41bd-4aef-81bd-7a9ca1e0a2e0","source":"stackoverflow","source_id":"so:66409312","content_type":"comment","title":null,"body_preview":"I don't know if this solves your issue - but one thing I notice immediately is that you're missing the dependency array from your useEffect hook.\n\nimport React, {useEffect, useRef} from 'react';\n...\n\n","author":"Aasmund Berge Endresen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_explanation","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66409312"},{"id":"9cae9d47-3f69-46a6-957f-b1ea8593112f","source":"stackoverflow","source_id":"so:66809721","content_type":"comment","title":null,"body_preview":"So I think the problem here is that you're importing i18next from the library on every page. What you're supposed to do is that you export the i18n you created in your index file and import it in ever","author":"Ziku","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66809721"},{"id":"7b2fa832-5dbd-4770-a8da-3fa9e3c0a0eb","source":"stackoverflow","source_id":"so:67536029","content_type":"comment","title":null,"body_preview":"Thanks for the answer above.\nJust a little bit comment on handling of 'handleChange'.\nDo we need to change the following\n\n\r\n\r\n    rows[idx] = {\n      [name]: value\n    };\r\n\n\r\n\n\r\n\nto the following for ","author":"Software-security-is-not-free","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","terse_reply","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/67536029"},{"id":"c2451181-4835-4b63-9854-578a00a661f1","source":"stackoverflow","source_id":"so:70629048","content_type":"comment","title":null,"body_preview":"so i found out you can pass a function to validate attribute which solves my problem\n\n<TextField\n          name='recipientEmail'\n          placeholder='Eg. recipient@email.com'\n          inputRef={reg","author":"labs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70629048"},{"id":"379472cb-54c6-4f2c-ad42-19ea9dbc55af","source":"stackoverflow","source_id":"so:71034488","content_type":"comment","title":null,"body_preview":"I had the same exact problem. You have to add @babel/preset-react library to your package.json file.\n\nRun yarn yarn add @babel/preset-react or npm install @babel/preset-react","author":"Khalil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71034488"},{"id":"27b92237-1a98-4688-9779-a3a27f472f36","source":"stackoverflow","source_id":"so:71048508","content_type":"comment","title":null,"body_preview":"Update the state using setState.\nor\nuse React hooks like -\n\nuseEffect(()=> {\n    fetchData();\n}, [data]);\n\nthis will reload whenever data is updated.","author":"Innomight","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71048508"},{"id":"85cf60bb-687b-4e79-8f84-be4ef0431745","source":"stackoverflow","source_id":"so:71048690","content_type":"comment","title":null,"body_preview":"jsut  add  this  line  in your handleAvatarUpload  function\n\nevent.preventDefault();","author":"Muhammad Awais","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71048690"},{"id":"4e6d9358-fd58-4360-ad62-dfd6b1268662","source":"stackoverflow","source_id":"so:71785273","content_type":"comment","title":null,"body_preview":"I had a similar issue and using the clientPort option in the the config solved it form me.\n\nI'm also using Caddy inside Docker and here's my config:\n\n:80 {\n    reverse_proxy /api/* back:3000\n    rever","author":"HamzStramGram","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71785273"},{"id":"f92bfa08-929c-4c95-b363-672397cea98b","source":"stackoverflow","source_id":"so:72175915","content_type":"comment","title":null,"body_preview":"I had a similar problem using nginx with ssl. It was trying on port 80 with ws instead of wss. Your details will be different, but I looked at the logs to see what nginx was doing, then looked in the ","author":"Cullen McGovern","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72175915"},{"id":"3c9de4dc-6833-4beb-9040-3192783f9b1b","source":"stackoverflow","source_id":"so:72274957","content_type":"comment","title":null,"body_preview":"I am also in the process of migrating a Vue app to Vite. Therefore I changed the ports in docker-compose.yml from the standard-Vue 8080->8080 to Vite's 3000->8080 (to keep the outward-facing port the ","author":"Stefan_EOX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72274957"},{"id":"0c9658a7-e1d4-4d34-b433-5d59eb131f3e","source":"stackoverflow","source_id":"so:72793975","content_type":"comment","title":null,"body_preview":"You can use initialValues form property to set initial values\n\nComponents inside Form.Item with name property will turn into\ncontrolled mode, which makes defaultValue not work anymore. Please try\ninit","author":"Edshav","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72793975"},{"id":"0f2a93a4-f48a-4373-976b-6d2a82f26a2c","source":"stackoverflow","source_id":"so:72886715","content_type":"comment","title":null,"body_preview":"I was running into the same issue with i18n.changeLanguage() method. So,I end up fixing this by getting the current language that the user is using in their browser,\n\nconst getUserLanguage = () => win","author":"prajun7","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72886715"},{"id":"8fbc4db9-c25a-413d-a05b-42c56158e7df","source":"stackoverflow","source_id":"so:70576398","content_type":"comment","title":null,"body_preview":"It was not possible to add the role tag to the third party component since the source code has removed it for optimalization.","author":"Hanna","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70576398"},{"id":"ff7f268a-e4f6-4140-8def-0381ebe48d40","source":"stackoverflow","source_id":"so:74045182","content_type":"comment","title":null,"body_preview":"Just putting out there as someone can have the same issue, double check your imports of locales/lang/translations.json. I had a bad copy paste that make two of my language point to the same translatio","author":"Jo&#227;o G.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74045182"},{"id":"5158b614-db6b-4bea-a30e-04da63334df1","source":"stackoverflow","source_id":"so:75692042","content_type":"comment","title":null,"body_preview":"The solution to this issue was two fold.\n\nAs per Dhaval's earlier comment, the first step is to remove the .original extension from the project warfile, then open it with 7zip, or similar and delete t","author":"epicUsername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75692042"},{"id":"37c1ac1c-d5b6-49fe-a668-f3174a04cc6e","source":"stackoverflow","source_id":"so:75989328","content_type":"comment","title":null,"body_preview":"I Had similar issue, reverse proxy with nginx. The problem fixed by:\n\nAdd hmr path to vite.config.js\n\nserver: {\n  port: 3000,\n  hmr: {\n    path: 'ws',\n  },\n},\n\nAnd add nginx config for reversing ws pa","author":"Luthfi Khoirul Anwar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75989328"},{"id":"8bd32db2-9d66-4fb7-b626-777c10827452","source":"stackoverflow","source_id":"so:76435086","content_type":"comment","title":null,"body_preview":"fore React Your code should resemble something similar with modified values, but should implement the same logic.\nI don't think this is possible via CSS alone.\n\nexport const WelcomeScreen = () => {\n  ","author":"abdulrhman","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","code_block_integration"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76435086"},{"id":"e92c6e70-4828-453b-b332-4684fb8e8ca5","source":"stackoverflow","source_id":"so:77206097","content_type":"comment","title":null,"body_preview":"I got the same error, what worked for me was just making sure the manifest and the file are in the same directory, root directory. I","author":"Haggai Gisore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77206097"},{"id":"5beddfbd-0ff8-4f30-94e7-fc1a1c968029","source":"stackoverflow","source_id":"so:77806818","content_type":"comment","title":null,"body_preview":"Check the folder for background.js So if store your scripts in a directory at the same level as the manifest.js make sure it is:\n\"scripts\": [\"yourdir/background.js\"]","author":"Ryan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77806818"},{"id":"d6f8eb92-8892-4467-b9d9-247f9ac75ae5","source":"stackoverflow","source_id":"so:49174689","content_type":"comment","title":null,"body_preview":"You can achieve that by playing with react state. In your case you are using nested objects so you need to be carefully when you update them.\n\nIt's not a good idea to mutate your state because it can ","author":"Arnold Gandarillas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49174689"},{"id":"d3e58d13-b203-4919-b5b9-eff9e5bb8057","source":"stackoverflow","source_id":"so:79400217","content_type":"comment","title":null,"body_preview":"Using React Functional Component and react-pdf/renderer\n\nimport React, { useState } from \"react\";\nimport { Document, Page, View, Text, BlobProvider } from \"@react-pdf/renderer\";\n\nconst MyComponent = (","author":"Ankit Jindal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79400217"},{"id":"2e119b1a-07c9-493c-870b-8de9a00e8353","source":"stackoverflow","source_id":"so:79873563","content_type":"comment","title":null,"body_preview":"Since TailwindCSS does not execute the code and does not evaluate how many backslashes will appear in the final output, it can only rely on the class name as written in the source. Therefore, you must","author":"rozsazoltan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79873563"},{"id":"26caf5b6-3a9f-46bd-a5a2-529a31507193","source":"stackoverflow","source_id":"so:79873605","content_type":"comment","title":null,"body_preview":"Use an Inline CSS Variable most easy method:\n\n<div \n  style={{ '--separator': '\"\\\\a0 · \"' }} \n  className=\"after:content-[var(--separator)]\" \n/>","author":"HB TECH","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79873605"},{"id":"dec791d5-4589-4712-a1af-13ba9cd413d0","source":"stackoverflow","source_id":"so:79873579","content_type":"comment","title":null,"body_preview":"A possible solution is to avoid passing the content statically to TailwindCSS and instead reference a CSS variable.\n\n<div className=\"after:content-(--text)\" /> {/* class=\"after:content-(--text)\" */}\n\n","author":"rozsazoltan","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79873579"},{"id":"6174c8e2-05e8-429d-89ac-6019b1ade774","source":"stackoverflow","source_id":"so:79873857","content_type":"comment","title":null,"body_preview":"Simply declare rules with stronger CSS specificity. If the tile class is always present, you can assume it for the variants as well:\n\n@layer components {\n  .tile {\n    @apply w-full min-h-24 sm:min-h-","author":"rozsazoltan","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.6507936507936507,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79873857"},{"id":"f1a229c2-78f7-487e-adf6-ec42b0798fd9","source":"stackoverflow","source_id":"so:79936013","content_type":"comment","title":null,"body_preview":"first of all resolvedFileUrl has problem you gotta do this:\n\nif (resolvedFileUrl) {\n  return null;\n}\n\nwhen url does not exist it returns null\n\nto refresh image with reloading parent components should ","author":"Evergreen98","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79936013"},{"id":"586a2216-57f9-47d4-9fff-5f496e115bcb","source":"stackoverflow","source_id":"so:79971766","content_type":"comment","title":null,"body_preview":"Are you asking whether a Firebase Authentication UID is a (shared) secret?","author":"Frank van Puffelen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971766"},{"id":"a8819e2a-2d92-4f6e-bfb2-03a2acf3af3c","source":"stackoverflow","source_id":"so:79971773","content_type":"comment","title":null,"body_preview":"Before saving fields like Aadhaar number, PAN number, and bank account number\n\nDo you really need to save them fully? For instance, the best practice for PANs is to truncate it to the last 4 digits. E","author":"TheNomad","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","over_qualification","semantic_blandness","platform_fluency"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971773"},{"id":"50c83daa-61b1-4865-aff3-2196ccec9f0c","source":"stackoverflow","source_id":"so:79971813","content_type":"comment","title":null,"body_preview":"For comprehensive code reviews, visit the Code Review Stackexchange site instead. Remember to read their guidance before posting.\n\nAlso the title of your post doesn't really match what you then ended ","author":"ADyson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971813"},{"id":"71b1f97e-c3ae-486d-a1a5-fe16b250ab87","source":"stackoverflow","source_id":"so:69794959","content_type":"comment","title":null,"body_preview":"In case someone might be looking for a React hooks version, this is a sample implementation of Arnold's answer:\n\nimport React, { useState } from \"react\";\n\nconst App = () => {\n  const [rows, setRows] =","author":"Gustone Alwanga","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69794959"},{"id":"bade0b90-71c3-49bc-8184-dc9e0391d2b7","source":"stackoverflow","source_id":"so:60669044","content_type":"comment","title":null,"body_preview":"You can use Redirect from react-router-dom and I would suggest using the useState hook to maintain a state variable which would determine when to redirect and in redirectToPage you would just set it t","author":"Abdullah Abid","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60669044"},{"id":"af081abf-93b5-4289-963e-de7c5ca813d3","source":"stackoverflow","source_id":"so:65804628","content_type":"comment","title":null,"body_preview":"You have a typo in  file 'LoginSignUp.js'.\nYou should replace <Card.text> with <Card.Text>.","author":"MaxiManBW","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/65804628"},{"id":"35e741dc-ebce-4d23-9a8e-0b1501cbb163","source":"stackoverflow","source_id":"so:79972700","content_type":"comment","title":null,"body_preview":"After successfully uploading and testing the code on Stackblitz, I began to suspect an issue with my machine. I initially doubted the IDE—though that's unlikely—but decided to run it from VS Code to c","author":"Starnec","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972700"},{"id":"21d9ff0f-c4ba-4f78-8db2-53309b91a830","source":"stackoverflow","source_id":"so:79972795","content_type":"comment","title":null,"body_preview":"This turned out to be antivirus web protection buffering the response stream, not a Next.js or React issue (coming from the reddit thread where we debugged this).\n\nWhat was happening\n\nSuspense streami","author":"Maegami","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972795"},{"id":"b9db66cf-8771-48c2-88d8-0a51f32b5d29","source":"stackoverflow","source_id":"so:79973845","content_type":"comment","title":null,"body_preview":"well i think that it's better to not  use them both unless in some special cases where you can use just Outlet and create different layout components\n\n<Route element={<MainLayout />}>\n  <Route path=\"/","author":"Reda ait","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973845"},{"id":"3af389db-020f-4477-b108-7dc6903a50de","source":"stackoverflow","source_id":"so:79973873","content_type":"comment","title":null,"body_preview":"Don't hardcode role checks inside the Navbar. Instead, keep your navigation configuration and access rules together, and let the Navbar simply render what the current user is allowed to see.\n\nCreate a","author":"Code - B","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973873"},{"id":"17602f17-5607-4923-8e3f-4a0f19981716","source":"stackoverflow","source_id":"so:79973921","content_type":"comment","title":null,"body_preview":"Use Outlet It is the correct and standard way with React Router.\n\nDo not use {children} in layout routes. Outlet is specifically made for this purpose.\n\nHero component Keep it separate from the layout","author":"Zahid Hussain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","code_example","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973921"},{"id":"9296ed6d-7d7f-4a33-af01-7f0f1fc49ff3","source":"stackoverflow","source_id":"so:79971734","content_type":"comment","title":null,"body_preview":"Under the same situation that I currently have, I got the following solution. First we have to build our React code using \"npm run build\", after which I add all files the reside in the \"dist\" folder i","author":"Nikhil Tiwari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971734"},{"id":"7c1f0658-14af-404a-a4df-63a030c52bbc","source":"stackoverflow","source_id":"so:79974156","content_type":"comment","title":null,"body_preview":"in most cases you only use Outlet or children and sometime you need to use them both for specifical case where you need more than one layout or for example some sidbar or herosctions taht exist on som","author":"Reda ait","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974156"},{"id":"d998ee81-079f-472c-9abc-f6e2966ba341","source":"stackoverflow","source_id":"so:79974222","content_type":"comment","title":null,"body_preview":"why did you post this? ... what problem are you trying to solve? ... what is your question? ... please edit your post with a clarification","author":"jsotola","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.2292392659358741,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974222"},{"id":"b1354caa-3114-4a64-b78e-dc62ac525b59","source":"stackoverflow","source_id":"so:79974226","content_type":"comment","title":null,"body_preview":"In React Router v6, a layout route should use Outlet, not children.\n\nOutlet is how React Router renders nested route elements, so your ProtectedLayout is correctly designed:\n\nfunction ProtectedLayout(","author":"hansueli05","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.6200096833833679,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974226"},{"id":"d9835692-8af8-428a-903d-4caadde56b4b","source":"stackoverflow","source_id":"so:79974230","content_type":"comment","title":null,"body_preview":"A 404 on the initial handshake almost always means the client is trying to reach an endpoint that the server hasn't registered for Socket.IO. Since you’re getting a 404, the request is hitting your se","author":"Ashish Sharma","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974230"},{"id":"49c0324f-b9b4-4bd3-8ada-28bc18e2ee35","source":"stackoverflow","source_id":"so:79974504","content_type":"comment","title":null,"body_preview":"For the system you described, I would not pause for a big architecture cleanup before adding tests. I'd do both, but in a very uneven way: start tests immediately on the highest-risk tenant and busine","author":"KindaArchitect","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974504"},{"id":"0d700b42-5970-4e31-aca3-c149bc742a7e","source":"stackoverflow","source_id":"so:79974559","content_type":"comment","title":null,"body_preview":"The solution was to add \"use client\" at the top of the file. This is because render-prop functions cannot be serialised across the server/client.","author":"Bethany Drake","classification":"human_created","confidence":0.7,"indicators":["technical_explanation","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974559"},{"id":"56550fb1-89fc-43d0-984c-39095fe50d59","source":"stackoverflow","source_id":"so:79974620","content_type":"comment","title":null,"body_preview":"To quickly start, you can just simply add scripts like the one below in the public.html file.\n\n    <script src=\"https://cdn.tailwindcss.com\"></script>\n    <script>\n      tailwind.config = {\n        da","author":"Shiplu","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974620"},{"id":"3b770941-9a22-4c4d-b3b6-fd7f35cb78a0","source":"stackoverflow","source_id":"so:57363778","content_type":"comment","title":null,"body_preview":"According to https://w3c.github.io/ServiceWorker/#cache-put (point 4).\n\n        if(request.method !== \"GET\") {\n            return Promise.reject('no-match')\n        }","author":"Oleksii Kyslytsyn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57363778"},{"id":"8e5e6922-62df-4ec2-9873-a6c5ac3b37ee","source":"stackoverflow","source_id":"so:58074118","content_type":"comment","title":null,"body_preview":"In your case, when you do not specify the path of the WS, it is listening on the same port as the server listening and path does not matter at all.\n\nWS is a different protocol and you have to make the","author":"Marek Urbanowicz","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","list_heavy_advice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58074118"},{"id":"b6106c86-c494-487e-bea7-2cd33ab7e56d","source":"stackoverflow","source_id":"so:60679945","content_type":"comment","title":null,"body_preview":"This worked for me\n\nvar id = datasnapchot.key;\n\nUse datasnapchot.key instead of datasnapchot.key()","author":"Asbar Ali","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60679945"},{"id":"45f941ac-50ba-4e47-8760-3da5dc771d92","source":"stackoverflow","source_id":"so:61636057","content_type":"comment","title":null,"body_preview":"Edit: As mentioned by @awarrier99 in the comments, the response.json() function returns a Promise so you need to handle that appropriately. The code below has been updated for that also.\n\nYou do not s","author":"Always Learning","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/61636057"},{"id":"b0d0a947-727b-460b-a893-8908c1b7b2fc","source":"stackoverflow","source_id":"so:57813321","content_type":"comment","title":null,"body_preview":"This code in any component where you want to open a dialog. You must have a reference to MatDialog. The mdRef is the instance of the object after opening.\n\n// getConfig returns a matDialogConfig with ","author":"Cielo Vista Software","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57813321"},{"id":"dfb0ee19-275b-4768-ac59-5828e38dac1e","source":"stackoverflow","source_id":"so:63807993","content_type":"comment","title":null,"body_preview":"An alternative solution using jQuery:\n\nHTML:\n\n<div id=\"demo\">xx xxx xxxxxxxxxxxxxxxxxxxxxxxxxxxx xxxxxxxx</div>\n\nJS:\n\n$(document).ready(function() {\n  var words = $('#demo').text().split(' ');\n  $('#d","author":"Raptor","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","comparison_to_other_solutions","external_resource_link"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63807993"},{"id":"c53aa357-a07f-46b1-a4f6-1921e00ee8bd","source":"stackoverflow","source_id":"so:64057019","content_type":"comment","title":null,"body_preview":"Maybe you can add a history change trigger at first.\nTry to see there is a new state when thanks you page happened.\n\nElement Visibility is another way,\nNeed to observe when the \"Thanks you\" show on th","author":"darrelltw","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","uniform_paragraph_rhythm","missing_platform_voice","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64057019"},{"id":"107b7f88-1262-4036-85b1-26826b4d11bb","source":"stackoverflow","source_id":"so:64708796","content_type":"comment","title":null,"body_preview":"Here's my working example:\n\n  import * as WebSocket from 'ws'\n  beforeAll(async () => {\n    const moduleFixture = await Test.createTestingModule({\n      imports: [\n        SocketModule,\n      ],\n    }","author":"Duc Trung Mai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/64708796"},{"id":"666d9c0d-664d-4dc7-81c7-90fa4d42e408","source":"stackoverflow","source_id":"so:66441874","content_type":"comment","title":null,"body_preview":"\"Extensions have a content security policy applied to them by default. The default policy restricts the sources from which they can load and  resources, and disallows potentially unsafe practices such","author":"esquare","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","lack_of_platform_voice","human_indicator_quoting_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66441874"},{"id":"43867e55-f252-4648-8a6a-c11da6084fea","source":"stackoverflow","source_id":"so:68234705","content_type":"comment","title":null,"body_preview":"The second args of cb from onConnection\nincomingMessage\n\nthis.server.on('connection', (socket:WebSocket, incomingMessage) => {\n   console.log(incomingMessage)\n   console.log('connection')\n})\n\nincoming","author":"onlysuncolour","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68234705"},{"id":"dedc67a8-6423-4d5a-b5ed-92c8c7cdec62","source":"stackoverflow","source_id":"so:69820978","content_type":"comment","title":null,"body_preview":"hmmm.... i did some RND on this for this issue you just create the global error handling service you can put check for this issue and just reload the app it will work\n\nif(err.message.search('transacti","author":"ajay senwell","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69820978"},{"id":"532372f4-e971-41e8-a0e9-c765be2519e3","source":"stackoverflow","source_id":"so:62875264","content_type":"comment","title":null,"body_preview":"A bit late to the party, but this works in O(n^2/3) time and space (see GordonBGood's comment below).\n\nfunction eratosthenesWithPi(n) {\n  let array = [], upperLimit = Math.sqrt(n), output = [];\n  let ","author":"Ovinus Real","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62875264"},{"id":"59fa12c0-363f-4492-a917-70fd49382a20","source":"stackoverflow","source_id":"so:71462971","content_type":"comment","title":null,"body_preview":"I thought that from var uri = 'data:application/pdf;base64,' + blob; in your script, in this case, it is required to convert the downloaded data as the base64. Although I'm not sure about the relation","author":"Tanaike","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71462971"},{"id":"021086c7-a4c3-447e-af0c-aeea913fc406","source":"stackoverflow","source_id":"so:73600934","content_type":"comment","title":null,"body_preview":"I give a try with your code and i get same result. After searching a while, i found an explanation.\n\nWell, problem is around MP4 and streams.\n\nI am not a specialist of video, but it seems that when ma","author":"Alaindeseine","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73600934"},{"id":"0150f863-3ff0-4c6a-a2b9-0769d48a2c45","source":"stackoverflow","source_id":"so:73658875","content_type":"comment","title":null,"body_preview":"MP4, MOV and 3GP all contain some important metadata at the end of the file. This stems from ages predating streaming and makes these formats by default unfit for it.\n\nThe solution is to store that so","author":"cachius","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73658875"},{"id":"1925d974-6a20-47d1-b273-24c761268518","source":"stackoverflow","source_id":"so:74143748","content_type":"comment","title":null,"body_preview":"You shouldn't put body inside headers, see example on MDN here.","author":"bbbbbbbboat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74143748"},{"id":"252f3be4-60ec-41f6-b712-ae03101af4a2","source":"stackoverflow","source_id":"so:70049343","content_type":"comment","title":null,"body_preview":"I'm even later to the party, but got triggered by \"prime counting function\" in the question title, as that doesn't get much attention on SO.\n\nTLDR; How Does LMO work? Skip to the end for code and resu","author":"GordonBGood","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","polished_first_draft","list_heavy_advice","missing_platform_voice","human_indicators_absent"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70049343"},{"id":"6327d532-36ed-437f-82af-7b568ae5e7a1","source":"stackoverflow","source_id":"so:62485117","content_type":"comment","title":null,"body_preview":"const jwt = require('jsonwebtoken')\n\nmodule.exports =  function auth (req,res,next) {\n    const token =req.header('x-auth-token')\n    if (!token){\n        return res.status(401).send('to\\'ken not foun","author":"Bekzodbek Turgunov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/62485117"},{"id":"a86c153d-1208-479e-b27a-e5e8766d68c7","source":"stackoverflow","source_id":"so:76189367","content_type":"comment","title":null,"body_preview":"Although according to the accepted answer \"You can't cache POST requests using the Cache API\"... it seems that actually you can.\n\nMaybe there are good reasons to avoid doing so, as a routine, because ","author":"drmrbrewer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76189367"},{"id":"1b90cf71-5bb3-4961-a951-72a647c760db","source":"stackoverflow","source_id":"so:76449233","content_type":"comment","title":null,"body_preview":"Overview:\n\nYes you can use the tmp package where you can store the video into a specific file pass it to ffmpeg and then clean the file after all processing is completed\n\nNote: I recommend using the t","author":"Mohammed Baqer","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76449233"},{"id":"fb9b71a3-22f7-468a-8b39-02df23207c6c","source":"stackoverflow","source_id":"so:76446036","content_type":"comment","title":null,"body_preview":"May be user is asking how to handle different types of error or how to inform front end user that your login time is over please re login to continue\n\nif (err) {\n  if (err.name == \"TokenExpiredError\")","author":"rushirajsinh rana","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","code_snippet_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76446036"},{"id":"f5aabdb6-28d8-4b87-a168-667083e921f2","source":"stackoverflow","source_id":"so:76849315","content_type":"comment","title":null,"body_preview":"try to wrap your code into <ThemeProvider>.\n\nimport { Button, ThemeProvider, createTheme } from '@mui/material';\nimport './App.css';\n\nconst theme = createTheme(); // You can customize the theme here i","author":"Yash Parekh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76849315"},{"id":"8a246df3-d5bc-45fe-beb7-2666489f34be","source":"stackoverflow","source_id":"so:76849438","content_type":"comment","title":null,"body_preview":"After installing \"@mui/material\", \"@emotion/styled\", \" @emotion/react\" You simply need to import this way.\nAnd remove the default 'App.css\"\n\nimport Button from '@mui/material/Button';\n\nFor more refer ","author":"Dhruvil Mehta","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76849438"},{"id":"91e8d502-f79c-4ca6-afc0-72c7a8b9165e","source":"stackoverflow","source_id":"so:77267865","content_type":"comment","title":null,"body_preview":"You need to wrap the child component in a forwarRef call as in:\n\nimport { forwardRef } from 'react';\n\nconst MyInput = forwardRef(function MyInput(props, ref) {\n  const { label, ...otherProps } = props","author":"Elvis Adomnica","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","direct_answer_format"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77267865"},{"id":"fb843572-c6cd-435c-be8b-c626e74426c8","source":"stackoverflow","source_id":"so:77267877","content_type":"comment","title":null,"body_preview":"In addition to using forwardRef, it's worth mentioning that the way you are doing it now is perfectly valid.\n\nIf your component has multiple refs, forwardRef can only forward one of them. The rest wil","author":"Slava Knyazev","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77267877"},{"id":"3085bcf1-7c57-48a9-8420-1be6482aaca9","source":"stackoverflow","source_id":"so:78762667","content_type":"comment","title":null,"body_preview":"As a guess, dexie probably closes the database connection at the end of a promise chain. You have nested promises, but you are not chaining them properly, so as a result, your .then(...) call is tryin","author":"Josh","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78762667"},{"id":"d7ab8f05-88b4-4e93-8801-33333439c6fa","source":"stackoverflow","source_id":"so:78889512","content_type":"comment","title":null,"body_preview":"Try binding globalFilter to your url searchParams in table config Object like so:\nstate: { columnFilters, globalFilter: q, },\nThen simply remove the [globalFilter, setGlobalFilter] useState() call and","author":"sds-smith","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78889512"},{"id":"83ee0894-995e-4554-af1b-98fefb1675e6","source":"stackoverflow","source_id":"so:79407003","content_type":"comment","title":null,"body_preview":"Check the Snyk example at https://learn.snyk.io/lesson/dom-based-xss/ where they provide an example in the form of:\n\n\r\n\r\nvar ESAPI = require('node-esapi');\ndocument.body.style.color =\n  'url(<%=ESAPI.","author":"Gad D Lord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79407003"},{"id":"344ed367-b585-4be3-82dd-0a6da0d7f78b","source":"stackoverflow","source_id":"so:79415129","content_type":"comment","title":null,"body_preview":"Disabling Content Security Policy (CSP) via a Chrome Extension\nYou’re correct that Chrome Extensions cannot override the CSP of web pages directly. However, there are a few workarounds to modify scrip","author":"Ahmed Hanye","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79415129"},{"id":"2e31a469-28de-4e81-ac61-4498c6172967","source":"stackoverflow","source_id":"so:79678858","content_type":"comment","title":null,"body_preview":"Check to make sure your property/object/variable is indeed a type of string - which is the only type to have this method extension. You won't necessarily get an interpreter/compiler error in either th","author":"ouflak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79678858"},{"id":"562326dd-ee5d-45e2-8eec-91796a07603e","source":"stackoverflow","source_id":"so:79747469","content_type":"comment","title":null,"body_preview":"search for startsWith on your app\n\nAlways **guard against undefined\n\nexample:\n\n//instead of using it like this\nI18n.locale = Localization.locale.startsWith(\"ar\") ? \"ar\" : \"en\";\n//add this line:\ntypeof","author":"souljes","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","genuine_specificity","terse_style","imperfect_formatting"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79747469"},{"id":"60aafb8d-7c31-4248-b243-f65c3ffd38d2","source":"stackoverflow","source_id":"so:79880393","content_type":"comment","title":null,"body_preview":"Ive tested the following with Angular 17:\n\n1) Add Angular material theme (angular.json)\n\n\"styles\": [\n  \"@angular/material/prebuilt-themes/deeppurple-amber.css\",\n  \"src/styles.scss\"\n]\n\nIf you dont have","author":"pyshadi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_details"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79880393"},{"id":"56e5e457-9bcc-4c7a-a933-6c44132ba194","source":"stackoverflow","source_id":"so:79918969","content_type":"comment","title":null,"body_preview":"I totally understand your confusion. Every frontend beginner feels this at the start, so you’re on the right track already.\n\nFirst, focus on learning JavaScript basics (variables, functions, loops, DO","author":"Harsh Chauhan","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","list_heavy_advice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79918969"},{"id":"68b6b887-e49d-4c03-b398-cac4453d7306","source":"stackoverflow","source_id":"so:79918974","content_type":"comment","title":null,"body_preview":"You can find written material about JavaScript (and also HTML and CSS) here:\n\nhttps://developer.mozilla.org/","author":"Eddi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79918974"},{"id":"c1f66495-235f-4101-8359-fa895bc8fd1f","source":"stackoverflow","source_id":"so:79918988","content_type":"comment","title":null,"body_preview":"I'd recommend starting with JS. When doing so, learn the basics, like variables and functions. Make sure to use resources you have available, for example FreeCodeCamp.\n\nStart with making small yet fun","author":"allexanderxha","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","semantic_blandness","tldr_summary"],"bot_score":0.8636363636363636,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79918988"},{"id":"8e64bf1e-3c44-43f1-9633-388de2f3a0d5","source":"stackoverflow","source_id":"so:79919117","content_type":"comment","title":null,"body_preview":"Do I learn React before JavaScript? I'm confused\n\nReact is a Javascript library, so by definition you must learn/know/understand Javascript in order to use React and create React applications/pages/et","author":"Drew Reese","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.20611646815094595,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79919117"},{"id":"6045c71b-b3f6-4afb-bc5e-ed0e4f4c192d","source":"stackoverflow","source_id":"so:79919127","content_type":"comment","title":null,"body_preview":"You can learn Javascript from mdn docs or w3 school.\n\nMDN https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide\n\nW3 school https://www.w3schools.com/js/\n\nYoutube playlist https://www.youtube.c","author":"Farhan Asghar","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79919127"},{"id":"30f35467-8a1c-4be5-927d-b0e201b17adc","source":"stackoverflow","source_id":"so:79919206","content_type":"comment","title":null,"body_preview":"React uses JavaScript. You can't really grasp React without knowing at least some JavaScript first.","author":"ADyson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79919206"},{"id":"a57b6c39-b960-4b2e-ab7f-78a546884b5d","source":"stackoverflow","source_id":"so:79920130","content_type":"comment","title":null,"body_preview":"You can but it would be painful , and if you want to learn react without learning javascript then you must learnthem both at the same because react is just javascript but just learning hooks,component","author":"Reda ait","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79920130"},{"id":"eb9804c1-24db-47cc-8a47-e75bad8f2e7f","source":"stackoverflow","source_id":"so:79966622","content_type":"comment","title":null,"body_preview":"Step-by-step breakdown of exactly what was changed to make it work, and why those changes were necessary:\n\n1. Added State Management (preventing \"spam-clicks\"):\n\n1 step original problem: If a user rap","author":"InDevX","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79966622"},{"id":"13c0f678-8657-4677-b200-b38791107d36","source":"stackoverflow","source_id":"so:79968258","content_type":"comment","title":null,"body_preview":"Utilize classes and transition events\n\nInstead of using setTimeout to sync your transition, why not use the transitionstart & transitionend events? This has the benefit that everything automatically s","author":"Davi","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79968258"},{"id":"6b4558d5-7dcb-4c7b-81f4-b71164492654","source":"stackoverflow","source_id":"so:79968400","content_type":"comment","title":null,"body_preview":"When the button is clicked you can set the pointer-events to none. And then use the Web Animations API to create the animation. On the finish event you can then change the pointer events again.\n\nconst","author":"chrwahl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79968400"},{"id":"09b9de56-4e38-412a-9e4f-13d87aad6e58","source":"stackoverflow","source_id":"so:79972535","content_type":"comment","title":null,"body_preview":"If you hate HTML then there's certainly not much mileage in being a front-end web developer. But that doesn't rule out other types of client-side coding such as mobile apps, desktop apps, games etc. O","author":"ADyson","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972535"},{"id":"b7445a21-c5cf-4fd3-8e56-acd84b3fda6c","source":"stackoverflow","source_id":"so:79972562","content_type":"comment","title":null,"body_preview":"Please go read https://stackoverflow.com/help/how-to-ask - among other things, it has some hints on how to phrase a proper question title.","author":"C3roe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972562"},{"id":"ed57c8e7-7962-4cb7-bfe1-995005470170","source":"stackoverflow","source_id":"so:79972579","content_type":"comment","title":null,"body_preview":"So you are writing a JavaScript to automate your task on Facebook, right? I would suggest you go the route of using officially supported API from Facebook:\n\nhttps://developers.facebook.com/docs/graph-","author":"Tony Chu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972579"},{"id":"693692a1-5b8e-4299-b4bf-1b6dc661525d","source":"stackoverflow","source_id":"so:79972637","content_type":"comment","title":null,"body_preview":"Please put something more significant on your question title, \"I need help\" is not one.","author":"Mister Jojo","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1356941370388052,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972637"},{"id":"2cebd7c8-c23b-45b0-b737-13d79f0e9eb0","source":"stackoverflow","source_id":"so:79972832","content_type":"comment","title":null,"body_preview":"does prisma.use.findUnique and/or bcrypt.compare return a Promsie? If so, you either use await or .then promise syntax so, technically, await is not necessary","author":"Jaromanda X","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972832"},{"id":"3bf4a7ee-1ade-4fcc-be4d-fbb2ab60edb7","source":"stackoverflow","source_id":"so:79972834","content_type":"comment","title":null,"body_preview":"Then how do you expect anyone else to know? It's your code. Does it work without await ?","author":"Jaromanda X","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972834"},{"id":"8ccbc8b2-3565-4b61-a5cc-5a4f769b3bb0","source":"stackoverflow","source_id":"so:79972836","content_type":"comment","title":null,"body_preview":"there is no error just a cors error who have no relationship witht that but a code can work but not like you want him to work and cause a bug","author":"Reda ait","classification":"ai_generated","confidence":0.6,"indicators":["imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972836"},{"id":"46ed8c7b-2b65-464e-9cf9-67017b6388e5","source":"stackoverflow","source_id":"so:79972835","content_type":"comment","title":null,"body_preview":"bcrypt and prisma are javascript libraries so yea i can know and you can too","author":"Reda ait","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972835"},{"id":"94af234b-8b50-4c72-82be-7052157d7743","source":"stackoverflow","source_id":"so:79972843","content_type":"comment","title":null,"body_preview":"you can do the ui taks with ai and concentrate more on the logic i don't recommend you to do all the ai task with ai just write a minimal ui code and the use ai for the css and to add more html code a","author":"Reda ait","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","template_phrases","semantic_blandness","imperfect_expression"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972843"},{"id":"de3c4a28-8ea8-4ccd-a87f-34d201d5f231","source":"stackoverflow","source_id":"so:79972847","content_type":"comment","title":null,"body_preview":"i searchedd yeah they  return a promise but what is a Promsie?","author":"Reda ait","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972847"},{"id":"d855df46-2bdf-4bc7-88ff-756aba897403","source":"stackoverflow","source_id":"so:79973856","content_type":"comment","title":null,"body_preview":"https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Promise That's what a promise is, at the heart of async/await","author":"Jaromanda X","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973856"},{"id":"7c9699a4-ad0a-475f-8502-909511f61189","source":"stackoverflow","source_id":"so:79973902","content_type":"comment","title":null,"body_preview":"It was my fault for not reading carefully, and I apologize. I will read and comply with the questions in the future.","author":"T&#249;ng Nguyễn","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality"],"bot_score":1,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973902"},{"id":"323bc21a-7ef7-432b-8914-bb76bd819d49","source":"stackoverflow","source_id":"so:79973909","content_type":"comment","title":null,"body_preview":"\"React seems to be so complex\", because it is, and usually that complexity gets you nothing of value.  Start with the basics.  These days, I think you'll find that you don't need React, and that there","author":"Brad","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973909"},{"id":"d708ead7-c614-4c14-b3d6-e58fe8315542","source":"stackoverflow","source_id":"so:79973966","content_type":"comment","title":null,"body_preview":"Once you get JavaScript and know every element of it, React will seem way easier to learn, everything almost stays the same and u add some things into learning but the big important part is learned al","author":"ZAKARIYA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","analogy_as_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973966"},{"id":"a92a3d6f-0ef4-493b-be4b-7847a67beae7","source":"stackoverflow","source_id":"so:63697368","content_type":"comment","title":null,"body_preview":"I'm not sure if I got it, but wouldn't this work?\n\nconst taggedText = str => foo`${str}`;\n\nSo you'd use it like:\n\ntaggedText('my string')\n\n// foo`my string`","author":"Pedro Silveira","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63697368"},{"id":"68f45d03-6425-4a62-b071-cb1af0575952","source":"stackoverflow","source_id":"so:42415260","content_type":"comment","title":null,"body_preview":"Without JS and CSS it is not possible, you have to use any client side script to make your DOM element interactive, I'm adding a sample code here:\n\nYou can further customize it by using some animation","author":"user2809299","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/42415260"},{"id":"b1185f59-9703-4f12-bcfb-040bde83c65d","source":"stackoverflow","source_id":"so:79974124","content_type":"comment","title":null,"body_preview":"Questions about the site itself should be asked on the meta site: https://meta.stackoverflow.com/\n\nBut to give the generic answer to this question: https://stackoverflow.com/help/how-to-ask\n\n(That lin","author":"DBS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974124"},{"id":"0aa0e115-4237-4fb9-a77d-252f769cb99c","source":"stackoverflow","source_id":"so:79974131","content_type":"comment","title":null,"body_preview":"Stack Overflow has historically encouraged questions that contain one specific problem that has a specific answer. Like, \"how do I fix this specific code function (showing code) to remedy this specifi","author":"Bill Karwin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.1488095238095238,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974131"},{"id":"7b850187-6fc9-4888-bffa-d4187f82b70f","source":"stackoverflow","source_id":"so:79974223","content_type":"comment","title":null,"body_preview":"There is no error throwing because React\n\ndoes not validate prop types at runtime\n\ndoes not care if you call a prop todoRef\n\nonly treats ref specially when attached to a JSX element","author":"hansueli05","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6200096833833679,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974223"},{"id":"b3d06fea-a91f-4435-8d41-93de101fd6f0","source":"stackoverflow","source_id":"so:79974285","content_type":"comment","title":null,"body_preview":"Programmatically? If not, what does this have to do with programming? Why javascript and r-markdown? Have you ever seen or received a message such as you’re looking for? What exactly is it you’re look","author":"deceze","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974285"},{"id":"2c5e4c46-ad31-4c6c-b852-51bac1e4441e","source":"stackoverflow","source_id":"so:79974286","content_type":"comment","title":null,"body_preview":"Building on the prior answer: this can be done perhaps more cleanly/better with the new-ish JS resource management features (which are supported by node v24+).\n\nYou can simply add this once near the s","author":"amgg","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974286"},{"id":"73b6ec7a-174e-4bde-86f3-c1504f522f2e","source":"stackoverflow","source_id":"so:79974318","content_type":"comment","title":null,"body_preview":"I've found that the /export URL is no longer used by Google's own GUI Download path, as well as failing with a 500 error on my somewhat complex workbook. I reverse-engineered the new API into this gis","author":"BaseZen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","technical_detail","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974318"},{"id":"d3963821-d723-4dc4-afde-12538379d9dc","source":"stackoverflow","source_id":"so:79974333","content_type":"comment","title":null,"body_preview":"I noticed (with some help from Google's AI) that using Blob works. The new URL looks like blob:https://example.com/8f6f5b99-1dd5-4301-a7ac-523a38b8d6ed. Previously the URL looks like data:text/plain;c","author":"Eric Stdlib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974333"},{"id":"2aaeeebe-ed39-4a12-bd62-e4c5332e758f","source":"stackoverflow","source_id":"so:79974241","content_type":"comment","title":null,"body_preview":"What you’re running into is a browser privacy rule problem, not a Google OAuth bug.\n\nIn your project, pin-vault-frontend.vercel.app and pin-vault-server.vercel.app are cross-site.\n\nIn production your ","author":"hansueli05","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.6200096833833679,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974241"},{"id":"876e712b-9b2d-4f1f-86a4-6d04516fcea9","source":"stackoverflow","source_id":"so:41869921","content_type":"comment","title":null,"body_preview":"try using position fixed on your header div\n\n[css]\n\nhttps://jsfiddle.net/p9gs54cL/4/\n\nbody {\n  height: 1000px;\n  margin: 0;\n  padding: 0\n}\n\n.header {\n  width: 100%;\n  border: solid 1px #fff;\n  positio","author":"ha_ryu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41869921"},{"id":"cd5e34d8-24e5-4a1c-8295-b1be0d00914d","source":"stackoverflow","source_id":"so:79974359","content_type":"comment","title":null,"body_preview":"You can make the URL the only source of truth — derive globalFilter from the search params and write changes back through the table's callback, no useState at all:\n\nconst router = useRouter()\nconst pa","author":"Orwa Mahmoud","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","self_reference","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974359"},{"id":"93a490d1-bb5a-4e7a-8b66-ef701d2ae1dc","source":"stackoverflow","source_id":"so:79974385","content_type":"comment","title":null,"body_preview":"Actually, this can be achieved using only CSS - and a list of proper selectors:\n\n#form-sections {\n\n  .section {\n    display: none; /* Hide all */\n  }\n\n  &:has(.sel option:nth-child(2):checked) :nth-ch","author":"Roko C. Buljan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","polished_first_draft"],"bot_score":0.21951797627815942,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974385"},{"id":"3888efd1-986e-4047-8a47-8df348f60f4d","source":"stackoverflow","source_id":"so:79974399","content_type":"comment","title":null,"body_preview":"You are using await at two place in your code.\n\nawait bcrypt.compare(password,user.password)\n\nThe compare function will execute asynchronously to avoid blocking event loop, and return promise in pendi","author":"Farhan Asghar","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974399"},{"id":"f3483fba-fc30-459c-8f01-50d07ad1b771","source":"stackoverflow","source_id":"so:79974402","content_type":"comment","title":null,"body_preview":"You should learn JavaScript first. React is built on top of JavaScript, so without the basics (variables, functions, arrays, ES6 features) React will feel confusing. Once you’re comfortable with JavaS","author":"The KNVB","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974402"},{"id":"166cdf97-ae89-40b4-ab9f-27524605a751","source":"stackoverflow","source_id":"so:79974484","content_type":"comment","title":null,"body_preview":"let arr = [[1,2,3],[4,5,6]];\n\nfunction traverseDeep(arr, index = []) {\n    for (let n = 0; n < arr.length; n++) {\n        const currentIndex = index.concat(n);\n        if (Array.isArray(arr[n])) {\n   ","author":"Marcy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974484"},{"id":"303e5f2f-c5ba-4def-9871-ec2dc3a424cc","source":"stackoverflow","source_id":"so:79974486","content_type":"comment","title":null,"body_preview":"You missed to remove the array item created in each function call:\n\nWith the array [1,2,3] (n=0), we get the values for index:\n\n[0,0], [0,1], [0,2]\n\nNow, for the second array [4,5,6] (n=1), we start w","author":"Eddi","classification":"ai_generated","confidence":0.92,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974486"},{"id":"d7eed97f-bfdc-43d8-9b39-a3598a0d1a84","source":"stackoverflow","source_id":"so:79974511","content_type":"comment","title":null,"body_preview":"The problem is that next(err) forwards the error to Express's default error handler, which returns a 500. You need to check the error type inside the callback and send a proper response instead of pas","author":"vitalii","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974511"},{"id":"55732263-f19c-43de-bdeb-a133e5a0360d","source":"stackoverflow","source_id":"so:79970496","content_type":"comment","title":null,"body_preview":"I keep thinking about this question and my original answer, as I'm not quite satisfied with the latter in that it is quite complex and yet not all that fast as compared to state-of-the-art algorithms.","author":"GordonBGood","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary","code_inclusion"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79970496"},{"id":"6d60a7f3-c3cf-4e7e-a0c3-63eb864371fe","source":"stackoverflow","source_id":"so:79974552","content_type":"comment","title":null,"body_preview":"I give your an example for your reference:\n\n<div id=\"tablecont\">\n  <div class=\"row\">\n    <div class=\"1\" >3</td>\n  </div>\n  <div class=\"row\">\n    <div class=\"1\">2</td>\n  </div> \n  <div class=\"row\">\n   ","author":"The KNVB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974552"},{"id":"4ad39ec3-6e2f-456a-821f-fe95cf3b0147","source":"stackoverflow","source_id":"so:79974066","content_type":"comment","title":null,"body_preview":"In modern React (version 19), you can seamlessly pass ref as a normal prop to any child component.\n\n<InputField ref={todoRef } onFormSubmit={onFormSubmit} />\n\nAnd in the child component you can receiv","author":"Shiplu","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","genuine_specificity"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974066"},{"id":"45c34955-4fc0-4145-8450-c966569139f2","source":"stackoverflow","source_id":"so:79974608","content_type":"comment","title":null,"body_preview":"This is what you should learn. Focus on backend development and learn languages like Python, PHP, Kotlin, Java, and other backend languages.","author":"Tito Saad","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974608"},{"id":"4fe19d77-d5c9-4b78-8679-c0a8c513296e","source":"stackoverflow","source_id":"so:79974610","content_type":"comment","title":null,"body_preview":"You can also try Android app development and Game development; these are things that focus mostly on logic, and you may like that.","author":"Tito Saad","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974610"},{"id":"ddb4eda0-5574-4094-b595-57b5529bf5bd","source":"stackoverflow","source_id":"so:79974660","content_type":"comment","title":null,"body_preview":"You can enable Turborepo’s interactive terminal UI by running or via turbo.json\n\npnpm turbo run dev --ui=tui\n\nor\n\n{\n\"ui\": \"tui\"\n}\n\nreference: https://turborepo.com/docs/reference/run#--ui","author":"mwg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974660"},{"id":"19e9e6bc-7d5f-48ba-94d8-7dc5e83e4492","source":"stackoverflow","source_id":"so:76583243","content_type":"comment","title":null,"body_preview":"Instead of :hover, you can use :focus\n\nAnd when it loses focus it will switch back to the default background.\n\nlet sec_opt = document.querySelector(\"#sec_opt select\");\n\nsec_opt.addEventListener(\"click","author":"imvain2","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76583243"},{"id":"97e19277-e34c-4ccf-b478-96e2c01952e2","source":"stackoverflow","source_id":"so:79974664","content_type":"comment","title":null,"body_preview":"TL;DR: Use package ctrlc-windows.\n\nOn Linux, sending SIGINT would work, but here the issue is probably that on Windows, Node's SIGINT is not a synthetic Ctrl+C. It is implemented as unconditional proc","author":"CherryDT","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","list_heavy_advice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974664"},{"id":"7d3b7d98-0260-4d7b-be59-718ff8e15092","source":"stackoverflow","source_id":"so:79974666","content_type":"comment","title":null,"body_preview":"You can start working on both and get really good at backend, when I started coding, I used to hate css because it was very hard, now I can work on frontend easily and got used to css with the passage","author":"Farhan Asghar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.4606963914269977,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974666"},{"id":"5754a037-03ff-4530-b580-4065c31fa85e","source":"stackoverflow","source_id":"so:41870074","content_type":"comment","title":null,"body_preview":"Check this example, it starts as a normal element and with the event on scroll, it fixes it if needed:\n\nfunction Menu() {\n  if (document.body.scrollTop > 200) {\n    menu = document.getElementById('men","author":"user7393973","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/41870074"},{"id":"874e6729-7697-486e-8c70-377738143292","source":"stackoverflow","source_id":"so:35272243","content_type":"comment","title":null,"body_preview":"You can't cache POST requests using the Cache API. See https://w3c.github.io/ServiceWorker/#cache-put (point 4).\n\nThere's a related discussion in the spec repository: https://github.com/slightlyoff/Se","author":"Marco Castelluccio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/35272243"},{"id":"f0ea420e-85da-4b3b-beda-0824d8969a7c","source":"stackoverflow","source_id":"so:79974782","content_type":"comment","title":null,"body_preview":"import React from 'react';\n\nimport Button from '@mui/material/Button';\n\nimport Stack from '@mui/material/Stack';\n\nfunction App() {\n\nreturn (\n\n<Stack direction=\"row\" spacing={2} justifyContent=\"center\"","author":"Fajarsoft","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974782"},{"id":"fc2d7d50-9eb3-4ed3-a08b-dc98a1387b8f","source":"stackoverflow","source_id":"so:79974798","content_type":"comment","title":null,"body_preview":"And a minimum amount of research is..? Yesterday I started google-ing at 2:39 and gave up at 4:18 (22 different searches and 40 pages visited according to my Google-history)... And that was perhaps th","author":"SoranDK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974798"},{"id":"ce9f4874-e458-4e65-8f8d-7de4b967dd8f","source":"stackoverflow","source_id":"so:79974654","content_type":"comment","title":null,"body_preview":"You are supposed to have done a minimum amount of research before asking this type of \"question\"...\n\nsee : How to sort an HTML table?\n\nWelcome to SO. You might find reading the site help section usefu","author":"Mister Jojo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1356941370388052,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974654"},{"id":"2fe04ff9-ccec-47df-bfba-ccaa19383eba","source":"stackoverflow","source_id":"so:63788630","content_type":"comment","title":null,"body_preview":"Hyphens can do everything you want https://developer.mozilla.org/en-US/docs/Web/CSS/hyphens","author":"SeeoX","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63788630"},{"id":"662fddd3-548a-4434-8c7a-07dd92e7aea2","source":"stackoverflow","source_id":"so:63788524","content_type":"comment","title":null,"body_preview":"As @Sfili_81 mentionned it\n\nsomething like word-break: break-all;\n\nHere you go\n\nvar txt = document.getElementById(\"demo\").innerHTML;\n\nvar dataArr = txt.split(' ');\n\nvar paragraph = document.getElement","author":"MaxiGui","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63788524"},{"id":"6a3a3833-89af-4776-8777-99f3a9fadf1b","source":"stackoverflow","source_id":"so:49933573","content_type":"comment","title":null,"body_preview":"For the nodejs Selenium library, I used the following snippet. In my case, I was looking for two objects that are added to the window, which in this example are <SOME PROPERTY>, 10000 is the timeout m","author":"Jason Lydon","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/49933573"},{"id":"b5caf243-7cde-4fc6-a300-0d8ee3b325b2","source":"stackoverflow","source_id":"so:50162951","content_type":"comment","title":null,"body_preview":"I asked my developers to create a JavaScript variable \"isProcessing\" that I can access (in the \"ae\" object) that they set when things start running and clear when things are done. I then run it in an ","author":"Roger Cook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50162951"},{"id":"0e8b04ee-db3f-45b7-9328-1cee2aab4273","source":"stackoverflow","source_id":"so:50522926","content_type":"comment","title":null,"body_preview":"Try the JSON by passing in the below format.\n\n{\n  \"data\" : [\n    {\"firstName\":\"riya\",\"lastName\":\"soni\"}, \n    {\"firstName\":\"shreya\",\"lastName\":\"patel\"}\n ]\n}\n\nParse the JSON and get the data variable f","author":"Nithin D J","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50522926"},{"id":"3079a9c5-0317-4a6b-95ad-60dd03c79eb6","source":"stackoverflow","source_id":"so:50523077","content_type":"comment","title":null,"body_preview":"Check this small working example which are looking for..\n\nTrack.java\n\npublic class Track {\n    String title;\n    String singer;\n    //getters and setters\n    @Override\n    public String toString() {\n ","author":"Sree","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/50523077"},{"id":"455268b1-f89a-4f20-aa72-4b4545c29219","source":"stackoverflow","source_id":"so:51201281","content_type":"comment","title":null,"body_preview":"Here's how I do it:\n\nnew WebDriverWait(driver, 20).until(\n       ExpectedConditions.jsReturnsValue(\n                   \"return document.readyState === 'complete' ? true : false\"));","author":"Victor Trofimciuc","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/51201281"},{"id":"83ec68ea-8e35-411f-b5c5-a316fc212c2d","source":"stackoverflow","source_id":"so:54374944","content_type":"comment","title":null,"body_preview":"Gradle doesn't include the dependencies when creating the jar by default.\n\nYou can use shadow to create a jar with all dependencies https://github.com/johnrengelman/shadow\nlike this:\n\nplugins {\n    id","author":"franklinexpress","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","technical_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/54374944"},{"id":"37fe5dbd-2c71-4447-ab02-cbfc727ad693","source":"stackoverflow","source_id":"so:56268488","content_type":"comment","title":null,"body_preview":"I like your idea of polling the HTML until it's stable. I may add that to my own solution. The following approach is in C# and requires jQuery.\n\nI'm the developer for a SuccessFactors (SaaS) test proj","author":"Kim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56268488"},{"id":"336cffd3-c30a-4404-964c-36bdcc93a33a","source":"stackoverflow","source_id":"so:56962229","content_type":"comment","title":null,"body_preview":"You have to download chromeDriver.exe and save the path location,\n\nSystem.setProperty(\"webdriver.chrome.driver\", \"C:\\\\your\\\\path\\\\chromedriver.exe\");\nWebDriver driver = new ChromeDriver();","author":"Camilo Avila","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56962229"},{"id":"9eb354a9-e2de-41c4-8cd5-aeabe20fa28f","source":"stackoverflow","source_id":"so:57785799","content_type":"comment","title":null,"body_preview":"It seems, this issue comes with latest version of JDK only. Xamarin in Visual Studio 2015 is compatible till JDK 8. Try downgrading your JDK. I could fix it this way.\n\nSimilar discussion you can find ","author":"Sisir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57785799"},{"id":"576610a9-88bf-406c-98db-6c5e4e3efe5f","source":"stackoverflow","source_id":"so:58757063","content_type":"comment","title":null,"body_preview":"Don't know how to do that but in my case, end of page load & rendering match with FAVICON displayed in Firefox tab.\n\nSo if we can get the favicon image in the webbrowser, the web page is fully loaded.","author":"Nolm&#235; Informatique","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/58757063"},{"id":"1fb00a5f-272a-4e36-ae75-fac72001a5a0","source":"stackoverflow","source_id":"so:60220465","content_type":"comment","title":null,"body_preview":"you never defined 'BeforeMethod' method in your super class, just a observation.\n\nTestNG - Number 0 has the highest priority(it’ll be executed first) and the priority goes on based on the given number","author":"Mike ASP","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","code_example_and_explanation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60220465"},{"id":"f2dac09b-8494-4ca8-98f4-113c983ad405","source":"stackoverflow","source_id":"so:60481150","content_type":"comment","title":null,"body_preview":"Using implicit wait works for me.\n\ndriver.Manage().Timeouts().ImplicitWait = TimeSpan.FromSeconds(10);\n\nRefer to this answer Selenium c# Webdriver: Wait Until Element is Present","author":"Chen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60481150"},{"id":"c79001b7-9ab9-49e8-bd6b-9acb6611e68b","source":"stackoverflow","source_id":"so:47309917","content_type":"comment","title":null,"body_preview":"Two conditions can be used to check if the page is loaded before finding any element on the page:\n\nWebDriverWait wait = new WebDriverWait(driver, 50);\n\nUsing below readyState will wait till page load\n","author":"Ankit Gupta","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/47309917"},{"id":"236c10c4-8bde-4baa-9ab3-5988652208cd","source":"stackoverflow","source_id":"so:60866178","content_type":"comment","title":null,"body_preview":"I don't know much about csv and room , but i read somewhere the header is also counted as a row \n\nSo \n\ni think when you say line = br.readLine() it read the header  of the csv file for the first itera","author":"Abhinav Chauhan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60866178"},{"id":"0f9ec668-eaf7-4827-a9af-8311371218b1","source":"stackoverflow","source_id":"so:63462988","content_type":"comment","title":null,"body_preview":"It seems you have mixed your spring versions. Like stated here:\norg/springframework/boot/bind/RelaxedPropertyResolver not found.\n\nHave you determined the spring boot starter parent in you POM file. Th","author":"Tom Spencer","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63462988"},{"id":"675f2742-6e1f-4774-ab5d-3ccf0e87c043","source":"stackoverflow","source_id":"so:63966301","content_type":"comment","title":null,"body_preview":"If your goal is to print 'table A B ...' in output, you can do this:\n\npublic class MyClass{\n\n    public static void main(String[] args) {\n\n        char[][] table = {{'A', 'B', 'C', 'D'}, {'E', 'F', 'G","author":"SM. Hosseini","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63966301"},{"id":"645efe8f-cc58-466e-b44f-236743d92485","source":"stackoverflow","source_id":"so:66287091","content_type":"comment","title":null,"body_preview":"You must implement the destroy method yourself. The documentation explains this.\n\nhttps://docs.oracle.com/javase/8/docs/api/javax/crypto/SecretKey.html","author":"axwcode","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66287091"},{"id":"030c7c68-fddd-42cf-abb9-0368ff3eb39a","source":"stackoverflow","source_id":"so:66287637","content_type":"comment","title":null,"body_preview":"I may have found a solution, I tried using this: https://github.com/dbsystel/SecureSecretKeySpec\n\nThe only problem is that the key would have to be a byte array, and doing this:\n\nprotected SecureSecre","author":"Dahlin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66287637"},{"id":"d871d2c3-f06b-44a8-978b-a574c61f79b6","source":"stackoverflow","source_id":"so:66424568","content_type":"comment","title":null,"body_preview":"This works for me well with dynamically rendered websites:\n\nWait for complete page to load\n\n\r\n\r\nWebDriverWait wait = new WebDriverWait(driver, 50); \nwait.until((ExpectedCondition<Boolean>) wd -> ((Jav","author":"Prajwal Shashi Dharan","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66424568"},{"id":"770e90cd-2093-4b21-b288-5c93f6d2d70e","source":"stackoverflow","source_id":"so:68385812","content_type":"comment","title":null,"body_preview":"I had to add the library to class-path. One easy way to fix these type of (class not found) errors in intelliJ is:\n\nStep 1:\n\nwrite a dummy line of code like:\n\nRemoteWebDriver dummy = new  RemoteWebDri","author":"Swas_99","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/68385812"},{"id":"9bb6b2d3-0c50-428a-9a97-e111f860912b","source":"stackoverflow","source_id":"so:69667087","content_type":"comment","title":null,"body_preview":"Use overrideAuthority(String authority) to match what the certificate has in its SAN. Use an OpenSsl command to display what you have in your server cert.","author":"San P","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69667087"},{"id":"2705e1ea-032a-4bd4-89c0-33ed80552409","source":"stackoverflow","source_id":"so:69955967","content_type":"comment","title":null,"body_preview":"Your ServerConnector doesn't do anything with the SSL, at least not directly.\n\nThis line ...\n\nreturn new ServerConnector(server, sslContextFactory, \n    new HttpConnectionFactory(https_config));\n\nIt m","author":"Joakim Erdfelt","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/69955967"},{"id":"a98a1bc6-6603-4c06-b304-83160c6627bd","source":"stackoverflow","source_id":"so:70983904","content_type":"comment","title":null,"body_preview":"Get the cell value by the column name\n\nThere is no any additional attributes in your case to detect that some cell belongs to some column.\n\nI suggest to detect the column number by text using XPATH co","author":"Max Daroshchanka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/70983904"},{"id":"edff01a3-8f83-44f6-9142-2f0c2b16e377","source":"stackoverflow","source_id":"so:74039145","content_type":"comment","title":null,"body_preview":"In case of a complex/heavy webpage, it is always advisable to check for javascript and jQuery completion before performing any selenium test operations.\n\nWhen you test for jQuery completion do not for","author":"Rohit Agrawal","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74039145"},{"id":"c9fadf25-070d-467d-8297-4e0146ccd028","source":"stackoverflow","source_id":"so:75215611","content_type":"comment","title":null,"body_preview":"Here is a python version for those that need it\n\nfrom selenium.webdriver.common.by import By\nfrom selenium.webdriver.support.ui import WebDriverWait\nfrom selenium.webdriver.support import expected_con","author":"QuentinJS","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75215611"},{"id":"3d5210ea-df03-47a6-8c65-f11ea321d3be","source":"stackoverflow","source_id":"so:75550586","content_type":"comment","title":null,"body_preview":"This i think will work for me\n\n\r\n\r\nawait driver.manage().setTimeouts( { implicit: 20000 } );","author":"PomyloneKodowanie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75550586"},{"id":"8f3bbd6b-d45a-4bfb-a0b3-7d45b8d4d76e","source":"stackoverflow","source_id":"so:56960897","content_type":"comment","title":null,"body_preview":"The warnings were a good indication.\n\nYour configuration is incorrect.\n\nIt should be something like:\n\nquarkus.http.cors=true\nquarkus.http.cors.origins=http://localhost:4200,http://localhost:9090\nquark","author":"Guillaume Smet","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/56960897"},{"id":"413d6ddd-a513-4f3e-ab3b-b2e096ac4a8e","source":"stackoverflow","source_id":"so:77414738","content_type":"comment","title":null,"body_preview":"here is what I use along with implicit wait     driver().manage().timeouts().implicitlyWait(Duration.ofSeconds(20));\n\n        JavascriptExecutor js = (JavascriptExecutor) driver();\n        await().atM","author":"Gulzhas Mailybayeva","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77414738"},{"id":"9ecadf2e-1506-42a9-944c-11f13cb1edee","source":"stackoverflow","source_id":"so:78628530","content_type":"comment","title":null,"body_preview":"Please download standalone file from official website and add to your module.\nhttps://github.com/SeleniumHQ/selenium/releases/download/selenium-4.21.0/selenium-server-4.21.0.jar\nThis will help.","author":"Sujit Mundhe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78628530"},{"id":"07b80a7b-d376-4d55-9e2a-c84b37d63da2","source":"stackoverflow","source_id":"so:10726369","content_type":"comment","title":null,"body_preview":"If anyone actually knew a general and always-applicable answer, it would have been implemented everywhere ages ago and would make our lives SO much easier.\n\nThere are many things you can do, but every","author":"Petr Janeček","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","hedge_stacking","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10726369"},{"id":"b08af97a-9200-4701-bfc7-002346f85b08","source":"stackoverflow","source_id":"so:19433318","content_type":"comment","title":null,"body_preview":"Thanks Ashwin!\n\nIn my case I should need wait for a jquery plugin execution in some element.. specifically \"qtip\"\n\nbased in your hint, it worked perfectly for me :\n\nwait.until( new Predicate<WebDriver","author":"Eduardo Fabricio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/19433318"},{"id":"7545046f-95e2-49e6-a890-884ace6c1155","source":"stackoverflow","source_id":"so:78972403","content_type":"comment","title":null,"body_preview":"In Quarkus 3.X the following works for me in application.properties\n\nquarkus.http.cors=true\nquarkus.http.cors.origins=*\nquarkus.http.cors.methods=GET, OPTIONS, HEAD, PUT, POST","author":"Andreas Panagiotidis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78972403"},{"id":"6bc5249a-ca21-45c6-9be5-0af02aaa26df","source":"stackoverflow","source_id":"so:78064650","content_type":"comment","title":null,"body_preview":"Adding origin to the list of headers accepted, fixed my issue.\n\nThese were my config properties (file: application.properties):\n\nquarkus.http.cors=true\nquarkus.http.cors.origins=/.*/\nquarkus.http.cors","author":"dko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78064650"},{"id":"7607e91c-b39f-4e39-a1d4-2292bc360d38","source":"stackoverflow","source_id":"so:79784004","content_type":"comment","title":null,"body_preview":"Poor CSV handling, not a Hibernate problem\n\nYour issue is poor handling of CSV data import. Your input file contains a blank line at the bottom. A terminating blank line is common, and your code shoul","author":"Basil Bourque","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions","template_phrases","missing_platform_voice"],"bot_score":0.3128664141538031,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79784004"},{"id":"652ba0cb-d8dd-4fd9-bd2e-972af93fa123","source":"stackoverflow","source_id":"so:79800201","content_type":"comment","title":null,"body_preview":"Well it's\n\nchar[][] table = {\n    {'A', 'B', 'C', 'D'},\n    {'E', 'F', 'G', 'H'},\n    {'I', 'J', 'K', 'L'},\n    {'M', 'N', 'O', 'P'}\n}\n\nand not\n\nchar table = {\n    {'A', 'B', 'C', 'D'},\n    {'E', 'F',","author":"Reda ait","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.237474602899877,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79800201"},{"id":"f4ff0f11-9125-4939-8979-dc09745f5575","source":"stackoverflow","source_id":"so:79936831","content_type":"comment","title":null,"body_preview":"You could see it in the GridDB docs. Example is:\n\n[EXPLAIN [ANALYZE]] SELECT (select expression) [FROM (Collection or TimeSeries name)]  [WHERE (conditional expression)] ORDER BY (Column name) [ASC|DE","author":"Michał Turczyn","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79936831"},{"id":"d830d90f-b37d-4411-b7d3-1135e13d467f","source":"stackoverflow","source_id":"so:79936832","content_type":"comment","title":null,"body_preview":"According to the TQL reference the LIMIT clause is supported.","author":"user207421","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79936832"},{"id":"793ea8a7-e18c-45c8-8e57-54ef0348133b","source":"stackoverflow","source_id":"so:79937039","content_type":"comment","title":null,"body_preview":"(Besides the LIMIT of course an ORDER BY DESC is expected.)","author":"Joop Eggen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79937039"},{"id":"f82c755b-b47d-4202-8449-8dc67ae60635","source":"stackoverflow","source_id":"so:79938212","content_type":"comment","title":null,"body_preview":"The principle is sound. It's just overengineered in a silly way. Why are 'workers' getting and locking multiple jobs?\n\nEach scheduled action should be:\n\nStart a serializable level DB transaction (very","author":"rzwitserloot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79938212"},{"id":"9c38e69b-7ec6-4cf2-b1e4-7e0401bc4baa","source":"stackoverflow","source_id":"so:79938324","content_type":"comment","title":null,"body_preview":"Database tables and message queues are different things. Why would you assume they might be confused? Is it a feature of the specific database your are using?","author":"aled","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79938324"},{"id":"fdc4b3de-0e47-4533-a887-292d8181b676","source":"stackoverflow","source_id":"so:79939123","content_type":"comment","title":null,"body_preview":"The title and the body of the question seem to be about different topics. Please edit the question to fix this issue.","author":"aled","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939123"},{"id":"add73a96-5129-4575-8d82-a69c98dda8f1","source":"stackoverflow","source_id":"so:79939145","content_type":"comment","title":null,"body_preview":"Cite your reference, either book or URL. What parts of the cited material do you find less than credible, and want us to expand upon? Does that material describe a real world modeling situation that y","author":"J_H","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.12438686761747385,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939145"},{"id":"8b46e9e4-c0b0-4470-a0d5-9aebdd9802a3","source":"stackoverflow","source_id":"so:79939148","content_type":"comment","title":null,"body_preview":"Alright, pull up a chair. Ten years in, here's what nobody tells you on day one.\n\nThat phrase \"machine learning improves over time\"? Marketing copy. Models don't improve sitting in production; they ro","author":"doctor0116","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939148"},{"id":"fe3ae14a-cce0-4c93-98a0-ddc02a6f5c49","source":"stackoverflow","source_id":"so:79939177","content_type":"comment","title":null,"body_preview":"i do know that those are different things, but message queues in DBs are not a wanted thing in the organisations architecture, and the team did want to store some more data with the job. Hence they cr","author":"TraumBaum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939177"},{"id":"9c0accf5-2838-4e20-a70c-9535b1cff5cd","source":"stackoverflow","source_id":"so:79939178","content_type":"comment","title":null,"body_preview":"i am complaining more about the scheduling part, as that is a bottleneck. If i schedule job-execution every 1 seconds i can only process 60 jobs a minute, even tho the machine might be able to process","author":"TraumBaum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939178"},{"id":"68872670-38d2-4247-9051-fee283ace513","source":"stackoverflow","source_id":"so:79939185","content_type":"comment","title":null,"body_preview":"You might almost assume that the post was AI-generated...","author":"ADyson","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.10884353741496597,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79939185"},{"id":"e541d334-93d2-44e4-94c6-370534802c65","source":"stackoverflow","source_id":"so:79971567","content_type":"comment","title":null,"body_preview":"Do you want to do this using Spring framework or pure JDBC or JPA or something else? What database table[s] are involved? What is the structure of those database tables, i.e. column names and data typ","author":"Abra","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","list_heavy_advice","template_phrases","missing_platform_voice"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971567"},{"id":"fb28acc2-02be-430b-b500-6c8de2f09ae0","source":"stackoverflow","source_id":"so:79971727","content_type":"comment","title":null,"body_preview":"Assuming you mean a SQL database, you're going to want to prepare a statement like INSERT INTO employees (empId, name, email, salary) VALUES (?, ?, ?, ?) and execute it for each row given that employe","author":"Xavier Pedraza","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971727"},{"id":"5ad7c95b-5328-46cd-a3ee-43f042bdcfd3","source":"stackoverflow","source_id":"so:79971760","content_type":"comment","title":null,"body_preview":"I would start by opening the file in Excel and exporting it to a CSV and then I would import the CSV. Which, given it contains 1000 records of 4 fields, should take trivial time. Now if it was million","author":"Elliott Frisch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971760"},{"id":"297fc20f-32d1-4353-8756-2b16dae5f9e1","source":"stackoverflow","source_id":"so:79971820","content_type":"comment","title":null,"body_preview":"Almost each database has a driver to use with Java. All you need is just to add this library to your project as a dependency in pom. Then you can use the driver's API to establish a connection and per","author":"Roman","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","uniform_paragraph_rhythm","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971820"},{"id":"8155d530-2870-4aac-8635-8eccf8e854a6","source":"stackoverflow","source_id":"so:79972142","content_type":"comment","title":null,"body_preview":"Everything is ok.\n\nIt's not a problem at all to have plenty of asserts on a single test method, if all are targeting the same goal: ensure what your method name (or comment over the test method) say i","author":"Marc Le Bihan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972142"},{"id":"641189ee-a8d8-49ab-a4c0-e6c91170b47f","source":"stackoverflow","source_id":"so:79972359","content_type":"comment","title":null,"body_preview":"Observer<? super OneInterface> does not mean subclasses can replace it with anything they want.  Subclasses must use Observer<? super OneInterface> as the argument type.  Nothing else.  That type mean","author":"VGR","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice"],"bot_score":0.35982812487122207,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972359"},{"id":"d365ac6d-4ba9-4512-8ac3-be48d606abf0","source":"stackoverflow","source_id":"so:79972386","content_type":"comment","title":null,"body_preview":"In practice, it is generally recommended to split tests into multiple test methods rather than putting many different assertions into a single test.\n\nFailures are easier to identify: When a test conta","author":"Kobe","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","uniform_paragraph_rhythm","synthetic_empathy"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972386"},{"id":"fccf2cba-aa85-40fc-adae-e2dbbeca477a","source":"stackoverflow","source_id":"so:79972541","content_type":"comment","title":null,"body_preview":"Yes it is. You're checking a feature behavior. If it takes ten checks to test it, you have to do them.\n\nYour testing a fact, a relation, a rule, the completion of a use case.\n\nAnd if it's a feature_be","author":"Marc Le Bihan","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","false_specificity","uniform_paragraph_rhythm"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972541"},{"id":"6bc97e54-7b67-46ba-ba93-332308e983b3","source":"stackoverflow","source_id":"so:79972640","content_type":"comment","title":null,"body_preview":"\"All these assert statements\". Those are only a few, I have seen tests with hundreds of assertions. Complex software can be making a lot of changes and still be doing only one thing. Splitting up is c","author":"Gimby","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972640"},{"id":"f4f02067-2087-4314-a441-a09df29f9924","source":"stackoverflow","source_id":"so:79972678","content_type":"comment","title":null,"body_preview":"Choosing between supervised and unsupervised learning isn’t a matter of \"which is better\" in real-world tasks; it all comes down to the specific problem you are trying to solve.\n\n1. Clear and Measurab","author":"Yevhen Ivashchenko","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972678"},{"id":"143f5bb0-7bb7-4eaf-9861-95c152ff1deb","source":"stackoverflow","source_id":"so:79972830","content_type":"comment","title":null,"body_preview":"Supervised algorithms can give you more control over the model's training process. For example, Selecting what database data (with tags) will be sent to the LLM for training.\n\nIn contrast, unsupervise","author":"alexmarpar","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972830"},{"id":"86e6c156-40d0-446f-883e-1bc706398f56","source":"stackoverflow","source_id":"so:79972849","content_type":"comment","title":null,"body_preview":"Each of your asserts is actually testing a different scenario.  It's worthwhile having a separate test method for each scenario.  In this case, that would mean eight methods, with one assert in each.\n","author":"Dawood ibn Kareem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972849"},{"id":"fd0c1cdf-b267-4ce6-a1f9-deeae6106918","source":"stackoverflow","source_id":"so:79973948","content_type":"comment","title":null,"body_preview":"One practical advantage of supervised learning in real-world applications is that its output is usually easier to validate, maintain, and improve over time.\n\nWith supervised learning, you have a known","author":"Daniel","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973948"},{"id":"395d22d9-fdce-45e6-93bc-1e75e4ff4561","source":"stackoverflow","source_id":"so:79972275","content_type":"comment","title":null,"body_preview":"Your intuition is correct - splitting into multiple tests is the better practice.\nIn unit testing, we generally try to follow the One-Test-One-Assertion (OTOA) principle (more here). However, as @Kobe","author":"George Lvov","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79972275"},{"id":"3af9cda2-98c3-4e04-9460-80e680bdd713","source":"stackoverflow","source_id":"so:66287347","content_type":"comment","title":null,"body_preview":"Actually, there is no easy solution to this.  The problem is that the destroy method is an \"optional\" method.   Not all implementations of SecretKey implement it.  If you are using a SecretKey type th","author":"Stephen C","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/66287347"},{"id":"93150cf3-1e46-4b71-8e0b-bd70ca2bc2ef","source":"stackoverflow","source_id":"so:79973989","content_type":"comment","title":null,"body_preview":"Machine learning models, like those built with TensorFlow or Scikit-learn, improve over time through a continuous mathematical loop of predicting, measuring errors, and adjusting. Initially, a model a","author":"Topsy2003Turvey","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973989"},{"id":"1b024aa4-b4d9-4493-8232-85e8d1f36fee","source":"stackoverflow","source_id":"so:16995827","content_type":"comment","title":null,"body_preview":"The exclamation point ! represents negation or compliment.\n\n} while (!\"jack\".equals(name));","author":"Mike Nitchie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/16995827"},{"id":"281c2cc9-ef06-43ef-b023-057fdab5baf0","source":"stackoverflow","source_id":"so:79974152","content_type":"comment","title":null,"body_preview":"The equals method returns a boolean, so you need merely negate the result using the logical complement operator (!) to get the opposite boolean value:\n\n} while (!\"jack\".equals(name));\n\nPer the Java La","author":"M. Justin","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974152"},{"id":"0fbb8176-e3e7-40ce-97ca-81a8e8d86857","source":"stackoverflow","source_id":"so:79974189","content_type":"comment","title":null,"body_preview":"Are you saying that you want to assign different @ErrorCode values to different constraints on the same property?  Like, if @NotNull fails, that failure would produce error code 1, but if @Size fails ","author":"VGR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.35982812487122207,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974189"},{"id":"4dcf088e-5e36-47de-b2ca-f744aa996898","source":"stackoverflow","source_id":"so:79973874","content_type":"comment","title":null,"body_preview":"You do not need to declare equals(Object) and toString() as abstract methods in the parent class, since these methods are already declared and implemented in Object and every class (but Object itself)","author":"user85421","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973874"},{"id":"f1343d59-693c-4b19-ae4b-41074a274bc3","source":"stackoverflow","source_id":"so:79974260","content_type":"comment","title":null,"body_preview":"I went from Selenium 3.141.59 to 4.33.0.  In my case, I had to add these dependencies (4.33.0 as well):\n\nselenium-remote-driver\n\nselenium-chrome-driver (if you're not using Chrome, presumably you woul","author":"x42bn6","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974260"},{"id":"87d0554b-e86b-4601-b4a7-fca5815a6d8b","source":"stackoverflow","source_id":"so:79974261","content_type":"comment","title":null,"body_preview":"My implementation approach would be:\n\nRead the Excel file → Convert each row into a DTO/Entity → Validate the data → Batch insert into the database.\n\nI’ll explain this using Spring Boot and Spring Dat","author":"Kobe","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974261"},{"id":"9225e5d3-3a23-47d2-a509-66bbb0017d86","source":"stackoverflow","source_id":"so:79951101","content_type":"comment","title":null,"body_preview":"While your proposed solution of polling document.body.innerHTML might work as a last resort, it is highly resource-intensive and prone to infinite loops if the page has animations, blinking cursors, o","author":"SeleniumVBA_user","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79951101"},{"id":"5e5d90ed-9202-4275-a4b7-a815412f653c","source":"stackoverflow","source_id":"so:71096269","content_type":"comment","title":null,"body_preview":"Try the following code, this worked for me.\n\n@Provider   \npublic class CorsFilter implements ContainerResponseFilter {\n  @Override\n  public void filter(ContainerRequestContext requestContext, Containe","author":"Jos&#233; Junior","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71096269"},{"id":"9c9dbff1-63be-41de-beb6-2ce2e13548df","source":"stackoverflow","source_id":"so:79974407","content_type":"comment","title":null,"body_preview":"You can use IDEA's Bookmarks feature for this. Bookmark the code you want to temporarily annotate locally only, and type your note as the Bookmark's description.","author":"Simon Towler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974407"},{"id":"b16157c8-ffbe-4e40-8ed3-905cd201db8d","source":"stackoverflow","source_id":"so:5234227","content_type":"comment","title":null,"body_preview":"Here is the answer in case someone needs it:\n\nThere is no API which allows you to create/configure VPN profile. AFAIK if you are in the BES infrastructure it is possible profiles to be created on the ","author":"gop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/5234227"},{"id":"63663e1a-c6fb-4c36-8d47-2c5a893d08e1","source":"stackoverflow","source_id":"so:79974499","content_type":"comment","title":null,"body_preview":"Yeah pretty much. I suppose I can do the remapping at the site where I get the batch of violations. I already get annotation class which failed.","author":"Dragas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974499"},{"id":"5b483223-a97c-4471-8db3-f0b298720160","source":"stackoverflow","source_id":"so:79974520","content_type":"comment","title":null,"body_preview":"Possible options for the implementer to override methods to prevent recursive calls and stack overflows:\n\nDefine seperate Interfaces for Kotlin or Java so implementers choose the appropriate API.\n\nThr","author":"Prashant A","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974520"},{"id":"69d08f64-5903-4418-8243-b37215713c57","source":"stackoverflow","source_id":"so:79974532","content_type":"comment","title":null,"body_preview":"I think the only reasonable way to do what you want is to have a Java-specific interface that extends the \"real\" interface. This approach is mentioned in a comment by gidds.\n\nFor example:\n\nimport java","author":"Slaw","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974532"},{"id":"09695b8b-1fa3-476a-a6f7-942a8e3a0dde","source":"stackoverflow","source_id":"so:79974574","content_type":"comment","title":null,"body_preview":"I have a question. How did you determine these column names?\n\nprivate Long empId;\nprivate String name;\nprivate String email;\nprivate Double salary;\n\nI want to understand how to read the column names f","author":"Mahadev Jangam","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974574"},{"id":"afd9d68d-4c1a-4d60-862b-5c896151e662","source":"stackoverflow","source_id":"so:28858530","content_type":"comment","title":null,"body_preview":"To include local JARs, I place them in a app/libs folder. Then in the build.gradle (Module: app), is use:\n\ndependencies {\n    compile project(':protobuf')\n    compile files('libs/android-support-v13.j","author":"Gerardo Guijarro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/28858530"},{"id":"790ff8eb-8906-4b21-86e0-a61dded71e79","source":"stackoverflow","source_id":"so:79974636","content_type":"comment","title":null,"body_preview":"Please read: How do I format my posts using Markdown, and apply that to your advice request..\n\nAnd, please, share all details about the compile time error.  Just copy the lines containing the error me","author":"Luuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974636"},{"id":"85a7fe6a-9f36-4591-bfca-55ce3ea9b7d6","source":"stackoverflow","source_id":"so:79974638","content_type":"comment","title":null,"body_preview":"Yes, classes can be static. No, not like that.\n\nI just checked the eleventh edition and couldn't find that claim in there. If you could share the exact edition and page number, maybe someone can point","author":"S&#246;ren","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974638"},{"id":"3ed90e91-4194-4250-8ec1-bedc274f9721","source":"stackoverflow","source_id":"so:79974639","content_type":"comment","title":null,"body_preview":"Does What is a \"static class\" in Java? answer your question?  static class ... only makes sense for inner classes and not top-level classes.  You haven't included the actual error message in your ques","author":"David Maze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1623751191353023,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974639"},{"id":"45564206-74b6-466d-9d4d-d34ea0beaef6","source":"stackoverflow","source_id":"so:79974645","content_type":"comment","title":null,"body_preview":"In Java you can nest classes, that is, to define an inner class inside the outer class. The benefit of this is that it allows concise coding when such a feature is warranted and, from the inner class ","author":"Lajos Arpad","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","uniform_paragraph_rhythm"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974645"},{"id":"5279a8c2-83fb-4063-a0bb-b5c3e72b721b","source":"stackoverflow","source_id":"so:79974648","content_type":"comment","title":null,"body_preview":"A static class is only legal for a nested class, not a top-level class.\n\nIf your mentioned Schildt's example appears inside another class, then this for example is valid:\n\nclass Company {\n    static c","author":"ntb314","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","direct_address_to_user_problem","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974648"},{"id":"94421293-31db-4d92-8dde-1aa400ed81e4","source":"stackoverflow","source_id":"so:30953899","content_type":"comment","title":null,"body_preview":"You need to use WMI in order to retrieve these events. In WMI you have to create a COM server that connects to the root\\cimv2 namespace (which is basically the default OS namespace). Within that names","author":"fishi0x01","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30953899"},{"id":"52e7252f-5d72-4f46-8b59-510748acdc2b","source":"stackoverflow","source_id":"so:29435346","content_type":"comment","title":null,"body_preview":"Are you obliged to use linear regression or could it be a different estimator? I am actually not sure if linear regression is the best approach here. I am curious, do you happen to know any sources th","author":"fishi0x01","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29435346"},{"id":"7411a67b-24d5-47a4-bbaf-fc7b4ff45e84","source":"stackoverflow","source_id":"so:79974680","content_type":"comment","title":null,"body_preview":"The static class must be inside another class to work, and that's because the static keyword tells the variable, function, or class to be accessed without needing to create an outer class, Meaning tha","author":"Tito Saad","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.4219605679881011,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974680"},{"id":"a96bca36-0a6e-425e-9090-9f5c43fd7d71","source":"stackoverflow","source_id":"so:79974682","content_type":"comment","title":null,"body_preview":"According to https://www.baeldung.com/java-flight-recorder-view there is a command-line tool named jfr which can output data of a jfr file in json or xml format. Not checked if it also supports export","author":"Robert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08860924746412642,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974682"},{"id":"0d6b592c-79ca-456f-b575-3ecff6fdc382","source":"stackoverflow","source_id":"so:79974686","content_type":"comment","title":null,"body_preview":"there's no one-click \"Export to CSV\" button for most of the JMC analysis tables (Method Profiling, Threads, etc.), but there are a few solid ways to get the data out.\n\n1. Table copy (works today, no s","author":"Rabia Ahmed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974686"},{"id":"7d869228-ace7-4d2d-819d-8ab7679555df","source":"stackoverflow","source_id":"so:79974709","content_type":"comment","title":null,"body_preview":"I initially tried using the JMC UI, but the actual solution was in the jfr CLI.","author":"Vinay Singh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974709"},{"id":"4e1fd2ad-5d7e-4920-84b0-6211a27df2ee","source":"stackoverflow","source_id":"so:79974757","content_type":"comment","title":null,"body_preview":"Classes can be static as well, as variables, methods, blocks, but all these things belong to the class, so called an outer class, which can hold these stuff. The class can be static if it's an inner c","author":"Roman","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974757"},{"id":"66433de7-13c2-4bb8-9507-94adf84423bd","source":"stackoverflow","source_id":"so:79974708","content_type":"comment","title":null,"body_preview":"Thanks! I tried the jfr CLI and found that it already provides many of the analyses available in JMC.\n\nIn particular, jfr view hot-methods profile.jfr gives a method profile very similar to JMC's Meth","author":"Vinay Singh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_technical_details","natural_digressions"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974708"},{"id":"c1a4349f-a728-43c6-a936-4c0637a0cbec","source":"stackoverflow","source_id":"so:79974777","content_type":"comment","title":null,"body_preview":"Please questions posted here have to include all the relevant information. Links to external projects should be optional, so not necessary to answer a question. So please include the relevant informat","author":"Robert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.08860924746412642,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974777"},{"id":"12c1e12e-b279-4a97-848d-97fa92201d26","source":"stackoverflow","source_id":"so:79974778","content_type":"comment","title":null,"body_preview":"Thanks for pointing that out.\n\nMy main questions are whether implementing NavigableSet is the right design choice for compatibility with the Java Collections Framework, and whether my JMH benchmark me","author":"Vinay Singh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974778"},{"id":"d94a9cf8-f4f0-4ea7-8e66-46730e3f7cf9","source":"stackoverflow","source_id":"so:79974780","content_type":"comment","title":null,"body_preview":"I would recommend making pull requests so someone can do a PR code review in them. However, I will take a look at your code structure.\n\nFirst thing I noticed is you heavily used an LLM. Not necessaril","author":"Bjguru24","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","synthetic_empathy","absence_of_personality"],"bot_score":0.39741016847050464,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974780"},{"id":"6d35c673-ba0a-47d0-a81a-1cafcc9e98fa","source":"stackoverflow","source_id":"so:79974785","content_type":"comment","title":null,"body_preview":"Yeah, Writing those docs were really time consuming so I used LLM on those documents. But it also 50-50 chance I got the structure Idea. The design decisions and technical analysis are based on my own","author":"Vinay Singh","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","suspiciously_balanced","human_indicators_present"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974785"},{"id":"68be2c3c-80b8-4485-a990-5f823aae6f88","source":"stackoverflow","source_id":"so:79974850","content_type":"comment","title":null,"body_preview":"An inner class is defined as a nested class that isn't declared static. A static class therefore cannot be an inner class. Your statement is self-contradictory.","author":"user207421","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974850"},{"id":"8933be28-f187-42e9-802d-def6d391c7c4","source":"stackoverflow","source_id":"so:79974853","content_type":"comment","title":null,"body_preview":"An inner class is defined as a nested class that isn't declared static. A static class therefore cannot be an inner class. Your statement is self-contradictory.","author":"user207421","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974853"},{"id":"5ff1985e-9bfe-4699-8111-afac34c85708","source":"stackoverflow","source_id":"so:79974854","content_type":"comment","title":null,"body_preview":"An inner class is defined as a nested class that isn't declared static. A static class therefore cannot be an inner class. Your statement is self-contradictory.","author":"user207421","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974854"},{"id":"79af848a-999e-4069-b602-01db19cb2fb5","source":"stackoverflow","source_id":"so:79974849","content_type":"comment","title":null,"body_preview":"It tells you what compile-time error? You are required to provide this information. Your question isn't complete without it.","author":"user207421","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.3482356313304453,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974849"},{"id":"7469983d-ca5e-41ce-9d79-1ed4a27ca69f","source":"stackoverflow","source_id":"so:71981099","content_type":"comment","title":null,"body_preview":"go to Extensions (Ctrl+Shift+X).\nyou should have installed following extensions:\n\n*:Note: some of them may needs to be restarted, in this way it is shown in the right side of extension.","author":"Ali Akbar Kiaei","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71981099"},{"id":"72d5e785-61e2-4ec9-9ae0-651c2dc54ec0","source":"stackoverflow","source_id":"so:72826345","content_type":"comment","title":null,"body_preview":"Like 'Ray Mo', upgrading pip2 was the solution for me. It seems that pexpect now has a version dependency on pip.\n\nHowever, pip dropped support for python2 from version 21 onwards, so you need to inst","author":"awltux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/72826345"},{"id":"4f4bd2ff-829b-4a67-90e1-df1e536bcdc0","source":"stackoverflow","source_id":"so:73479941","content_type":"comment","title":null,"body_preview":"Something slightly different has worked for me.\n\nDisabled the Pylance extension\n\nInstalled the Pyright extension\n\nRestarted VS Code\n\nVoila! All of the suggestions I could ever want.","author":"Chris A","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73479941"},{"id":"b1ca50f3-0e6c-4d0b-ad73-174b4c50e7ea","source":"stackoverflow","source_id":"so:73857816","content_type":"comment","title":null,"body_preview":"This worked for me:\n\nIn my case, I was working with a conda virtual environment.\n\nI closed up the vs code editor\nThen, navigated to the root of my virtual environment and relaunched vs code from there","author":"Kenneth Odoh ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/73857816"},{"id":"230a9c89-131e-4359-9f49-2010b746c640","source":"stackoverflow","source_id":"so:74396188","content_type":"comment","title":null,"body_preview":"I use this settings to have full auto-completion support. It isn't obligatory to set \"python.defaultInterpreterPath\" because you can set it from the status bar. Although if the venv is located in the ","author":"Rodrigo Carranza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/74396188"},{"id":"8de9a94a-c1be-4e1b-beb7-fb84bf18d948","source":"stackoverflow","source_id":"so:75103263","content_type":"comment","title":null,"body_preview":"I encountered this error in a poetry environment.\n\nSteps I took to resolve it:\n\nAdd setuptools as a dev dependency with\n\npoetry add --dev setuptools\n\nInstall setuptools in the poetry env using\n\npoetry","author":"Eugene Brown","classification":"ai_generated","confidence":0.75,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75103263"},{"id":"9ea8b787-21b2-49ff-bdb0-d94527c9a2ba","source":"stackoverflow","source_id":"so:75512262","content_type":"comment","title":null,"body_preview":"I caused this error (or very similar) by removing the \"/Library/Python/2.7/site-packages/\" directory from my machine thinking it was a local cache.  Only easy_install stopped working (pip was fine).\n\n","author":"joedragons","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75512262"},{"id":"9102985a-4263-4f15-a1c8-f73f8dfb1ccd","source":"stackoverflow","source_id":"so:75517300","content_type":"comment","title":null,"body_preview":"if you use conda, let remove current pywin32 and reinstall with conda command\n\nuninstall:pip uninstall pywin32\n\ninstall with conda: conda install pywin32\n\nmaybe you will get error when import win32api","author":"Khang Pham","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75517300"},{"id":"6205b2e6-2b88-4986-a645-4dd98fbb5f6b","source":"stackoverflow","source_id":"so:75606507","content_type":"comment","title":null,"body_preview":"For me the solution was to add the correct separator ; as follows:\n\npandas.read_csv(path, sep=';')","author":"smoquet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75606507"},{"id":"79152bae-535c-453a-9862-b615671d43ec","source":"stackoverflow","source_id":"so:76362890","content_type":"comment","title":null,"body_preview":"Try the action \"Run DOS Command\" in Power Automate.\n\nMake sure your Python path is valid in Windows environments.","author":"shan 369","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76362890"},{"id":"94c3d3be-40e5-42f1-ab29-891d2f834a46","source":"stackoverflow","source_id":"so:76441754","content_type":"comment","title":null,"body_preview":"step 1: go to your environment directory of your anaconda or any python virtual env folder that you are using and navigate to :\n\n/lib/python*.*/site-packages : this is where all your enviornment\npacka","author":"Prason Ghimire","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76441754"},{"id":"61cc47e7-f3c6-4349-89c8-ea05c4e189fe","source":"stackoverflow","source_id":"so:76481356","content_type":"comment","title":null,"body_preview":"Go to Vs code Settings > serach for \"languageserver\" don't put space!\n\npython LanguageServer > change it to > Pylance\n\nfinished now it works wee\npylance is i think the default server from python exten","author":"kirubel Tamene","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76481356"},{"id":"f1a8c5a2-2b81-4258-a03b-00e4fea4333d","source":"stackoverflow","source_id":"so:76520722","content_type":"comment","title":null,"body_preview":"I only disabled the AI extention (tabnine in my case)\n\nsince the AI extension didn't work, I got neither AI nor\npylance (intellisence) autocomplete.","author":"Seyed Mostafa SeyedAshoor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76520722"},{"id":"18c3e0aa-b2e7-4513-afca-63bd5c38bc84","source":"stackoverflow","source_id":"so:76536377","content_type":"comment","title":null,"body_preview":"Expand the radious of all addresses to at least 15mi.","author":"Attila Szab&#243;","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76536377"},{"id":"5fb14de8-ea2f-4117-b219-86c4b3d50434","source":"stackoverflow","source_id":"so:76693760","content_type":"comment","title":null,"body_preview":"I fixed issue by updating VS code the latest version.","author":"Shirantha Madusanka","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76693760"},{"id":"93de6040-79ce-49d6-ad33-7833fbe1a3b3","source":"stackoverflow","source_id":"so:76863615","content_type":"comment","title":null,"body_preview":"You do not process the 17 bits of zeros where the CRC goes. (Just delete or comment out that line in your input.) Then your python code outputs [0 0 0 0 0 0 1 1 0 1 0 1 1 1 1 0 1].","author":"Mark Adler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76863615"},{"id":"0de5c9bd-c59c-479b-8f5d-a0a4813e76df","source":"stackoverflow","source_id":"so:76890942","content_type":"comment","title":null,"body_preview":"In order to access an element of a nested dict, like the one in place of 'American' in your example dict, you may turn the dict and then the nested dicts into the lists of tuples:\n\nmydict_list = list(","author":"vlamet","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76890942"},{"id":"fd801a45-3ea1-4bb4-8cae-43bf3c220251","source":"stackoverflow","source_id":"so:77053681","content_type":"comment","title":null,"body_preview":"I had a similar issue when there are cyclic nested models. If that is your problem, you need to call:\n\nYourSchemaContainingNestedModel.model_rebuild()\n\nafter declaring the model.\n\nNot sure if this is ","author":"Oriol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77053681"},{"id":"9ad9b3e7-5e91-4cf6-8b10-5b9768cf259e","source":"stackoverflow","source_id":"so:77238499","content_type":"comment","title":null,"body_preview":"To anyone with a missing imports issue. If you have installed Pylance and Python extensions from VS Code, you should hover your mouse over the missing imports. Then, Pylance will show you an option sa","author":"Muhammad Bilal Shahid","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77238499"},{"id":"82f82476-dcc7-46be-ba7f-0528b0a9850e","source":"stackoverflow","source_id":"so:77379335","content_type":"comment","title":null,"body_preview":"I was also facing the same issue...try uninstalling the Pylance extension and refreshing or re-opening your workspace folder.\nThat worked for me. Hope that helps !!","author":"Amandeep Singh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77379335"},{"id":"95c98fb4-fbaf-4572-92ef-6140ef69bfd0","source":"stackoverflow","source_id":"so:77387024","content_type":"comment","title":null,"body_preview":"Configure the type checking mode:\n\nIn your settings.json file, add a new line with the following setting:\n\n\"python.analysis.typeCheckingMode\": \"basic\".\n\nThe default value for this line is off, meaning","author":"amirhossein","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","direct_instruction","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77387024"},{"id":"df5497df-0eb9-459f-8cfa-7d3a623a1b5d","source":"stackoverflow","source_id":"so:77407954","content_type":"comment","title":null,"body_preview":"In my case updating pydantic and datamodel-code-generator helped\n\npip install -U pydantic datamodel-code-generator\n\nFor python 3.10","author":"bemaxradio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77407954"},{"id":"e9de4be5-eeaf-4d93-9297-e2caf640e81b","source":"stackoverflow","source_id":"so:77539943","content_type":"comment","title":null,"body_preview":"in my case I was running the code in an outdated version of Jupyter, running the following commands fix it for me:\n\npip3 install --upgrade jupyter-console\npip3 install --upgrade jupyter","author":"colmo007","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77539943"},{"id":"5bfcabec-77bd-49e4-9abe-af8e7d90bbf4","source":"stackoverflow","source_id":"so:78571042","content_type":"comment","title":null,"body_preview":"You can use built-in FirstPersonController and then modify jump_height property:\n\nimport ursina\nfrom ursina.prefabs.first_person_controller import FirstPersonController\n\napp = ursina.Ursina(fullscreen","author":"Alderven","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78571042"},{"id":"1f94cf73-93dc-46bf-bfb3-58a2667a7c2c","source":"stackoverflow","source_id":"so:79080662","content_type":"comment","title":null,"body_preview":"I had the same issue with my dataset got it from news, i set the delimiter while reading the csv file to delimiter='\\t'  and it worked for me.\n\nimport pandas as pd\ndata_df = pd.read_csv(\"file_path\", h","author":"alson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79080662"},{"id":"d9aa0655-e6a7-4bbd-a885-2380413b02c1","source":"stackoverflow","source_id":"so:79361906","content_type":"comment","title":null,"body_preview":"For people finding this question in 2025 or after:\n\nInstalling setuptools as proposed by most answers does work, but you should really replace pkg_resources with importlib.\n\nFor example, use\n\nfrom imp","author":"Julio Batista Silva","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79361906"},{"id":"acbf8932-5f35-46b6-a56c-a02c6c133dd6","source":"stackoverflow","source_id":"so:45734488","content_type":"comment","title":null,"body_preview":"One of the ways to do this is...\n\ntry:\n   You do your operations here;\n   ......................\nexcept(Exception1[, Exception2[,...ExceptionN]]]):\n   If there is any exception from the given exceptio","author":"M.Usman","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/45734488"},{"id":"f8052a6b-5e2a-48fc-8527-608d11f59cac","source":"stackoverflow","source_id":"so:46270444","content_type":"comment","title":null,"body_preview":"If you frequently use a large number of exceptions, you can predefine a tuple, so you don't have to retype them many times.\n\n# This example code is a technique I use in a library\n# that connects with ","author":"whitebeard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/46270444"},{"id":"368c5e18-1e34-47b4-a533-590d4c660217","source":"stackoverflow","source_id":"so:79782432","content_type":"comment","title":null,"body_preview":"datamodel-codegen v0.21.4 isn't fully compatible with Pydantic V2's type handling. The tool expects Pydantic V1-style schema objects, but V2 uses stricter type validation, causing serialization mismat","author":"machinecrz","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79782432"},{"id":"9c48fb4b-d077-4301-85d8-33bf8088b088","source":"stackoverflow","source_id":"so:79859699","content_type":"comment","title":null,"body_preview":"Click first paperclip first\n\nclip = wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, \"span[data-icon='clip']\")))\nclip.click()","author":"Burak Demircan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79859699"},{"id":"943a34e3-c75e-401d-862f-b3670a8ed448","source":"stackoverflow","source_id":"so:79862325","content_type":"comment","title":null,"body_preview":"Once you open WhatsApp Web and enter the chat and try to locate the element with CSS_SELECTOR:\n\ninput[type='file']\n\nThe default <input> element is identified which is:\n\n<input accept=\"image/*\" type=\"f","author":"undetected Selenium","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79862325"},{"id":"20882512-1ab8-42b9-a591-25fa1a6330d1","source":"stackoverflow","source_id":"so:79876566","content_type":"comment","title":null,"body_preview":"I apologize if there are any errors in the English; I'm using Google Translate. For some reason, Chrome only loads the input now when the attach button is clicked. I tried every way to make it attach ","author":"Pedro henrique","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","technical_detail_with_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79876566"},{"id":"1558d151-e045-4c31-8cb6-afb032d5be13","source":"stackoverflow","source_id":"so:79881857","content_type":"comment","title":null,"body_preview":"If you are receiving a \"503 Service Unavailable\" error and suspect HttpFastCgiModule.dll is missing, it might be listed in your IIS configuration file, causing conflicts.\n\nOpen C:\\Windows\\System32\\ine","author":"Usama Qureshi","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79881857"},{"id":"7c75aa3e-1025-46a5-9699-ac83f5852fee","source":"stackoverflow","source_id":"so:79888812","content_type":"comment","title":null,"body_preview":"Beginning Feb 8th, 2026 with setuptools>=82, pkg_resources has been removed.\n\nThe quick fix is you should pin your setuptools to an older version - consider pip install setuptools==81.0.0. Longer term","author":"HeroCC","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79888812"},{"id":"a32114ca-2f33-4530-baa5-b97cfc4f00a5","source":"stackoverflow","source_id":"so:37805688","content_type":"comment","title":null,"body_preview":"For me, it turned out to be a permissions problem on site-packages. Since it's only my dev environment, I raised the permissions and everything is working again:\n\nsudo chmod -R a+rwx /path/to/my/venv/","author":"kat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/37805688"},{"id":"6d8b5b2c-fc56-40a0-a581-e73e5f677bbb","source":"stackoverflow","source_id":"so:20648233","content_type":"comment","title":null,"body_preview":"For me, this error was being caused because I had a subdirectory called site.  I don't know if this is a pip bug or not, but I started with:\n\n/some/dir/requirements.txt\n/some/dir/site/\n\npip install -r","author":"jdg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/20648233"},{"id":"9061f92c-8f4d-4fb8-bff1-7b51e222d46c","source":"stackoverflow","source_id":"so:10904899","content_type":"comment","title":null,"body_preview":"I had this problem when I had activated my virtualenv as a different user than the one who created it. It seems to be a permission problem. I discovered this when I tried the answer by @cwc and saw th","author":"Martijn de Milliano","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/10904899"},{"id":"b637a0e5-2be8-43da-9ceb-d3bb281fc54a","source":"stackoverflow","source_id":"so:36171518","content_type":"comment","title":null,"body_preview":"just reinstall your setuptools by:\n\n$ sudo wget https://pypi.python.org/packages/source/s/setuptools/setuptools-0.6c11.tar.gz#md5=7df2a529a074f613b509fb44feefefe74e\n$ tar -zxvf setuptools-0.6c11.tar.g","author":"Scott Yang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/36171518"},{"id":"108dccf5-8f4d-4ca8-a8f3-a9de2c00653b","source":"stackoverflow","source_id":"so:39375746","content_type":"comment","title":null,"body_preview":"On Opensuse 42.1 the following fixed this issue:\n\nzypper in python-Pygments","author":"David Hamner","classification":"human_created","confidence":0.8,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/39375746"},{"id":"bf49fa5a-484a-4d3a-80b1-e5f3c1434f29","source":"stackoverflow","source_id":"so:78626199","content_type":"comment","title":null,"body_preview":"I use conda virtual environment as well. And I use ROS to run the code.\nI've tried different versions setuptools (reinstall and install many times), but it did not work for me.\n\nImportError: cannot im","author":"Zihao Zheng","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","problem_solving_narrative"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78626199"},{"id":"f7a868a2-e386-4a17-a6fe-72e5b219093d","source":"stackoverflow","source_id":"so:79886564","content_type":"comment","title":null,"body_preview":"For those stumbling on this issue lately (since February of 2026), setuptools recently had an update (version 82) which removed pkg_resources from its dependencies. It relies on importlib.resources an","author":"Er...","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79886564"},{"id":"03825c3a-f2e6-4e96-be90-2873ea49182c","source":"stackoverflow","source_id":"so:79945823","content_type":"comment","title":null,"body_preview":"Yes WhatsApp has limitations, for example you can only send files smaller then 16mb, but thats not a limitation due to selenium. Hower it's the only one I encounterd so far.\n\nThe selector seems to be ","author":"LaggyLogic","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79945823"},{"id":"29699ae5-e85e-4ad5-835d-6621ac7a8da1","source":"stackoverflow","source_id":"so:79947899","content_type":"comment","title":null,"body_preview":"try w3schools.com 's tutorials on python its what i learned from","author":"Sanidhya Nandan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947899"},{"id":"ad90ae3d-9281-4de6-8d04-422a1149dade","source":"stackoverflow","source_id":"so:79947918","content_type":"comment","title":null,"body_preview":"You should not only input, but also output the knowledge you have learned. Many learning methods work this way, such as the Feynman Learning Technique.","author":"Jin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947918"},{"id":"af852b7e-7a19-4ddb-8b95-2efb7537351b","source":"stackoverflow","source_id":"so:79947931","content_type":"comment","title":null,"body_preview":"The use of w3schools is generally discouraged on SO, as a great many of their pages are full of errors and misconceptions. See a curated list of good tutorials at https://sopython.com/wiki/What_tutori","author":"Thierry Lathuille","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947931"},{"id":"604d86be-6f42-4e41-8de6-f96cbcbf6d61","source":"stackoverflow","source_id":"so:79947977","content_type":"comment","title":null,"body_preview":"I really think it's not about the information you get, but how and when do you apply it. If you just have vague information without any purpose, you are going to forget. Try to apply what you learn in","author":"Cris Cruz","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_template_phrases","natural_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947977"},{"id":"74cd65b4-7e74-46b6-92d9-4d3883276d54","source":"stackoverflow","source_id":"so:79947991","content_type":"comment","title":null,"body_preview":"Building a real application and optimizing it overtime might be one of the best way to get good at Python.\n\nThis will help one to learn:\n\ncore Python\n\nexternal libraries (web frameworks/visualization ","author":"arshovon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79947991"},{"id":"684869ff-6e73-438b-b118-08580dd2a56b","source":"stackoverflow","source_id":"so:71713881","content_type":"comment","title":null,"body_preview":"As of Python 3.11, you can take advantage of the except* clause that is used to handle multiple exceptions.\n\nPEP-654 introduced a new standard exception type called ExceptionGroup that corresponds to ","author":"Giorgos Myrianthous","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","polished_first_draft","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/71713881"},{"id":"f90da568-71cd-4332-824d-761167c4981c","source":"stackoverflow","source_id":"so:79971900","content_type":"comment","title":null,"body_preview":"Why would you assume that missing data was not relevant to prediction? As a real world example, the team that won the Netflix Prize made huge progress after assigning meaning to missing data. In the c","author":"JonSG","classification":"human_created","confidence":0.78,"indicators":["real_world_example","niche_expertise","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.17938893841479675,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971900"},{"id":"9b4967f7-e031-4eaf-af04-c31f5546c486","source":"stackoverflow","source_id":"so:79971926","content_type":"comment","title":null,"body_preview":"I am learning imputation from kaggle, what are you describing I think it matches \"An Extension to Imputation\". In its example, it shows that in that specific data, the extension perform slightly worse","author":"Minh Truong Quang","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79971926"},{"id":"ce5ac0b7-301d-4fcf-ac1d-cb1e5f608cc9","source":"stackoverflow","source_id":"so:79973972","content_type":"comment","title":null,"body_preview":"what framework do you use: tkinter, PyQt 5/6, wxPython, kivy, other?","author":"furas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12503527649445373,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973972"},{"id":"664508d8-0e5c-44ef-a231-f85ad8ee64b4","source":"stackoverflow","source_id":"so:79974030","content_type":"comment","title":null,"body_preview":"I have also tested another code snippet to exact match the CRC17 result in PICO analyzer.\n\nYou can use the python script to generate the correct CRC17 result, but please notice the stuff bit at the en","author":"dw_infineon","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974030"},{"id":"5b9ad1b9-be58-4e62-b96b-9d1f4128f982","source":"stackoverflow","source_id":"so:79974184","content_type":"comment","title":null,"body_preview":"You must have a mistake in the ab or ac calculation. Why would you expect to get 244 from 488? It seems instead you get (-244) mod pt.\n\nIt seems those calculations boil down to:\n\ntmp = (last_value - 1","author":"Dan Getz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974184"},{"id":"6a5eaf48-617e-487f-909a-af87a78e6c10","source":"stackoverflow","source_id":"so:79974190","content_type":"comment","title":null,"body_preview":"Because 488x31899=15 566 712\n\nAnd 243x63799=15 503 157\n\nDifference is 63555 which is n-244","author":"Frank Mathews","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974190"},{"id":"a92afaf2-506c-43e6-b5dc-aa721c949187","source":"stackoverflow","source_id":"so:79974191","content_type":"comment","title":null,"body_preview":"I think the problem is branching by selecting the correct value 63555 or 244 so the recursion can continue","author":"Frank Mathews","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974191"},{"id":"0b354381-8048-4ee2-abd5-638aa6a358a3","source":"stackoverflow","source_id":"so:79974199","content_type":"comment","title":null,"body_preview":"But (488-1)*31899 is different from 488*31899. That's the sort of thing I mean by a possible mistake in the math you wrote into the code.","author":"Dan Getz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974199"},{"id":"3dfec13e-ff6a-4e81-9e19-4b747547460e","source":"stackoverflow","source_id":"so:79974202","content_type":"comment","title":null,"body_preview":"Honestly, even now I don’t see that in the code, it’s probably the root of my problem, please advise where exactly is this error","author":"Frank Mathews","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974202"},{"id":"716a58b8-9939-473a-92e2-4f6a66939eb8","source":"stackoverflow","source_id":"so:79974203","content_type":"comment","title":null,"body_preview":"ab = ((db[i]*pt)-pt)%n\n\nbecause (x*y)-y is the same as (x-1)*y","author":"Dan Getz","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974203"},{"id":"45e0a457-5ab5-4f6f-a091-3d8c24c96218","source":"stackoverflow","source_id":"so:79974300","content_type":"comment","title":null,"body_preview":"You chose not to show us\nany code. That's going to make it harder for us to suggests improvements to your code.","author":"J_H","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12438686761747385,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974300"},{"id":"2947b794-2fdc-4ddb-a548-a2f98c37dc49","source":"stackoverflow","source_id":"so:79974309","content_type":"comment","title":null,"body_preview":"You need to research creating a lexer, a parser, and an interpreter. Can be done in Python and I'm sure asking any LLM to guidance would work. It is beyond the scope of a single question here though. ","author":"JonSG","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0.17938893841479675,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974309"},{"id":"26c8d73d-081f-40f2-9fce-2d69daf22ee3","source":"stackoverflow","source_id":"so:79973951","content_type":"comment","title":null,"body_preview":"You can run the below C code to get a correct CRC17 for your CAN-FD frame.\n\nUsage:\n\ncd C:\\Users\\xxx\\Documents\\ProxyManager\\CANFD\n\n# compile\ngcc calc_crc17.c -o calc_crc17.exe\n\n# run built-in demo\n.\\ca","author":"dw_infineon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","original_commentary"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79973951"},{"id":"9467470d-b3b8-4e4f-8cae-e673d28ed602","source":"stackoverflow","source_id":"so:79974372","content_type":"comment","title":null,"body_preview":"as jasonharper has already said, you have to replace\n\nimage_file.convert('1')\n\nwith\n\nimage_file = image_file.convert('1')\n\nbecause convert does not modify image_file in-place\n\nhere is a full test scri","author":"milahu","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974372"},{"id":"001b2fce-409f-4e78-a3d7-7e9aca8e934b","source":"stackoverflow","source_id":"so:79974393","content_type":"comment","title":null,"body_preview":"Python docs has a tutorial for creating a tokenizer, wich is a good start point to create your own programming language:\n\nhttps://docs.python.org/3/library/re.html#writing-a-tokenizer","author":"Eddi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974393"},{"id":"0ef53599-773e-473b-ba7b-4818b555d23f","source":"stackoverflow","source_id":"so:79974233","content_type":"comment","title":null,"body_preview":"If you want to use modular arithmetic to perform division by 2, why not use the modular inverse of 2 modulo 63799, i.e. pow(2, -1, 63799) == (63799 + 1) // 2 == 31900, instead of 63799 // 2 == 31899:\n","author":"Fred Bill","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.468838739899076,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974233"},{"id":"b689211e-a791-45b1-8baa-064cf1cca335","source":"stackoverflow","source_id":"so:79974412","content_type":"comment","title":null,"body_preview":"I had the same problem and tried to modify a lot of switches already described in other answers, enabling/disabling plugins etc.\n\nFor me, the problem was, that pylance indexing had a problem and faile","author":"Frank","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974412"},{"id":"e53a097a-ad68-4629-bd78-a0ba94662c46","source":"stackoverflow","source_id":"so:79974415","content_type":"comment","title":null,"body_preview":"import pandas as pd\ndf = pd.read_csv('Test.csv',header=None,names=range(99))\n\nThis instructs `read_csv` to allow up to 99 columns.","author":"user2987828","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974415"},{"id":"7c772eac-093f-4a77-bfdc-94635d45cd8b","source":"stackoverflow","source_id":"so:79974432","content_type":"comment","title":null,"body_preview":"Unless you have a reason otherwise, application level UUID key generation is always preferred since it allows to handle bulk inserts and coordinate services while eliminating round trips to the databa","author":"Clinton Bampoe","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974432"},{"id":"d4c695f1-a9fb-459c-a9d4-14cdfb46b44b","source":"stackoverflow","source_id":"so:79974465","content_type":"comment","title":null,"body_preview":"from ursina import *\nfrom ursina.prefabs.first_person_controller import FirstPersonController\napp = Ursina()\nfor z in range(20):\nfor x in range(20):\n\n    Entity(\n        model='cube',\n        color=co","author":"Talha Shaikh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974465"},{"id":"829ea20f-db8a-40d2-98ff-75e749d69ea7","source":"stackoverflow","source_id":"so:79974388","content_type":"comment","title":null,"body_preview":"in\n\nclass engine(seconds):\n\nyou can not put variables like seconds = 60 like that, you can only put classes there when you define a class like that\n\nto resolve this error:\n\nclass engine:\n    def __ini","author":"میم شین","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_anecdote","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974388"},{"id":"47708286-c7ff-441d-af4f-81d1e3b8f5fb","source":"stackoverflow","source_id":"so:38968933","content_type":"comment","title":null,"body_preview":"I have found a way to satisfy the conditions from my question. I'm not going to use this code, but it shows how flexible Python is.\n\nimport functools\n\nclass BlackBox:\n    \"\"\"All BlackBoxes are the sam","author":"VPfB","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38968933"},{"id":"4132bcfa-cf6f-41b3-be2d-4bb215ee1726","source":"stackoverflow","source_id":"so:79974510","content_type":"comment","title":null,"body_preview":"For implementing this workflow, I highly recommend deploying OpenDroneMap (ODM) as your core photogrammetry engine, as it is the best open-source solution for automatically stitching raw drone images ","author":"Yevhen Ivashchenko","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974510"},{"id":"39f22ef3-3641-4c2b-8482-0528dc5a84b1","source":"stackoverflow","source_id":"so:79974516","content_type":"comment","title":null,"body_preview":"It turns out I was referencing the wrong resource version. There's a resource version on the items themselves and there is a resource version on the snapshot itself.\n\nresult = await api.list_custom_ob","author":"Philip Couling","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","code_example_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974516"},{"id":"c7df4bc0-f105-4e41-a0eb-09c4b23de419","source":"stackoverflow","source_id":"so:79974519","content_type":"comment","title":null,"body_preview":"The author is absolutely right in their aspirations, because the rule of Turing-completeness applies to programming: technically, you can implement absolutely anything on any modern language, whether ","author":"Yevhen Ivashchenko","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974519"},{"id":"db7069f5-84c2-4291-b6d1-291bddd6f7f0","source":"stackoverflow","source_id":"so:6470452","content_type":"comment","title":null,"body_preview":"From Python Documentation:\n\nAn except clause may name multiple exceptions as a parenthesized tuple, for example\n\nexcept (IDontLikeYouException, YouAreBeingMeanException) as e:\n    pass\n\nOr, for Python","author":"mechanical_meat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_accuracy"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/6470452"},{"id":"5123dc11-0969-4a45-bb54-dbbd98dd91c5","source":"stackoverflow","source_id":"so:79974537","content_type":"comment","title":null,"body_preview":"It looks like PyCharm isn't able to infer that the if filename: statement means that the None case isn't possible in its body. Try adding a new variable with a more restricted type.\n\nif filename:\n    ","author":"Barmar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974537"},{"id":"ca652468-a60c-44bb-9089-17624f6ae7c2","source":"stackoverflow","source_id":"so:79974543","content_type":"comment","title":null,"body_preview":"These kinds of questions are better off on other Stack Exchange sites, see e.g. the \"Note\" in the machine-learning tag wiki.","author":"Ben Reiniger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974543"},{"id":"749d1d31-b77b-4000-9912-b03031dec0ad","source":"stackoverflow","source_id":"so:79974548","content_type":"comment","title":null,"body_preview":"We use SDL3 for our display code. I'm seeing the function SDL_SetTextInputArea in our text box class.","author":"Gridzbi Spudvetch","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974548"},{"id":"319bbd4a-af9f-48cd-bac6-722de788c53e","source":"stackoverflow","source_id":"so:79974589","content_type":"comment","title":null,"body_preview":"Since your goal is educational, I'd recommend spending some time designing the language before worrying about the implementation. A clear idea of the syntax, keywords, and execution model will save yo","author":"Daniel","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974589"},{"id":"46abbbfc-b2d7-44c5-a68a-e5ed4aeba53a","source":"stackoverflow","source_id":"so:79974606","content_type":"comment","title":null,"body_preview":"The following line is interfering how the static type checker infers the type:\n\nfilename = filename\n\nBecause no warning will be shown after its removal.\n\nSince we are certain filename won't be None in","author":"Tony Chu","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.4583333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974606"},{"id":"ba94b293-cba5-4f65-ba8b-0c8d25e3a35e","source":"stackoverflow","source_id":"so:79974631","content_type":"comment","title":null,"body_preview":"Automate the boring stuff is indeed a very useful book. I would also recommend the Python Data Science Handbook, for a bit more advanced topics.","author":"Yannis Panagis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974631"},{"id":"b900486d-93f1-4397-9946-74e373dd7b69","source":"stackoverflow","source_id":"so:55303246","content_type":"comment","title":null,"body_preview":"I know this is 8 years old, but no one seems to have actually read and answered the question.\n\nYou can call .values() on a dict to get a list of the inner dicts and thus access them by index.\n\n>>> myd","author":"Jamie Marshall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/55303246"},{"id":"e53b3cc0-34e6-443d-9e7b-71329ca19ef7","source":"stackoverflow","source_id":"so:22011665","content_type":"comment","title":null,"body_preview":"As I noticed your description, you just know that your parser will give you a dictionary that its values are dictionary too like this:\n\nsampleDict = {\n    \"key1\": {\"key10\": \"value10\", \"key11\": \"value1","author":"Zeinab Abbasimazar","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","polished_first_draft","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/22011665"},{"id":"ca2bae04-fa69-4fe4-813d-1d34f65a4d33","source":"stackoverflow","source_id":"so:79974706","content_type":"comment","title":null,"body_preview":"This really isn't Python specific, so let me answer this from the point of view of a senior Java developer.\n\nIt is true that real world code is often mainly orchestrating a bunch of libraries -- writi","author":"JF Meier","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974706"},{"id":"b89aae08-f82a-44ae-8794-56d1c8ed6ccb","source":"stackoverflow","source_id":"so:79974700","content_type":"comment","title":null,"body_preview":"output screenshot\n\nimport tkinter as tk\ndef check_row_score_entry(button_name): print(f\"Button clicked: {button_name}\")\nroot = tk.Tk() root.title(\"Kniffel Buttons\")\nbutton_names_store = {}\nfor i in ra","author":"Marcy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974700"},{"id":"9f64a99c-6a61-426c-b98a-327062f703ea","source":"stackoverflow","source_id":"so:79974713","content_type":"comment","title":null,"body_preview":"Senior developers don’t really try to memorize libraries. They focus on patterns and problem decomposition.\n\nOn your first question: the key shift is from “How does this library work?” to “What proble","author":"Ana Novkovic","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974713"},{"id":"caf9df5a-3168-46fe-bdc5-08577072de1a","source":"stackoverflow","source_id":"so:79974715","content_type":"comment","title":null,"body_preview":"I will quote something I have always reminded myself of each time I experience what you're describing. It was first said to me by my manager many years before I got into tech when I was still waiting ","author":"M.A.","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974715"},{"id":"034fb9a7-7580-40a7-b84b-c44fb8ec5f50","source":"stackoverflow","source_id":"so:79974728","content_type":"comment","title":null,"body_preview":"Beyond the matter of the sign, the two functions are not at all equivalent for some values. The reason is arctan2(y, x) calculation involves the ratio y/x. For small values, a small variation, e.g. a ","author":"mins","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974728"},{"id":"386a16e5-1d3d-454e-9d04-09fef5804585","source":"stackoverflow","source_id":"so:79974734","content_type":"comment","title":null,"body_preview":"Probably this is not the problem with your code, but with environment settings.\n\nTry above code then restart Jupyter:\n\nconda activate AutoEDA\npip install ipykernel\npython -m ipykernel install --user -","author":"Marcy","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","absence_of_personality"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974734"},{"id":"1009f567-4529-4a0f-9eff-a23c9af51c15","source":"stackoverflow","source_id":"so:57542534","content_type":"comment","title":null,"body_preview":"Dictionaries are un-ordered mappings, so the idea of the \"first\" entry in a dictionary literally made no sense until the blessing of insertion order with Python 3.7. (Few people appear to have pointed","author":"holdenweb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/57542534"},{"id":"855f657d-a3f1-4f86-8496-ebf0cb4eef14","source":"stackoverflow","source_id":"so:79974768","content_type":"comment","title":null,"body_preview":"The idea was to generate a new class and parse the row and column iterations of the for loop as arguments like so:\n\nimport tkinter as tk\n\nclass Cell:\n    def __init__(self, x, y):\n        self.cell_bu","author":"Ras_Al_Ghul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974768"},{"id":"6324fe72-80aa-4ef5-8a85-f9575dafb1e1","source":"stackoverflow","source_id":"so:79974789","content_type":"comment","title":null,"body_preview":"I generally agree with the other responses so far:\n\n\"It comes with experience\"\n\nIf you want to find real-world problems you can always search for open-source projects on GitHub with issues marked with","author":"Reactive-Firewall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_advice","absence_of_ai_signals"],"bot_score":0.2857142857142857,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974789"},{"id":"8f400ced-bab6-4707-b922-37d2626366a8","source":"stackoverflow","source_id":"so:79974846","content_type":"comment","title":null,"body_preview":"Hey it's probably too late to help but in case anyone needs it\n\nfrom kivymd.toast import toast\nfrom jnius import autoclass\n\nBuildVersion = autoclass('android.os.Build$VERSION')\nBitmapFactory = autocla","author":"Fabian Joseph","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 02:28:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974846"},{"id":"9f2b336e-d434-4f50-9339-68d7df85a721","source":"stackoverflow","source_id":"so:79974806","content_type":"comment","title":null,"body_preview":"class Instr:\n    instrList = [\n        [\"DATA\", \"data_l\"],\n        [\"EQU\", \"nul_l\"],\n        [\"LDK\", \"two_l\"],\n        [\"LDKL\", \"four_l\"],\n    ]\n\n    def size(self, line):\n        instr_name = line[0]","author":"Marcy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974806"},{"id":"973f5c4f-00b6-4f08-aa11-d2b485abb18a","source":"stackoverflow","source_id":"so:79974808","content_type":"comment","title":null,"body_preview":"The other answer does work but seems a bit like an undocumented hack, especially considering the documentation for UIFontDescriptor.AttributeName.featureSettings states:\n\nThe value is an array of dict","author":"YourMJK","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","polished_first_draft","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974808"},{"id":"7825c635-4eb2-4e6b-aafc-4932f94c871b","source":"stackoverflow","source_id":"so:79974807","content_type":"comment","title":null,"body_preview":"There are two ways to handle this.\n\nYou can get pretty close to what you want using only dynamic named range. Create new named range (Formulas=>Name Manager) and referes to a conditional formula : \"If","author":"Mrp63","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974807"},{"id":"051603cb-73d4-49bf-bf76-21890bbc7654","source":"stackoverflow","source_id":"so:79974810","content_type":"comment","title":null,"body_preview":"Yes, --single-process is the problem, and it's not just a Windows limitation — it's a flag that was never meant for production use with Puppeteer.\n\nWhy --single-process breaks things\n\nChrome normally ","author":"vitalii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974810"},{"id":"b4abc642-270e-473e-aa8f-0446a5be9645","source":"stackoverflow","source_id":"so:79974812","content_type":"comment","title":null,"body_preview":"Found the root cause, and apparently not fixable via TCL script. The problem is in tclWinPipe.c;\n\nChanging:\ncreateFlags = DETACHED_PROCESS;\n\nto:\ncreateFlags = CREATE_NO_WINDOW;\n\nThis fixes the issue, ","author":"thomas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974812"},{"id":"1b66d5f7-201c-4314-9489-fe7c786a9da8","source":"stackoverflow","source_id":"so:79974813","content_type":"comment","title":null,"body_preview":"You will want to look into css3 flexbox. I have a long code example for you.\n\nThis is using the following as the core that makes it work. You can do more CSS stuff to make it more of what you want.\n\nw","author":"Bjguru24","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","polished_first_draft","human_indicators_absent"],"bot_score":0.39741016847050464,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974813"},{"id":"d0c6c910-a8d2-4972-9357-19fff064a0b1","source":"stackoverflow","source_id":"so:79453001","content_type":"comment","title":null,"body_preview":"The reason why this is so difficult is that nobody in the real world has to manually calculate the CAN bus CRC. This is done in hardware in the processors that support CAN bus communication, so no emb","author":"Elmue","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79453001"},{"id":"cf2eb79d-bd8f-4aa2-bdc3-33f68d9457a1","source":"stackoverflow","source_id":"so:2869661","content_type":"comment","title":null,"body_preview":"Depth-first search is more memory efficient than breadth-first search as you can backtrack sooner. It is also easier to implement if you use the call stack but this relies on the longest path not over","author":"Mark Byers","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/2869661"},{"id":"0ba754aa-cf93-47a6-bd2d-a8486a919441","source":"stackoverflow","source_id":"so:79974814","content_type":"comment","title":null,"body_preview":"So your pretty old questions were\n\nSpecifically, what exactly is the replace method replacing?\n\nit replaces all \"NUL\" chars wich were mentioned here:\n\nError: \"'.', hexadecimal value 0x00, is an invali","author":"An-dir","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974814"},{"id":"9d8cb233-9748-4166-873c-fef85b1a2862","source":"stackoverflow","source_id":"so:79974817","content_type":"comment","title":null,"body_preview":"Then make your post about that question.  Avoid making multiple questions in one.","author":"aled","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3101085811689173,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974817"},{"id":"4a641b50-abb3-4c23-8a30-3b10a33a7890","source":"stackoverflow","source_id":"so:79974799","content_type":"comment","title":null,"body_preview":"Change web.config to:\n\n<system.webServer>\n  <security>\n    <requestFiltering>\n      <requestLimits maxAllowedContentLength=\"158000000\" /> \n    </requestFiltering>\n  </security>\n</system.webServer>","author":"Marcy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974799"},{"id":"e81e64be-6dae-44ab-9997-a03ad524e87c","source":"stackoverflow","source_id":"so:79974796","content_type":"comment","title":null,"body_preview":"As @Peter - Reinstate Monica said, this would be a better fit on the Code Review web site.\n\nThat said, just a few comments.\n\nYou have a lot in the item class that deals with an entire collection of it","author":"Jerry Coffin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_advice","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974796"},{"id":"e0590675-fd93-4fe2-b634-fa9eb38dc5ab","source":"stackoverflow","source_id":"so:79974820","content_type":"comment","title":null,"body_preview":"Probably this error happens because setuptools is missing or broken in your Python environment, so pkg_resources cannot be imported.\n\nydata_profiling depends on pkg_resources, which comes from setupto","author":"NightKevin","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974820"},{"id":"ddacd973-ece5-49df-81ee-23c46fd4c93d","source":"stackoverflow","source_id":"so:79974821","content_type":"comment","title":null,"body_preview":"Luau programmer for 8 years here.\n\nI recommend you learn at least the basics of Lua beforehand, and the rest you can figure out as you go along.\n\nGiven your programming experience, I'd say 1-4 months ","author":"halosviel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974821"},{"id":"719b1bfe-6e2f-4fc9-a00c-647ae7a79314","source":"stackoverflow","source_id":"so:79974822","content_type":"comment","title":null,"body_preview":"Two pieces: the VSCode client config (trivial) and the server-side OAuth endpoints (where most people get stuck).\n\n1. VSCode config\n\nIn .vscode/mcp.json:\n\n{\n  \"servers\": {\n    \"my-remote-tool\": {\n    ","author":"Sagar Ghag","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","polished_first_draft","semantic_blandness","missing_platform_voice"],"bot_score":0.6672288750210827,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974822"},{"id":"b82e4140-0f12-46e2-b182-46951d4c2a83","source":"stackoverflow","source_id":"so:79974826","content_type":"comment","title":null,"body_preview":"Why should I not upload images of text? An ERD is an image of DDL--text. (You could also give a diagram, but it's often redundant.)","author":"philipxy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974826"},{"id":"e9d3ab17-e8c2-46fc-b81d-b47585dfea37","source":"stackoverflow","source_id":"so:79974827","content_type":"comment","title":null,"body_preview":"Your initialize response is missing two required fields: protocolVersion and capabilities.\n\nThe MCP spec mandates that the server's initialize result includes:\n\nresult = new\n{\n    protocolVersion = \"2","author":"Sagar Ghag","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.6672288750210827,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974827"},{"id":"f8775698-2edb-4d76-b22b-9705d7505360","source":"stackoverflow","source_id":"so:79974580","content_type":"comment","title":null,"body_preview":"Please don't leave the default text “enter image description here”, always change it to some descriptive image title.\n\nYou request makes little to no sense until you explain the goals and main ideas o","author":"Sergey A Kryukov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.24976726180173967,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974580"},{"id":"35c361d5-2d12-4490-b678-fdafcf63c186","source":"stackoverflow","source_id":"so:79974803","content_type":"comment","title":null,"body_preview":"It is calculating the position based on time elapsed. When you change the speed you are also changing the position. Place a setter in MaxSpeed. Calculate what the time elapsed should be for the curren","author":"Brennon Provencher","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","polished_first_draft","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974803"},{"id":"64a034ca-7f96-4df7-9cff-4c40ada6b89e","source":"stackoverflow","source_id":"so:79974818","content_type":"comment","title":null,"body_preview":"For the processor you intend to use, first obtain the manual that documents the instruction set of that processor. For each instruction an op-code should be defined as a numeric value as well as its m","author":"sawdust","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974818"},{"id":"9336d6b4-8896-452e-8e9b-7707b33c3847","source":"stackoverflow","source_id":"so:79974802","content_type":"comment","title":null,"body_preview":"😎 simply do on google : site:stackoverflow.com How to sort an HTML table?","author":"Mister Jojo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1356941370388052,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974802"},{"id":"d1c835f5-1c18-4cc5-aee4-208894377ea6","source":"stackoverflow","source_id":"so:79974829","content_type":"comment","title":null,"body_preview":"Depends on your level in finance, math, cs, and programming, and your ability to learn. Likely a a few years given your OP.","author":"Soleil","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974829"},{"id":"9e7ea524-16aa-4af3-9584-81eb8b6c87bc","source":"stackoverflow","source_id":"so:79974825","content_type":"comment","title":null,"body_preview":"Error \"mypy configuration is incomplete\" because probably mypy.ini or setup.cfg is being used. You can find those files using commands: which on Linux, where on Windows.\n\nAlso try to install mypy not ","author":"Marcy","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974825"},{"id":"21d97a53-2a88-4c07-be97-807bc595f072","source":"stackoverflow","source_id":"so:79974503","content_type":"comment","title":null,"body_preview":"This preliminary Find / Replace solution relies mostly on your original regex.\nA balanced-group section was injected in the caption section as it seems this is\nthe only place needed, but I could be wr","author":"sln","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","platform_fluency"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974503"},{"id":"7b235b95-5f06-44ed-98b4-6c249eea8075","source":"stackoverflow","source_id":"so:1021807","content_type":"comment","title":null,"body_preview":"Here are the requirements for indexed views (they are plentiful):\n\nThe view must reference only base tables in the same database, not other views.","author":"Jeff Meatball Yang","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1021807"},{"id":"f92bd2c6-a5e3-431d-9933-ee0a96132a32","source":"stackoverflow","source_id":"so:79974719","content_type":"comment","title":null,"body_preview":"Add some more conditions e.g.\n\nSELECT temperature, status\nFROM root.stof_posts_tree.bad_point.line1.d01\nWHERE time >= someX\nAND time <= someY\nAND temperature IS NOT NULL;","author":"Marcy","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974719"},{"id":"8ac5e7db-70eb-4d10-81e1-dfa7d9509f74","source":"stackoverflow","source_id":"so:79974832","content_type":"comment","title":null,"body_preview":"Thanks, I did get it to work using your suggestion.  One small snag I'll mention is that you need to add a return statement if you add any local variables to the functions that construct the UI.\n\nE.g.","author":"btschumy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974832"},{"id":"ba2c5932-5cc3-460c-8d7d-d8c94a5fc603","source":"stackoverflow","source_id":"so:38128723","content_type":"comment","title":null,"body_preview":"I had time to do some test on ARM Cortex-M0+ in chip MKL17Z256VFT4. Using the CMSIS-RTX RTOS (v 4.75).\n\nIt works like this:\n\nvoid os_idle_demon(void) { // The task with the lowest priority - scheduled","author":"Vit Bernatik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/38128723"},{"id":"723cd003-7265-4a56-89a2-c378badc16df","source":"stackoverflow","source_id":"so:29866416","content_type":"comment","title":null,"body_preview":"You are correct, ASLR is little defense against a local attacker. It is primarily designed to thwart hard-coded addresses in remote exploits.\n\nAn ASLR-enabled DLL's base address is actually a function","author":"peterdn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","sources_cited","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/29866416"},{"id":"3c635416-4467-4472-a389-407895e40f41","source":"stackoverflow","source_id":"so:79974834","content_type":"comment","title":null,"body_preview":"@rui-barradas has a great answer. I thought it might be worth adding a bit more explanation about why the OP is getting that output with their code. The difference is between a categorical vs continuo","author":"Jon Spring","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","niche_expertise","platform_fluency","natural_explanation_flow","imperfect_expression","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974834"},{"id":"35e97c77-8265-4605-8379-56ec7837805e","source":"stackoverflow","source_id":"so:79974835","content_type":"comment","title":null,"body_preview":"start by doing only one thing ... for example, scrape simple  data from one website ... when you have a solid understanding of the process, move to a more difficult website ... eventually, scrape data","author":"jsotola","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2292392659358741,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974835"},{"id":"04736be8-966f-4394-8cc7-7266efa5a32a","source":"stackoverflow","source_id":"so:79974471","content_type":"comment","title":null,"body_preview":"Since a raw fetch with the same key works but createClient() does not, this is not RLS and not env inlining: the two requests are simply not sending the same headers. supabase-js sends two auth header","author":"Maegami","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974471"},{"id":"18070c17-d42d-446d-9003-48f7a5c1ba86","source":"stackoverflow","source_id":"so:79642904","content_type":"comment","title":null,"body_preview":"Your first problem is that having a whitespace character (such as \\n) inside the format string will cause scanf to continue reading and consuming input until it encounters a non-whitespace character. ","author":"Andreas Wenzel","classification":"ai_generated","confidence":0.95,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.5714285714285715,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79642904"},{"id":"2b5cd46b-596b-488f-9c5a-ae293ce90671","source":"stackoverflow","source_id":"so:79974838","content_type":"comment","title":null,"body_preview":"It seems cppreference has a mistake in this case. Whether or not it is a constant expression has no bearing on if it is considered noexcept or not. It is very common to cache the noexcept-ness of an e","author":"LB--","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974838"},{"id":"8cefc5b1-0c49-4bd6-ac4f-3b475ef6eea4","source":"stackoverflow","source_id":"so:1035017","content_type":"comment","title":null,"body_preview":"Here is a variation on your method, but it doesn't use the MM/DD/YYYY literal format, and it won't blowup against bad input (for better or for worse).\n\ndeclare @month tinyint\ndeclare @day tinyint\nset ","author":"Peter Radocchia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1035017"},{"id":"da390bec-9202-450a-84ed-19f6dda36d8d","source":"stackoverflow","source_id":"so:1034960","content_type":"comment","title":null,"body_preview":"DECLARE @month tinyint,\n    @day tinyint,\n    @date datetime\n    \nSET @month = 1\nSET @day = 1\n\n-- SET DATE TO DATE WITH CURRENT YEAR\nSET @date = CONVERT(datetime, CONVERT(varchar,@month) + '/' + CONVE","author":"Justin Balvanz","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/1034960"},{"id":"7888fa9b-9162-40e2-8656-32acdb40e2c3","source":"stackoverflow","source_id":"so:30392598","content_type":"comment","title":null,"body_preview":"As written before, it is from the compiler. I don`t think you have them in source.\n\nMaybe you find something written in the Keil or ARM Compiler Guideline that helps you (I already don't have any Keil","author":"user1038155","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_found"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/30392598"},{"id":"0fda9ac3-87e1-4316-b91d-535c6a1adfb9","source":"stackoverflow","source_id":"so:79853779","content_type":"comment","title":null,"body_preview":"One problem is that the state of the stream in the C++ runtime library could be inconsistent at the time the signal handler is executed. Therefore, you should not be calling any stream I/O functions f","author":"Andreas Wenzel","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.5714285714285715,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79853779"},{"id":"993ade9c-2dc2-4029-9789-ee48e1ae97a4","source":"stackoverflow","source_id":"so:79974840","content_type":"comment","title":null,"body_preview":"Word corruption was not caused by Quarto, Pandoc, or my table code. Even a minimal example using flextable(head(mtcars)) produced a DOCX that Word could not open. Testing outside Quarto with officer::","author":"user2379808","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","specific_problem_solving"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974840"},{"id":"a6dcc5f5-60ed-4680-801c-eac55d6cd754","source":"stackoverflow","source_id":"so:79974841","content_type":"comment","title":null,"body_preview":"A silly mistake from my end caused this issue, the Cognito service implementation was correct, my configs were pointing to wrong region.\n\nThe App Client belongs to a specific Cognito User Pool which w","author":"raw_hitt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974841"},{"id":"e5614541-52ae-441d-aa30-f11936f24333","source":"stackoverflow","source_id":"so:79974842","content_type":"comment","title":null,"body_preview":"For understanding and working with HL7 messages, HL7 Soup Web is amazing. It can run directly in the browser for free, with highlighting, validation, searching, filtering, anonymization, and data stat","author":"user2081514","classification":"human_created","confidence":0.78,"indicators":["disclosure_of_affiliation","platform_fluency","specific_product_details","opinion_on_pricing","recommendation_of_demo"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974842"},{"id":"1386a953-8648-427e-851a-5b8f51fa13d0","source":"stackoverflow","source_id":"so:79513371","content_type":"comment","title":null,"body_preview":"The declaration\n\nchar str1[] = \"dog\";\n\nis equivalent to:\n\nchar str1[] = { 'd', 'o', 'g', '\\0' };\n\nThe declaration\n\nchar str2[] = \"dog\\0\";\n\nis equivalent to:\n\nchar str2[] = { 'd', 'o', 'g', '\\0', '\\0' ","author":"Andreas Wenzel","classification":"ai_generated","confidence":0.82,"indicators":["suspiciously_comprehensive","uniform_paragraph_rhythm","polished_first_draft","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.5714285714285715,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79513371"},{"id":"9810e7c8-ee17-4949-a504-676f0cb87ff7","source":"stackoverflow","source_id":"so:63485908","content_type":"comment","title":null,"body_preview":"There should be one task/thread/process that is for idling, and it ought to look like your first bit of code.\n\nSince the idle thread is setup to have the lowest priority, if the idle thread is running","author":"Erik Eidt","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63485908"},{"id":"167c8b48-f80f-4c32-a3bb-6218a494385f","source":"stackoverflow","source_id":"so:79974830","content_type":"comment","title":null,"body_preview":"bin to dyck is a one way function, so the only known for me solution is to compute as many as possible dyck's and then just reverse search for a result (reversed one way function)\n\ncomputed first 200 ","author":"Marcy","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0.34974081204316954,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79974830"},{"id":"e34b35e9-46c1-47e5-8c94-07e8f4f7baba","source":"stackoverflow","source_id":"so:79513368","content_type":"comment","title":null,"body_preview":"The strlen function counts characters up to the first null bytes, i.e. '\\x0'.  So in each of these three cases there are 3 characters before the first null byte.\n\nThe string constants however have a l","author":"dbush","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79513368"},{"id":"a9beb83a-a0ea-4831-8f0c-26c83ab1be9d","source":"stackoverflow","source_id":"so:63485903","content_type":"comment","title":null,"body_preview":"So you would have to make it conditional against a global variable whose value is updated in the interrupt handler.\n\nYou have to do that regardless of the implementation of wfi as you don't know what ","author":"Margaret Bloom","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/63485903"},{"id":"7e2a8bb6-d4fa-4f17-aee4-e613c8d273fe","source":"youtube","source_id":"UgwXtC0-cAy2M4T2C2x4AaABAg","content_type":"comment","title":null,"body_preview":"It always feels good to be right! But it's a shame nobody listened 🇨🇦","author":"@Bonnie-td3wq","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"d5e792b7-e02e-47c9-9d1b-7d12dc43de23","source":"youtube","source_id":"UgwHq4DVMRAPOP8QzY14AaABAg","content_type":"comment","title":null,"body_preview":"Totally agree with Hillary. I would never hire Paul Weiss or any of the firms that capitulated to Dumb-old! Universities should've gone for foreign money like UK or China. The major corporations were ","author":"@TGATP","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"179f903c-9a2e-4058-b02a-067f45af4a98","source":"youtube","source_id":"UgxDgGVgV4RKeeDrrZR4AaABAg","content_type":"comment","title":null,"body_preview":"I mean. Roger Stone has Nixon tattooed on his back. Roy Cohn, Trump's mentor, was a Nixon advisor and mob lawyer. That Americans voted him in is the real problem. He still has 1/3 of the country behin","author":"@ellierose6","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","cultural_references","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"4a2770e5-a261-4b7d-a3dd-f4e0b1430ac6","source":"youtube","source_id":"UgxA4QDYH8UJNZEtckZ4AaABAg","content_type":"comment","title":null,"body_preview":"She's not senile!  Would have been a competent POTUS actually.","author":"@MarkusAReallyUs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"617f32f9-9696-4a8c-9e08-e42f02c63df6","source":"youtube","source_id":"Ugx2BUXmlkzC1Q3xRyJ4AaABAg","content_type":"comment","title":null,"body_preview":"This court is disgusting, handing this felon all these egregious decisions. I hope each of them face the music for doing this to our country.","author":"@jesselangel4939","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"4b3b85cf-a57e-4ed0-ae74-0a3a35f42e1a","source":"youtube","source_id":"UgyD9Ufel30wuDRzG2R4AaABAg","content_type":"comment","title":null,"body_preview":"NPVIC introduced in 2005. National Populat Vote Interstate Compact! One person, one vote","author":"@Dragonrider57","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"b99cb4ef-40f8-4332-b14e-a1d04e6f5f52","source":"youtube","source_id":"UgxjbC3vTWnkexR0xXV4AaABAg","content_type":"comment","title":null,"body_preview":"Oh how I wish my vote for Hillary in that election would have been the one putting her over the top. But being here in Florida, I pretty much knew the outcome here anyway. But as usual, drumps stupid ","author":"@peterford9369","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"7dbfeaec-fcbf-48c4-a364-78398f9f59df","source":"youtube","source_id":"Ugx_319AYoL6n6rxV6h4AaABAg","content_type":"comment","title":null,"body_preview":"Wonderful and uplifting - we need more of this! Thank-you! Marc and Hilary you both national treasures.","author":"@spin2mom","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"d7749004-b408-4dc4-b5d2-1a09647f541c","source":"youtube","source_id":"UgzgFTJW5yU58hoO5Gh4AaABAg","content_type":"comment","title":null,"body_preview":"Great interview!  Absolutely loved hearing Hillary speak her mind and showcase her intellect and years of political experience!","author":"@nrhon16","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"03169fe6-d297-4ed2-98ee-033828e40e0e","source":"youtube","source_id":"UgyDDp0e2dErx8L-npB4AaABAg","content_type":"comment","title":null,"body_preview":"I think about her loss continously still.  How consequential ...wow!","author":"@Falconyogi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"af19d8bf-a3e6-4680-bf2d-25022b1b448c","source":"youtube","source_id":"UgzkTNtrsi1bmR41NEx4AaABAg","content_type":"comment","title":null,"body_preview":"I feel the same way.  I think if... we have open, fair elections in November, Dems will do well, house and Senate. But! If he comes out with cheats. With ICE out at polls. With individual states, chea","author":"@peterford9369","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"a5c0c1f7-7456-4ac1-b4c6-8127723d614c","source":"youtube","source_id":"UgxYz8jS_8ovT0VEabh4AaABAg","content_type":"comment","title":null,"body_preview":"Happy you are better..didn't know you had a stroke \n\nThank you..I've been totally stressed, freaking out, glued to podcast almost 24 hrs to the point  I really had to de stressed & step back because I","author":"@Jersey2756","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"5cfee6ff-005c-428e-9921-21425a1fce89","source":"youtube","source_id":"Ugy0H8k_Ckh9Xd9Xk_x4AaABAg","content_type":"comment","title":null,"body_preview":"What??!!  Not a single mention of impeachment? Are you effing kidding me? This is our remedy! Impeach, Convict,  Remove! Our congressional Representatives and Senators need to get off their butts, fil","author":"@optimaldietcoach1705","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"24ffa657-c6be-4a61-b791-a2c0c1d15e6c","source":"youtube","source_id":"UgzN9EqnocMlR7h1XHV4AaABAg","content_type":"comment","title":null,"body_preview":"Excellent discussion.  She has always been a truly great public servant.\nIt hurts everytime I think of how we would have had HRC 2017-2020 if we had a one person one vote system.","author":"@sherriolson5033","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"a2196153-6e36-4bc1-afe4-1c34267dafaf","source":"youtube","source_id":"UgxsqlVQaJWlpdN5fMp4AaABAg","content_type":"comment","title":null,"body_preview":"Excellent discussion.  She has always been a truly great public servant.\nIt hurts everytime I think of how we would have had HRC 2017-2020 if we had a one person one vote system.","author":"@sherriolson5033","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"7af0f114-0bd5-4f0c-a0e4-847b2ac5d7a8","source":"youtube","source_id":"UgxxVlbPOeJXp4-c4yp4AaABAg","content_type":"comment","title":null,"body_preview":"How does the anti-Zionist movement in both parties play out the next few elections.  Dems need to navigate this right!","author":"@Falconyogi","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"b43867e3-4c31-4cc9-ba2b-b34713245275","source":"youtube","source_id":"Ugw2AlR3ZwDIonzLubl4AaABAg","content_type":"comment","title":null,"body_preview":"Hillary WAS right all along and the majority of voters knew it, and voted for her! We need to do away with the  electoral college!","author":"@davidbreedlove8234","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"5e1c7fc9-83c2-43ac-ae57-0b9487b1058b","source":"youtube","source_id":"UgwvXhPWXB9-qa3jnFN4AaABAg","content_type":"comment","title":null,"body_preview":"Look how they are ripping voting rights away from people! That means YOUR VOTE is important!","author":"@TammyWait","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","direct_address","imperfect_expression"],"bot_score":0.29377696583356006,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"40764849-6757-40eb-a55f-ce410b45459c","source":"youtube","source_id":"Ugy6tS6iGlscI13efH94AaABAg","content_type":"comment","title":null,"body_preview":"She, is an incredibly intelligent woman, Al Gore, Hillary Clinton,and Bernie Sanders all got robbed.🤔","author":"@patrickkelly2451","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.34338966987837616,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"72c0034c-2337-4b7f-a9f2-906fff660f4d","source":"youtube","source_id":"UgzDEedHQUKR7D1myaV4AaABAg","content_type":"comment","title":null,"body_preview":"I am not allowed to share from YouTube to Facebook. I hope someone else will! This needs to be heard by millions!","author":"@TammyWait","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.29377696583356006,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"a853d924-6951-470e-864f-ed81c05b460a","source":"youtube","source_id":"Ugyjd0ZJoORp1usvan54AaABAg","content_type":"comment","title":null,"body_preview":"So if it’s ok to fire heads of agencies because the executive has some ordained right to do so, then why is it not ok to fire the head of the fed?\nOh, I see, firing the fed would cause too many econom","author":"@sunflower5143","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"e9f9ebb1-5470-42eb-9616-fc0878a9323e","source":"youtube","source_id":"UgyM_FuxDC78gO-sV-p4AaABAg","content_type":"comment","title":null,"body_preview":"America made a huge mistake in not electing this woman to the presidency. She is a prize and we need her so badly.","author":"@ellarae6450","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"1125ec95-d430-4d1d-bc2c-789a6fc7508e","source":"youtube","source_id":"UgwOgFhmUa3WotDT3xZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hillary Clinton is right about everything.  For sure!","author":"@Debra-j1e","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"686e5115-bb30-414e-a77a-ebbf832c1272","source":"youtube","source_id":"UgyoBNJIpIyaHMDERm94AaABAg","content_type":"comment","title":null,"body_preview":"Marc, is it more important for you to ramble on or to let Hillary talk? Watch old video of Larry King, or current video of Anderson Cooper to learn how to conduct an interview.","author":"@phillipvancleave7101","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4dS4KzU5q00"},{"id":"e4d3125b-2055-4f4f-b0fb-93f5086cbb2b","source":"youtube","source_id":"UgwIW2jGYeegtVZwlIh4AaABAg","content_type":"comment","title":null,"body_preview":"We need your help to keep our coverage going. 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Cuánta desgracia junta. DICTADURA CHAVISTA Y LUEGO ESTE TERREMOTO …. 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He gets her pregnant then decides to kill her and the baby with cocaine.   Execute his ass.","author":"@DeeMode207","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"dc993d42-f681-4cdc-8ad5-d4b6c59e03d8","source":"youtube","source_id":"UgwCEP6PcuCJE1C0x2h4AaABAg","content_type":"comment","title":null,"body_preview":"The fear of fornication sin would have saved him .","author":"@AbduljabarMuhammed-p8w","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"b41f1a46-cf5e-415a-aa68-5359a94d18ed","source":"youtube","source_id":"Ugw6Rql9sJh77-o1Pcx4AaABAg","content_type":"comment","title":null,"body_preview":"Plan B or other birth control wasn’t an option.  Murder was.","author":"@DeeMode207","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"893be51b-f2a2-4e05-9a63-0e043fe3c39a","source":"youtube","source_id":"UgzFqHFFRRLKh_GtWT94AaABAg","content_type":"comment","title":null,"body_preview":"But oh no he will have it made in prison. And he will write a book about how he finds Jesus in prison and make more money. And become more famous.","author":"@michaelbrown9254","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"04486322-d96a-4415-9c32-33e14ebdfde0","source":"youtube","source_id":"UgySlD5KlSzy7ZGdfPZ4AaABAg","content_type":"comment","title":null,"body_preview":"as soon as a read the video.i was thinking a black dude did this!!wow to my shock,a black dude did do this!!!wtf.all we need now is his mom and family to say what a good boy he always was!!lol","author":"@yeahright302","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"d79b166d-e514-49cc-8718-0123a808faaf","source":"youtube","source_id":"UgxiEaQR6WI3pxxiXul4AaABAg","content_type":"comment","title":null,"body_preview":"What a waste of lives for him and his victims. What drugs  do for people. But go ahead and blame it on the drugs . Don't put him in prison because now everyone knows what he has done. His life is over","author":"@michaelbrown9254","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"7fe8cde3-3122-4ea7-b9cb-e6dcf5210956","source":"youtube","source_id":"Ugz_nMJwZlhK9K4uxh14AaABAg","content_type":"comment","title":null,"body_preview":"Oh would you look at that? Everything in this “system” working against someone that “certain groups of people” don’t like. Here we are again back at pre school!","author":"@misstee973","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"9ce21df7-4f72-4809-9aa3-136d795b7f67","source":"youtube","source_id":"UgwetLdFhFzmYrP8qo54AaABAg","content_type":"comment","title":null,"body_preview":"And I'm keeping my comments respectful. Talk to the victims  the mother and her unborn child. Respectfully I speak the truth. Oh and by the way. For me I have no illusion of going to heaven when I lea","author":"@michaelbrown9254","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"39f44b4b-21c5-4b9a-887e-126708750d72","source":"youtube","source_id":"Ugz-wvC8kdV-yQX9u6t4AaABAg","content_type":"comment","title":null,"body_preview":"Life in prison is too generous for a scumbag like him","author":"@Inescapeium","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"95d7a0bb-a588-44b2-8666-d4d55ccb3e48","source":"youtube","source_id":"Ugxc7ftGq3g0vwTiwT94AaABAg","content_type":"comment","title":null,"body_preview":"Don't worry Blaze I'm starting a go fund me for you! .....FUCKING HELL NO","author":"@chrishowell5491","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"51628ca1-aa91-4481-bc04-dd1fb8abb541","source":"youtube","source_id":"UgxffPyi2LBySsegOAJ4AaABAg","content_type":"comment","title":null,"body_preview":"That is all I got to say about that. Maybe they play football in hell because he will find out. Take that for all it's worth. The Bible says Thou shalt not kill . Period .","author":"@michaelbrown9254","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"24839ea5-eb4c-483c-a8b2-7c24a055be10","source":"youtube","source_id":"Ugz9_OD3s_D8OUc8bpx4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t get it ,why keep a baby with someone who doesn’t want it, isn’t Fair to the Child to come in the World in that type of situation.. but Rip to the Lady and h","author":"@Billups-j8t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"ec9f0e02-7fad-492b-a8ee-272c2ebd54e2","source":"youtube","source_id":"UgxEjWGbeLVMvqIiFTJ4AaABAg","content_type":"comment","title":null,"body_preview":"Smh! 🙄 If you don't want children, then wear a damn condom!","author":"@ucanthandlethetruth6600","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"25dd07db-2db0-483e-b3f5-89ec9ff055dd","source":"youtube","source_id":"UgzDP5vdrGmjjVserd94AaABAg","content_type":"comment","title":null,"body_preview":"Absolutely no rehabilitation!!!! life with no parole. It truly should be the gas chamber. It should be the goddamn gas chamber stop fucking around💔😡💔","author":"@ericwood2466","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"25c23a67-c031-48eb-8997-bed4b1d9c75e","source":"youtube","source_id":"UgzL01t-JEeTXjIuzCB4AaABAg","content_type":"comment","title":null,"body_preview":"Satan is wreaking havoc in the minds of these young people.  Parents, instruct your children in the ways of God.","author":"@sandyd2527","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"50bb1572-5fa2-4c73-a0c9-705ac1c831c5","source":"youtube","source_id":"Ugy8tPKUHzGDui5Z4Rh4AaABAg","content_type":"comment","title":null,"body_preview":"toll paid, should have been raised better and went lighter not darker lmao","author":"@SirDerpentine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"f53a6152-5f5e-43e9-9b1e-3387d69f22e9","source":"youtube","source_id":"udIiFcR7fEA","content_type":"post","title":"Blaise Taylor sentenced to life in prison","body_preview":"Taylor was found guilty on all four counts in the deaths of his girlfriend and their unborn child.","author":"WKRN News 2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=udIiFcR7fEA"},{"id":"c303878b-0dca-43ec-9269-bdc8d3c7f343","source":"youtube","source_id":"UgwINhay0gPHXDsbMXt4AaABAg","content_type":"comment","title":null,"body_preview":"Four accredited investors nodding along as Palantir invokes \"the means of production,\" the single most Marxist phrase in the English language, and agreeing it's just good business sense. 👏\n\nKarp says ","author":"@ivanbanks5463","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","imperfect_expression","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"3142ecd6-aa88-4d4f-93d4-7189badc4fe2","source":"youtube","source_id":"UgwbCcm_9W2yh2vEMYt4AaABAg","content_type":"comment","title":null,"body_preview":"JKal's opinion on citizenship to children of illegals is ridiculous","author":"@rptok","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"646fc9a9-1071-4434-8592-08f1d217e93c","source":"youtube","source_id":"UgwG7RRtC75TWNbiDIx4AaABAg","content_type":"comment","title":null,"body_preview":"I would say to Jaycal: PHone Starlink customer servce. You will find no wait time or holds, and also you will find you have a someone who manages your account, who will email or call back. \n\nThat's St","author":"@therabbitholeguild","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"8addc585-a739-499d-b458-2ba93c631bf9","source":"youtube","source_id":"Ugyu71OyHDEmNMsAJcl4AaABAg","content_type":"comment","title":null,"body_preview":"any time I talk to a customer service AI, I ask to speak to a representative. Guess im old school, but AI may fix very minor customer service issues but usually if it is a multi-step issue I want to t","author":"@sahibsingh2215","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"efba1a23-5e4a-4aa0-84db-9ac307af0652","source":"youtube","source_id":"UgzcibrPWj_LQ_0ScVx4AaABAg","content_type":"comment","title":null,"body_preview":"Totally agree with Jason. AI will replace certain jobs and also create certain type of new jobs as Companies use AI and to innovate faster in a way never seen before.","author":"@alfredbonsu","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"03fb3ed9-6950-4d84-92dc-dd44ebf7d848","source":"youtube","source_id":"Ugw0Kxm97Rgr1bqUOcZ4AaABAg","content_type":"comment","title":null,"body_preview":"Despite general frustrations with human customer service, and maybe I’m entering my boomer era, but I’m still yet to come across an AI chatbot that was more useful.","author":"@jojolsu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"5ca79c77-4618-4ba8-9e65-612e9af85dac","source":"youtube","source_id":"Ugyr7WBmcgp6xOQCIEN4AaABAg","content_type":"comment","title":null,"body_preview":"My girlfriend starting an argument with me and the JCal job loss narrative debate are my only weekly staples rn","author":"@Unruly_Variation","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"940784fe-c04a-4c51-93f7-551d08950cac","source":"youtube","source_id":"UgxyomVEjjnve7ueDV94AaABAg","content_type":"comment","title":null,"body_preview":"The headless hate for Mamdani, with Jason still being unwilling to pronounce his name is so intellectually empty and pathetic. \n\nThe word socialism in this podcast is meaningless.","author":"@treepondersleaf","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"b13b4c3e-6954-436c-b04d-61cf41234504","source":"youtube","source_id":"UgxI6l18tzmVta6f-_V4AaABAg","content_type":"comment","title":null,"body_preview":"Man, it's hilarious to watch them struggle with the idea that unskilled labor is going away.","author":"@Cosmic_nonsense","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"661a4a25-4c99-4b8c-95d3-859dacf73fa6","source":"youtube","source_id":"UgyK1MPelZTciSE_ysp4AaABAg","content_type":"comment","title":null,"body_preview":"JCal sadly has stupid views on birthright citizenship.\nHe speaks about US waiving people in - these people were not let in.. they came in illegally. This decision opens up a huge wave of birth tourism","author":"@ronakchaudhary505","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"382864fb-3dac-43de-8af8-8784e05be554","source":"youtube","source_id":"Ugxaimf69-mNxu3TO8Z4AaABAg","content_type":"comment","title":null,"body_preview":"In 1868 when the 14th Amendment was ratified, American was a growing nation with immigrants with waves and waves of migrants from Ireland, Italy, Germany, France, Greece, Portugal as well as Britain. ","author":"@garycarson3128","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"1b79e8d8-5397-4301-824b-6c9cfb4ef6e1","source":"youtube","source_id":"UgzDnC3NShmf96pwl4R4AaABAg","content_type":"comment","title":null,"body_preview":"Good podcast but not the best to listen to on the go with headphones 😂","author":"@DonnieIp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"b178eea7-cb4d-4fb2-84ac-730da54e3fb6","source":"youtube","source_id":"UgwJIXcdEzT5trW5Iox4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly thought Jcal did a good job this episode. I know he gets hate(unjustifiably) but Sachs and Friedberg arguing that AI hasn’t affected job loss presently is crazy. There’s also another argument","author":"@tylercarter274","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"d3ba7e7c-ae98-4aab-bc0c-f85fee9ede21","source":"youtube","source_id":"Ugw4qyEOOVRl2xPG0up4AaABAg","content_type":"comment","title":null,"body_preview":"Why on earth don’t you call out what’s happening in Chanada more bluntly.  And the Pritzker family… an unbelievable bunch of …. fill in the blanks.  \n\nI didn’t wake up until the lockdown lies and than","author":"@myauntsvideos291","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"7f96e483-c369-429c-be9e-10c278fd44a1","source":"youtube","source_id":"Ugxw9m_elaHD-dscntF4AaABAg","content_type":"comment","title":null,"body_preview":"How do you guys maintain patience with J Cal?? Intentionally being obstinate about things like immigration & AI taking jobs that are “useless”. Total super annoying 💩 bag on these topics. Thank God fo","author":"@SarahH-u5q","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"6cdfbf00-304f-4c4c-9241-bfa911302add","source":"youtube","source_id":"Ugx8og6XMNOedOOm1I14AaABAg","content_type":"comment","title":null,"body_preview":"Not just Microsoft etc with software, it’s also what Amazon did with their ‘basics’ products introduced after watching the sales of their own customers.","author":"@KJM-b8o","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","specific_example"],"bot_score":0.2544722719141323,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"e03276aa-ff69-49b6-b805-dc0772615d0e","source":"youtube","source_id":"UgwOCPKgGUw3lpJ_X6B4AaABAg","content_type":"comment","title":null,"body_preview":"JCal - respectfully, please reduce your interruptions/intruding when someone is speaking, it's difficult to focus.","author":"@anithakapu8081","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"2500b2fa-9aaa-4c38-b694-3184f720600f","source":"youtube","source_id":"UgyfpEiD1bvg7reugTh4AaABAg","content_type":"comment","title":null,"body_preview":"Why can’t Sacks look at the camera when he talks? There are so many solves for this. Small investment in a screen mounted camera is all it takes.","author":"@Marccalamia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"20b793cb-501a-4ddc-9214-caf77115d97e","source":"youtube","source_id":"UgwwJMZbXY_lRj3BIA14AaABAg","content_type":"comment","title":null,"body_preview":"Open source. Def not Planitr. Nobody trusts Karp over Sam or Dario.","author":"@Marccalamia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"d2615bed-3aeb-4030-929c-609abf9a58df","source":"youtube","source_id":"UgyEJZsPpJaLBAakmNN4AaABAg","content_type":"comment","title":null,"body_preview":"I love this conversation so much  \n\nHave to stop the video because of how great it is. ❤️\n\n\nAnyhow  please carry on 😘\n\nSigned\n***Jeremy-AI***","author":"@Jeremy-Ai","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","suspicious_signature"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wgdxSCsmS-Q"},{"id":"5b2213a3-4dcb-4172-9725-6cd5662cc6e1","source":"youtube","source_id":"Ugx16y7HCMcYvE1eJ5t4AaABAg","content_type":"comment","title":null,"body_preview":"An IBM PC in 1985 cost $6k-7k which is around $20k today. And open-source LLM’s cost nothing. 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alarma?","author":"@mariagabrielatzompantzirey3159","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tj-3gHJ-u9g"},{"id":"e69fbe7a-f816-476c-aa87-b752d515b42f","source":"youtube","source_id":"UgzWtC1j4EFYI_cNIWN4AaABAg","content_type":"comment","title":null,"body_preview":"Viva estados unidos y Venezuela un solo país siempre vivan juntos siempre vivan juntos siempre","author":"@ninfasosa1691","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal 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comentarios...","author":"@josemaldonadoarredondo658","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tj-3gHJ-u9g"},{"id":"46ecc6b9-a633-4f92-b390-4cc5c0accb93","source":"youtube","source_id":"tj-3gHJ-u9g","content_type":"post","title":"¡Peligro de colapso! Rescatistas huyen de emergencia en Venezuela","body_preview":"¡Peligro de colapso! Rescatistas huyen de emergencia en Venezuela\n---\n[ENG] Welcome to Job Othoniel | Global. Your premier source for breaking news, travel documentaries, and trending global content. ","author":"Job Othoniel","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","copyright_and_credits_section"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tj-3gHJ-u9g"},{"id":"9a8df3a0-ef07-4d2f-81b4-a56d42fc69ff","source":"youtube","source_id":"UgwwtutxSD2UsRKxPkN4AaABAg","content_type":"comment","title":null,"body_preview":"What a boring speech \nWhat about Trump’s Armed Forces service?","author":"@michaelgaynor8243","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"a7226b75-dfe0-4b5b-af0a-2f98250cf173","source":"youtube","source_id":"Ugxufv6EE5w2Hi8R6Zl4AaABAg","content_type":"comment","title":null,"body_preview":"That voice it looks like mr bean and the mariachi men","author":"@Clubamericamexican67LuisTellez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","cultural_references","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"b8cd07f5-1f12-4165-812b-9caf7f2bf6e2","source":"youtube","source_id":"UgyZ0nfh1YllxaXQRnZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trumps speech was the worst speech for America\nout of all the speeches made by the living past Presidents.\nIt was disgusting and disheartening.\nAll about Trump, me, me, me.\nHe needs to get over himsel","author":"@anigilohiigalii4606","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"a1a94f57-4dbf-4b9c-a38f-e6aa52f3eb89","source":"youtube","source_id":"Ugw9SUe_6sCTpsZrHKF4AaABAg","content_type":"comment","title":null,"body_preview":"\"God bless America\"\r\n\r\nThose good wishes extend from Patagonia (Tierra del Fuego) to Alaska.","author":"@florezjhon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"8f69859f-cde7-4390-b41e-8b6fbcebbfd9","source":"youtube","source_id":"UgyQmwNT7lokKmnWbEJ4AaABAg","content_type":"comment","title":null,"body_preview":"we are so screwed with these maga people... they are brain dead. All of this just does not have the same ring to it knowing we just got defeated by Iran and paid them 400 billion dollars. All because ","author":"@mmafreaks4871","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"f61252c6-5afb-4a2e-9401-db53fa40300e","source":"youtube","source_id":"UgzSQGwGhhpKwiaWKm54AaABAg","content_type":"comment","title":null,"body_preview":"Nobody is there !!!  😂😂😂😂😂 only people that are in this MAGA cult . What an embarrassment it’s so pathetic","author":"@kentwestbrook3980","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"6573fd8e-3548-42ea-a844-c533f7b62c22","source":"youtube","source_id":"UgxOum0MjAuxIDYF54h4AaABAg","content_type":"comment","title":null,"body_preview":"I was planning on going. The weather was just way too hot. Imagine standing out there 35 minutes of fireworks. The celebration went well despite all the smoke.","author":"@InumanNa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"f03c84ae-ff15-4d84-a499-aa259380b45f","source":"youtube","source_id":"UgwzVP3en1oNF3TTedJ4AaABAg","content_type":"comment","title":null,"body_preview":"I like that trump included all peoples and all Americans. Best speech he’s given ever. Not denigrating anyone. Way to go!!!!!","author":"@maryleejones5791","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"2d049372-4908-4d77-bd1c-9944b3c0f2e7","source":"youtube","source_id":"UgzRWsjrzwQPw9Q7HfN4AaABAg","content_type":"comment","title":null,"body_preview":"What was up with all the chaos? The weather channel said it was cloudy with 20% of light rain at 10?","author":"@jesusislord-john316-s3o","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"f0bf65e2-4876-4444-a050-970c429759d3","source":"youtube","source_id":"UgwmifekSsL2hdrbqOp4AaABAg","content_type":"comment","title":null,"body_preview":"The best thing I saw yesterday was someone who has had their Trump flag up for years it is now down after watching this speech. If you don't think he's a raving lunatic just listen to him.","author":"@Sunshine-q1l9l","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_observation","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"755e98ae-1dbd-4d4b-af4f-380afce1b3d0","source":"youtube","source_id":"UgzVonnQg2fj5ubIhMx4AaABAg","content_type":"comment","title":null,"body_preview":"There he goes again talking about “big men, strong men, tears in their eyes …”\n\nI honestly think Trump would be more comfortable giving a speech at a Turkish bath 🤔","author":"@BusterKeaton1550","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"ff3cd260-28c6-4489-9d55-f4fa6407a1d8","source":"youtube","source_id":"Ugzrg3Qc7jWtTmwQngB4AaABAg","content_type":"comment","title":null,"body_preview":"“God bless America” has to be the greatest song of our history and it’s been a glorious history; but I must say how can God continue to bless America when we have trampled all over holy ground? We hav","author":"@skbnvacaville","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","semantic_blandness"],"bot_score":0.2602322763675049,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"8d40d75d-bb02-4ff1-b75b-33408e687fb4","source":"youtube","source_id":"Ugx885vj3liOhbDtnh94AaABAg","content_type":"comment","title":null,"body_preview":"More people showed up for Ayatolah Kahmanei's funeral than Trump's fascist speech!","author":"@brgor316","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"f87cdab6-eb93-4515-a78a-4f032bfd33b6","source":"youtube","source_id":"UgwSMMVFErsQdN-4JEJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why worry about communism when you have a dictator. Americans must be really thick.","author":"@bigotsmasher2936","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"8585c53b-da8d-4b3a-bfb0-317228da004e","source":"youtube","source_id":"Ugw2Oz3bRegOxQzJL1x4AaABAg","content_type":"comment","title":null,"body_preview":"That is one of the most magnificent speeches I have ever heard~ and he’s not finished yet amen!\n\nBut the thought went through my mind look at him look at him no Teleprompter no speech that he has to l","author":"@skbnvacaville","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2602322763675049,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"6e50a40d-115a-40cf-8719-676ff11a5531","source":"youtube","source_id":"UgwxxgQhgwkLKXaeonp4AaABAg","content_type":"comment","title":null,"body_preview":"Esto solo se logra con gente de primera class como nuestro Presidente Donald J Trump, Nunca antes visto!!!","author":"@daisygomez7275","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"884ca7ca-8d2c-4bfc-8a3a-dac5312633e3","source":"youtube","source_id":"UgytNoiosO1-xVS2gmV4AaABAg","content_type":"comment","title":null,"body_preview":"Solo Los Trump con clase y respeto a Los caidos y con Los Que aun estan gracias president Trump…","author":"@daisygomez7275","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"bbc4ba8a-9a6e-407d-adc5-c51abf356ae9","source":"youtube","source_id":"UgyZcU2CktQZmGuFg2N4AaABAg","content_type":"comment","title":null,"body_preview":"Look at all that flak. Trump is flying directly over the target and the bots are working overtime with caps lock repetition.","author":"@theinstituteofmonkeygunvio2542","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"eb06ed76-d83f-49ae-a4fc-40a1bdbfa773","source":"youtube","source_id":"UgyhoNZXCWwKqCqHsaR4AaABAg","content_type":"comment","title":null,"body_preview":"what an amazing show for our amazing country. 250 years and still going strong.","author":"@EricHadley-j2m","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5431785195936139,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"c83253e8-0ee8-4f1e-a9f8-8fa7f3b7f7f2","source":"youtube","source_id":"UgwlQgy4dT12ZB7ufqN4AaABAg","content_type":"comment","title":null,"body_preview":"What plan happened?\nJesus has all the power?.\nA mocked carpenter jew.\nWho would have thought?\nNot the \"establishment\"\nEstablishment of what exactly?\nJesus.\nIs.\nGod.\n❤","author":"@jesusislord-john316-s3o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"26dec891-10c8-4cb6-8939-936ceacffcbb","source":"youtube","source_id":"HZiG1DC2XcI","content_type":"post","title":"Live: Trump speech on National Mall celebrates America's 250th anniversary with fireworks show","body_preview":"President Donald Trump said extreme heat in the nation's capital on July 4 won't stop him from giving his big speech.\n\nIn fact, despite triple-digit temperatures in the forecast, the famously long-win","author":"USA TODAY","classification":"human_created","confidence":0.8,"indicators":["quoting_external_source","call_to_action_newsletter"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HZiG1DC2XcI"},{"id":"df829584-aaf3-481c-b0ef-f8a3c60d3435","source":"youtube","source_id":"UgyHZK3ZN5LuQdImJHF4AaABAg","content_type":"comment","title":null,"body_preview":"You Mike Johnson and all of those you are going to protect are criminals, and should be investigated and imprisoned!","author":"@margaritadobbins8273","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"cc51a464-a048-4db7-a8a7-cd84e30b2746","source":"youtube","source_id":"UgxhqSIqhBp1khIzY_x4AaABAg","content_type":"comment","title":null,"body_preview":"They have been yelling about taking away the 2nd amendment and being communist since\nThe 80s.","author":"@plogressivekoon5143","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"7190d2ff-edad-45fc-bbe8-ab6d47f4bf1d","source":"youtube","source_id":"UgzzmUN79CUECG96_iN4AaABAg","content_type":"comment","title":null,"body_preview":"Mini mike the Pedo protector. He will not protect anybody but trump.","author":"@RobertSweeney-kh2zc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"44df5df5-99df-40d7-88b4-e3e7d4cfd283","source":"youtube","source_id":"UgxuwxY5heakZcxBD_J4AaABAg","content_type":"comment","title":null,"body_preview":"David Pakman is a liberal with a full blown Trump mental disease and no nothing is going to happen to these people you make mention if and God forbid the fascists get in power again. We will have a Ja","author":"@BozoBosworth","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.6511904761904761,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"dff80bb6-7c39-4e94-ac1c-13f6b49431a4","source":"youtube","source_id":"UgwlIX3_CjdpTfHpoRt4AaABAg","content_type":"comment","title":null,"body_preview":"he has a right to be paranoid given the democrats under failed leadership of failed former president Joe Biden","author":"@BozoBosworth","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.6511904761904761,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"6626fb52-91f1-4031-9114-9ac3c013c71a","source":"youtube","source_id":"UgyjiOEIM2WBC86mOr54AaABAg","content_type":"comment","title":null,"body_preview":"who cares if they have investigations they had a bullshit investigation for year son Matt Gaetz","author":"@BozoBosworth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.6511904761904761,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"d28dae34-4527-4f59-9d79-42307c420f71","source":"youtube","source_id":"Ugzn8-Oet0m0NnrRJat4AaABAg","content_type":"comment","title":null,"body_preview":"losing is always a possibility when you have massive interruption and corrupt money from the Soros and other sources of international money you pakidiot","author":"@BozoBosworth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6511904761904761,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"b1e43c6e-ef08-496c-a61d-961da5a5bbfd","source":"youtube","source_id":"Ugxz2HhpsB-9AatWinp4AaABAg","content_type":"comment","title":null,"body_preview":"Dont trust to Steven nazi Miller, he lies as he breath","author":"@asielmundo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"98db9128-ecf8-475a-8f18-2d3eb15a4e18","source":"youtube","source_id":"Ugy3YH2GVTc2m9iIOxJ4AaABAg","content_type":"comment","title":null,"body_preview":"Reopen the mental institudes and deliver the sedatives!\nWe are going to get rid of them...yeserie!😂","author":"@rickilee9218","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"e91058e7-58b4-4e59-931f-8a99d0efe8b8","source":"youtube","source_id":"UgyEZTGgaYRvNkuHFrp4AaABAg","content_type":"comment","title":null,"body_preview":"The game needs to be over so we go back to governing a country. These clowns are just a distraction from kleptocracy, running all sorts if interference using xenophobia, racism, gaslighting, instigati","author":"@alexadigitalradio","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"8c060c97-f8eb-4c93-b8fb-549910042158","source":"youtube","source_id":"UgxiQ26RBDKCMpzLuNB4AaABAg","content_type":"comment","title":null,"body_preview":"Don't give the democrats that much credit.  They'll turn a cheek pretending to be the good guy, get walked on like a rug, and then wonder how it happened.","author":"@navajohnny76","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"4faa9c65-de0f-4e51-ad57-58aaf7851017","source":"youtube","source_id":"Ugz2owYg1UYxEE7cNoN4AaABAg","content_type":"comment","title":null,"body_preview":"After all the evil these maggots have done, they have some nerve accusing us of the same.","author":"@nicholaschiazza7926","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"bc0b0b42-f7ac-4b38-b7fa-e8482f830637","source":"youtube","source_id":"UgynZ-b7EoDjCGA7RQB4AaABAg","content_type":"comment","title":null,"body_preview":"Jesus. How long has the right been saying that the Dems are going to do away with the 2nd Amendment? And it has literally never happened?","author":"@jamienordmeyer4345","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"6b4706e0-00c5-4446-92fe-ae4491d03573","source":"youtube","source_id":"Ugylxyz120ZDc2UuFiB4AaABAg","content_type":"comment","title":null,"body_preview":"He said it. \"When the democrats...\". He knows he's going to prison, so him and all the other fascists are going to fight *as hard as possible* to stay out of jail. You would too, it's just human natur","author":"@anthrobug","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"8727ac06-5b27-4e10-8d04-c78a52e6d7f2","source":"youtube","source_id":"Ugw1TQ65PAsprJkslgd4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans gave our manufacturing to actual communists and then we want it back and they call us communist. cute.","author":"@theflexitech","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"35295429-8afa-41a2-9d37-df0151d46828","source":"youtube","source_id":"UgwCWvGd9Oz6v65t9Et4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re concerned about retribution in regards to your current actions I’d say analysis of your current actions is warranted.","author":"@solidicone","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"e328d31e-3de3-4ea9-9ebb-2accb4688116","source":"youtube","source_id":"UgwpqbnE_Gx9JQn2D5B4AaABAg","content_type":"comment","title":null,"body_preview":"Good all of them need to be investigated and if guilty of a crime? Locked up.","author":"@thomassullivan6710","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"cd8b7df7-0ca6-42db-9746-7b7edb5a2aa3","source":"youtube","source_id":"UgzWB6X6l7DwP242Uql4AaABAg","content_type":"comment","title":null,"body_preview":"Don't do the Crime if you don't wanna do the Time! 😊","author":"@DavidGarcia-fc1wf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"c7fdcee7-3cf9-4dd7-a329-46a7aee50965","source":"youtube","source_id":"UgyEho6VdpfdBnbnFW54AaABAg","content_type":"comment","title":null,"body_preview":"The things falling out of Millers' mouth look kinda like feces","author":"@jonathanbaron-crangle5093","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"0adf51f1-2480-4c4f-8124-5cde517364cc","source":"youtube","source_id":"Ugx2HWTlMSKIQ5EGupJ4AaABAg","content_type":"comment","title":null,"body_preview":"why does steven miller always sound like he's trying very, very hard to sound much bigger than he is?","author":"@MarigoldDragon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"634d2792-4388-4b92-a4cc-e68ef7644129","source":"youtube","source_id":"UgzvwNZusl2Vu_JO_X14AaABAg","content_type":"comment","title":null,"body_preview":"They all belong in jail as TRAITORS to this country","author":"@zoeyd0710","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"629da9fe-2b9b-4b61-bb9e-024ac82185b7","source":"youtube","source_id":"UgyALSJ55lI8m20iyNp4AaABAg","content_type":"comment","title":null,"body_preview":"Republicans are working hard not to have elections","author":"@gilpereiraf","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"bae296f5-fa23-4fb8-a6eb-c9770e6ef2b3","source":"youtube","source_id":"UgzUXsog1q7PxM_A-QB4AaABAg","content_type":"comment","title":null,"body_preview":"Play stupid games, win stupid prizes. Fear mongering isn't going to work anymore for these fascist group of haters.","author":"@jacquelineglitter4328","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"43b7b2cf-2af4-4a1d-a6dc-98732d85bde7","source":"youtube","source_id":"UgzG9gvMMxZT6Zjj6KN4AaABAg","content_type":"comment","title":null,"body_preview":"Isn’t Trump’s best friend, Vladimir Putin, the iconic communist?","author":"@VTLaw76","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"d942bb25-b84f-41a2-809c-59b089558a2c","source":"youtube","source_id":"UgzIQG475de9EYOr_wp4AaABAg","content_type":"comment","title":null,"body_preview":"Putin's a Communist and Trump loves him! so.... how do they hope to push this message??","author":"@BrendaK-l7n","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","strong_opinion","emotional_authenticity","imperfect_expression","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"f41133db-898c-432d-b4b0-d7f4f8450dae","source":"youtube","source_id":"Ugwvt_hj_x7v0m2yxDh4AaABAg","content_type":"comment","title":null,"body_preview":"I hope Steven Miller is correct, except that we will have try to find some Democratic Communists.","author":"@SteveBull-tg8mi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"d7cf5f6d-43f6-4555-bfc9-317791318316","source":"youtube","source_id":"KOzb-50Vw1c","content_type":"post","title":"They’re suddenly realizing what happens to them when they lose","body_preview":"-- Stephen Miller and Mike Johnson warn that losing the midterms means Democrats will launch aggressive committee investigations\n🤝 Become a Member: https://www.davidpakman.com/membership\n\n📚 Get David'","author":"David Pakman Show","classification":"human_created","confidence":0.82,"indicators":["platform_native_format","creator_branding","authentic_metadata","absence_of_ai_indicators"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=KOzb-50Vw1c"},{"id":"41f34d2f-c855-4e83-bf91-863cbf9cced5","source":"youtube","source_id":"UgyxuQbDf_WUYfHewLV4AaABAg","content_type":"comment","title":null,"body_preview":"A.L.G.A.E.=authoritarian lunatic grift and extortion! M.A.G.A.=make algae great again!🎉😊","author":"@paulpate1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"289b8f1c-698e-4bbf-a066-4f2e31d56f76","source":"youtube","source_id":"UgzWwBDcq2sfBlVJR9B4AaABAg","content_type":"comment","title":null,"body_preview":"Ahhh come on, you know Melania doesn't live with him😂😂😂","author":"@ashleymelissa865","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"6e1132f6-0523-49f7-90a1-afdfd2e36237","source":"youtube","source_id":"UgyI_hFj2gDnufrRJYl4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like somebody's feelings got hurt. Let's throw you a pity party. Losing an election has consequences.","author":"@WayneDome-dm8iu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"8b46db80-c6c9-4f9c-8a69-da1250c8f039","source":"youtube","source_id":"UgzLt1UULsha1PIo2tV4AaABAg","content_type":"comment","title":null,"body_preview":"I know as a \"radical left lunatic\" (anybody outside of the Trump cult; John Bolton is now a \"radical left lunatic\", since \"Chuck Schumer is a Palestinian\"), I have nothing better to do than fly to DC ","author":"@Gregorypeckory","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","strong_opinion","platform_fluency","imperfect_expression","niche_perspective"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"850c3beb-05f2-4fb2-a8f9-05c5e14a9303","source":"youtube","source_id":"UgwWdZ6IHMHiutLTzE14AaABAg","content_type":"comment","title":null,"body_preview":"I am so glad that I am not a democrat.\nIt must be so embarrassing.","author":"@iamshakes6672","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"0419c8cc-874f-4867-9078-ffd281160184","source":"youtube","source_id":"UgxXqa7m6vHtpFSkoOt4AaABAg","content_type":"comment","title":null,"body_preview":"The louder they cry just proves Trump is doing a great job.  Not one concern about the algae before Trump cleaned it up. Pathetic nasty people they are!!","author":"@Jajay-c6d","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"d5f76f2f-8418-4754-81a3-f3927b6cce56","source":"youtube","source_id":"UgySJ6dE2SKtNJLNE614AaABAg","content_type":"comment","title":null,"body_preview":"Anyone who owns a pool and maintains it themselves knows the deal. Aside from the people pouring shit in and peeling the blue paint . Its shallow its hot and everything shits and pisses in it. Instant","author":"@robplotts9412","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"eb6ff417-2eb1-4374-aeae-ce36156bcc01","source":"youtube","source_id":"UgxEltdCg_KMVKbfJS54AaABAg","content_type":"comment","title":null,"body_preview":"Yes it's part of the ongoing circus.\nWake up AMERICA....get this lying fake ptes put.","author":"@carolbaldwin2488","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinion","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"bc516b86-1087-44e1-a7a1-8682f78df921","source":"youtube","source_id":"Ugyjo7MAasZ6luGH4cZ4AaABAg","content_type":"comment","title":null,"body_preview":"How can we tell if drumpf is lying? \nHis mouth is open! \n_bah-dum-tiss_","author":"@seamstresscaducea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"01962066-d9e6-4de5-91af-4da7b2c74cfa","source":"youtube","source_id":"UgwFzOp-wrsJJAn3EcN4AaABAg","content_type":"comment","title":null,"body_preview":"Must really suck having TDS. Long Live President Trump!","author":"@DankChuck","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"0ba0e540-54fa-47cd-a720-0a6d4d22d0e1","source":"youtube","source_id":"UgwkB25F7vNH6JpIm8R4AaABAg","content_type":"comment","title":null,"body_preview":"He arrested an ex Olympian! As if! We all have watched trump destroy the pool with his stupid paint! Not vandals.","author":"@RayaHope-g1d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"fe697611-a8b2-486f-9a20-249461f91a73","source":"youtube","source_id":"UgxmLW6iBF5x_E8OxKJ4AaABAg","content_type":"comment","title":null,"body_preview":"btw there is an ad tag thingy for chlorox pool cleaner on this video.","author":"@rachelcarstens","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"d411b03e-6978-4375-9aa8-ac628fa4bdda","source":"youtube","source_id":"UgwNB_-0uEkbD7b_69J4AaABAg","content_type":"comment","title":null,"body_preview":"Check out the Drey Dossier to understand the whole set of White House renovations and the nature of the subterranian reasons for gaslighting; including the businesses of the contractors.","author":"@geraldineg.3684","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"fda321c4-67fe-4cde-b594-f16df2e5984b","source":"youtube","source_id":"Ugyz3zPh6q9cKH_JCdp4AaABAg","content_type":"comment","title":null,"body_preview":"The pictures that I think make front look even more hideous are the comparison between his State Fair and the funeral for the iatola he killed in Iran","author":"@daveloveland9104","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"fb424bd1-157f-4e97-9f44-ee0cab04c663","source":"youtube","source_id":"UgyInOc0iXSLuyNQIJF4AaABAg","content_type":"comment","title":null,"body_preview":"This is what happens when you put a spoiled rich boy, who doesn't know how anything works in office. \nHe's always blamed other people for his failures.  But have you noticed. In his first term he knew","author":"@watchchimp3102","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"ac5c0b68-cd2a-4231-ba4b-37a7cced182f","source":"youtube","source_id":"UgyK_8e3YFqQp5iAhox4AaABAg","content_type":"comment","title":null,"body_preview":"Can't  send this to Americans cause most Americans voted for TRUMPEDO and love him....so he is right...you are wrong. Simple","author":"@ronaldbowman2932","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"fa1b0004-ee58-46fc-90c1-449eb96f329d","source":"youtube","source_id":"UgzYPrvp7yHMxD4nYR14AaABAg","content_type":"comment","title":null,"body_preview":"You'd think trump would know about the Sun...he looked right at a Solar Eclipse 😂","author":"@richardkeeton3057","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"70b9f098-1756-428e-bc44-a8ed2d15d766","source":"youtube","source_id":"UgxK0v3hTH8JCFjH5kd4AaABAg","content_type":"comment","title":null,"body_preview":"the Republi-cons always lie  so often it doesn't even pay to listen to them.  in a just world, the idiot who decides to drive the motorcade thru the unfinished Reflecting  Pool would be sent to prison","author":"@G.Trombley","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"0d70e561-4bca-4f1d-a974-76881535e09f","source":"youtube","source_id":"Ugyd9naWOUwmsyciSpF4AaABAg","content_type":"comment","title":null,"body_preview":"Everything Trump touches turns to shit!  He is literally destroying parts of OUR historic Whitehouse, of which he is only a temporary occupant!  Where does it say a President can’t be charged with van","author":"@MichaelMosel","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"97b8eca0-f62a-4580-be3f-3e7483e3882b","source":"youtube","source_id":"Ugwl3gl-wG2Y5_wYZ2x4AaABAg","content_type":"comment","title":null,"body_preview":"Trump’s birthday party for America is a slime-covered bust, but MY birthday shows in Point Pleasant, NJ are gonna be a delight! Join me there, won’t you?!\n\nTickets available on my website!","author":"@hellojayblack","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"a3400f95-392f-459d-a6cd-fe0d638ae06f","source":"youtube","source_id":"SS70-BSd-qo","content_type":"post","title":"DO NOT show Donald Trump these pictures of the Reflecting Pool.","body_preview":"🟢 Donald Trump posted that the “criminally made algae is gone” from the Lincoln Memorial Reflecting Pool. There’s just one problem: the algae is still there. It’s green. It’s back. And there are now N","author":"Jay Black","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression","sources"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SS70-BSd-qo"},{"id":"d25d795f-d02c-4069-b4f0-ab43a1dc95af","source":"youtube","source_id":"UgyL_GB7QrNEVOKer0V4AaABAg","content_type":"comment","title":null,"body_preview":"True unbiased news is hard to find. Thank you Tulsi.","author":"@chrisyau531","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"522deabd-22fb-4b5b-9bcb-cc1a45894244","source":"youtube","source_id":"UgxwfKt9_0D0rF6NKTx4AaABAg","content_type":"comment","title":null,"body_preview":"So nice of China to whip up some nice new red flags for them. Those flags will be seen in great Britain next.","author":"@Peculiar_Optics","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"42dc6415-f709-4e21-8241-ddd645708059","source":"youtube","source_id":"UgzX-xtLGGiu49oUyfd4AaABAg","content_type":"comment","title":null,"body_preview":"the tunnels under Tehran remind me of Moria. but far less glorious","author":"@yomamma666a","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_replies","absence_of_ai_signals"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"1b64c8c2-9d41-4ee8-bbf6-5a9ac7549828","source":"youtube","source_id":"UgxqeChK4eIu1mHCVPp4AaABAg","content_type":"comment","title":null,"body_preview":"IF Beijing thinks that they are safe from these guys, they haven't been paying attention to history.  \nIf Iran were to defeat the USA,   there would be a shift from one enemy to another.\nIran wouldn't","author":"@yomamma666a","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"bae5e032-b986-482b-9c9c-5b9a5e7d1f13","source":"youtube","source_id":"Ugy9UryMpctZTclesPd4AaABAg","content_type":"comment","title":null,"body_preview":"King Charles and the pope are hypocrites if they don't reach out to the Christians in Iran","author":"@helenagee1885","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"8552babb-fcce-4564-a706-b825f51ee03f","source":"youtube","source_id":"UgwOp4qaRkprrVMCmL94AaABAg","content_type":"comment","title":null,"body_preview":"The bleeding heart islamists, they can't  even  concel their evil intent even at the arib clerics  death celebrations.","author":"@kevinbannister2356","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"d110b7ed-930f-435a-98e0-4d3514e079c6","source":"youtube","source_id":"UgzYVZLnZV0bbekQyJJ4AaABAg","content_type":"comment","title":null,"body_preview":"My neighbor sent me a link to Mr from Iran media claiming there were 30 million attendants mourners \nThe left and worst the Iranian left has lost it \nAnd I asked u believe what comes out of this death","author":"@nonamechillicrab2397","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"107a4d02-add7-473d-9865-a797a79a76b9","source":"youtube","source_id":"Ugywkyb59_t0-UK0hCZ4AaABAg","content_type":"comment","title":null,"body_preview":"About time they take out the PM and the foreign minister","author":"@iancurrie186","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"08e984ed-a0fd-4e77-9495-efd5c718ad08","source":"youtube","source_id":"UgwQwJy2gkFc8EEngG54AaABAg","content_type":"comment","title":null,"body_preview":"Call Elon Musk and the Boring Company to do some excavation into those tunnels.","author":"@getoncourse4621","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"ee5aa311-1c3f-40a3-8adf-48c9d30cc5df","source":"youtube","source_id":"UgxS_kirqREnrnBOBEt4AaABAg","content_type":"comment","title":null,"body_preview":"That's your wish.America would have bogged the funeral and took out everybody there","author":"@TheRealSovereignCitizens","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"47172b0f-a867-4e25-9071-9170feadf8b5","source":"youtube","source_id":"UgynOx5rZtyCi4Ufj_94AaABAg","content_type":"comment","title":null,"body_preview":"we all know that they are behind the assination attempts on the POTUS.  But they are pretty dumb about it because 1. he isn't all that powerful 2.  Vance takes over the moment this happens.\n\nat that t","author":"@yomamma666a","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.8194444444444444,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"74999626-16ab-434c-b1c3-cb19c78434c3","source":"youtube","source_id":"Ugz3B_r7T0S9ns3GtnB4AaABAg","content_type":"comment","title":null,"body_preview":"Tousi, this is the fourth channel that I am speaking about this:  One of my forefathers was a soldier on the side of the revolutionaries fighting for America's freedom during the Revolutionary War! He","author":"@paulabowman3320","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"e7340092-f68e-417c-abcf-927438f5b09f","source":"youtube","source_id":"UgxK9I7okzJcpaA35td4AaABAg","content_type":"comment","title":null,"body_preview":"Tousi is to coward like most Iranians to join the army","author":"@zackleahy9241","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"16dae00a-ab31-4660-8804-d22f0d55c695","source":"youtube","source_id":"Ugzmflek0ZPSAwxpVYR4AaABAg","content_type":"comment","title":null,"body_preview":"Speaking as a 75year old Englishman, this IRGC propaganda funeral was deliberately timed to upstage the 250th Celebrations in America,  Trump has to look no further than the Davos Mob for dreaming up ","author":"@mathill6869","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"b80b4ad2-2da6-4190-bc8d-61bbe4b75c83","source":"youtube","source_id":"Ugx-D-qDv1T0o4ibTyl4AaABAg","content_type":"comment","title":null,"body_preview":"We missed you when you were off air, Tousi. All the best to you and your family. I hope the Visa issue can be quickly resolved.","author":"@fiamengojanice5432","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"ef1e926d-6ffc-4046-90f7-d1929db80d95","source":"youtube","source_id":"UgzVu0UvGmQrEBNXjVB4AaABAg","content_type":"comment","title":null,"body_preview":"Is one still allowed to say \"Fuck Islam,\" or is that forbidden?","author":"@MrWolfi2007","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=emyJsqeSx0s"},{"id":"65c1f892-6c8e-4658-bb30-3309e30e3af2","source":"youtube","source_id":"UgyIlCE0rFxvB0HM00t4AaABAg","content_type":"comment","title":null,"body_preview":"Let's hope Persia is FREED from this IRGC criminals and sickness of the mentally ill Mullahs once and for all and Islam is kicked out of Persia completley like in most of the Western world also! 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El piojo esta bien! 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Why smuggle threw the toughest nation in Europe","author":"@artturnley6615","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"a603ae77-00c0-48a8-8e56-e43592236c51","source":"youtube","source_id":"UgzuAKl1Ml3gnX8uRYl4AaABAg","content_type":"comment","title":null,"body_preview":"Love president Tarczinsky we need every politician to be like him","author":"@keeganmckinney4445","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"2ace432d-bcf9-4210-bb65-9c786278bf88","source":"youtube","source_id":"UgyzdoTYOKHjwu9nbjh4AaABAg","content_type":"comment","title":null,"body_preview":"just drop them off in the UK, might as well save everyone’s time.","author":"@tpac7801","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"1e34e890-90a0-4496-ba15-21eb4915241f","source":"youtube","source_id":"UgxmOX47sVHBMgCNndl4AaABAg","content_type":"comment","title":null,"body_preview":"they should have lined them up and gave them a choice go bk or go under ground","author":"@hoppy1988","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"38c213a8-9c66-4087-8d80-3fc2010ccdbb","source":"youtube","source_id":"UgxYqAyV9vquzZWjfNZ4AaABAg","content_type":"comment","title":null,"body_preview":"You mean they were treated as if they were there illegally! Wow imagine that...","author":"@Robert-j7l2z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"3f03793b-cfc4-494d-90cb-12a11764470c","source":"youtube","source_id":"UgwsfoeIqMe1ve3KTcd4AaABAg","content_type":"comment","title":null,"body_preview":"So Scotland can transport the 100,000 illegals back to England...who knew!","author":"@DavidBilsland","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"66348588-daa7-47a6-a794-e290edab9eb3","source":"youtube","source_id":"Ugw5xARHH_0nweOgMDx4AaABAg","content_type":"comment","title":null,"body_preview":"The weak gutless western governments are responsible for putting it's citizens at risk of  death by isiss","author":"@londfast","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"ef763113-3296-433a-8137-ef94f873e81c","source":"youtube","source_id":"UgyW_BjuEA2CKq_Ylpx4AaABAg","content_type":"comment","title":null,"body_preview":"Paid for George Soros ... And his never ending pursuit of seeing how long someone can commit Subversion on a global scale and get away with it","author":"@Umega101","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"7f6e8c25-964a-420e-a489-91384f23fca0","source":"youtube","source_id":"UgxGE5BsqQwaJ8qWDoV4AaABAg","content_type":"comment","title":null,"body_preview":"I didn't hear that they will return them from where they came, I only heard they will dump then into Lithuania.\nSo they still will be in EU and probably will stay.\nThis is why we can't have nice thing","author":"@BobDevV","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"2a0faf77-5bad-4d81-b93b-0e946a38dfc8","source":"youtube","source_id":"Ugx-O-oaBqERioOmMN14AaABAg","content_type":"comment","title":null,"body_preview":"Cant blame them for wanting to come,\nDont blame us when youre sent packing!","author":"@MrChit-od9po","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"98a8a05a-21ac-4a38-b8a2-f44b42ad235a","source":"youtube","source_id":"Ugxr5iu7-eO1RmPZ7Yh4AaABAg","content_type":"comment","title":null,"body_preview":"Great job Poland! All Western countries must deny all access to these people. We're full. Go somewhere else. 😡😡😡","author":"@Observer8836","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"5fbefe8f-9be4-4ac9-9902-9e37133b40f2","source":"youtube","source_id":"UgwZGoc0Hw8v0dWVnIp4AaABAg","content_type":"comment","title":null,"body_preview":"Don't know WHY the keep trying to sneak into POLAND. POLAND  \" Don't play that\"! Lol.","author":"@morrisrogers9631","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"999c828c-ba2f-4952-9834-f6e728351699","source":"youtube","source_id":"UgwDVTsN9MQuqA-Cl994AaABAg","content_type":"comment","title":null,"body_preview":"Romania is corrupt as hell. They elected a good President and the current government threw him in Jail.","author":"@Caloythetraveler360","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JydoCugsPn4"},{"id":"370ae5f1-fcc3-4dbf-8669-61c109003f7b","source":"youtube","source_id":"UgwWEM00MxmwtW2XLiB4AaABAg","content_type":"comment","title":null,"body_preview":"Why are they trying to get into Poland when Germany is right there and letting them in?","author":"@Blundabus1337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal 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recuerdas lo que ha pasado en México no seas pen....","author":"@cuauhtemocgutierrez3564","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"26a359c8-3218-47c2-83d6-0af9e0428e08","source":"youtube","source_id":"UgyBwrJOtTWRkzzS-qh4AaABAg","content_type":"comment","title":null,"body_preview":"De onde quiera es la corrupción no nadamas en Venezuela enexi cv o igual construyen asi","author":"@JeremiasArevaloIzquierdo-u3d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal 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Esperamos que no sean así","author":"@anawesker6153","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"ae36087c-4dc4-4b15-b34d-50c311174196","source":"youtube","source_id":"UgzECS6tHHx48mavcZd4AaABAg","content_type":"comment","title":null,"body_preview":"Mi pregunta ¿ Por qué cuando apenas se reabrió la embajada de Estados Unidos hicieron un simulacro de evacuación porque?  Acaso ellos sabían lo que iba a pasar para mí ese terremoto fue preparado","author":"@cruzeldeurachiche","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"136b95f9-135a-41a7-986e-ce3da6a619ed","source":"youtube","source_id":"UgydwYygYTkK5-iYCZd4AaABAg","content_type":"comment","title":null,"body_preview":"Esos edificios eran de losas flotantes y falta de cemento  xq se robaban todos los materiales","author":"@elvispumero1642","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"7f1efc77-da85-483b-875d-0243f238dccc","source":"youtube","source_id":"Ugz3OPPMUDuwTw2-cfZ4AaABAg","content_type":"comment","title":null,"body_preview":"Dónde hubieron muchos muertos eran en las construcciones de gente de mucho dinero y quedaron tapiados hasta con su misma piscina que tenían en el penthouse pero las viviendas que fueron construidas cu","author":"@robertomorales3519","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","lack_of_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"80693eda-d225-4284-8c4e-82d92a8484bd","source":"youtube","source_id":"UgwxaTnUsTn4BrDILCN4AaABAg","content_type":"comment","title":null,"body_preview":"REGIMEN BA$%#RA  eso era de esperar esa información  /// tras estado fallido corruptos  ladrones pasmados para gobernar y esa señora será PEOR","author":"@DavidFuentes-h6p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"93e86a25-8bb6-427f-b0c6-4db6cd6fecb8","source":"youtube","source_id":"Ugx3vsjeVk_AwJPBnel4AaABAg","content_type":"comment","title":null,"body_preview":"fue la mejor yo viví en unos de la gobierno y no le pasó nada alguna se gretaro y las otras q tenía 30 años de lujo se destruyeron deja de decir mentira","author":"@lilaadames","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"0f520218-ede6-4e8f-86a3-ea01736e6ccf","source":"youtube","source_id":"Ugyicm3Bg7uhl4_4_854AaABAg","content_type":"comment","title":null,"body_preview":"PARA ÉSOS ES LO ÚNICO  QUÉ  SIRVEN LOS. \"\"GOBIERNOS \"\" ZÛR😢2  \nDE MÎƐR😢 PARA CAUSAR PENA  PROBREZA Y DOLOR..","author":"@idalialucatero9457","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"bc35a4d9-d949-4818-8205-c9ce40b21d23","source":"youtube","source_id":"Ugyc3ZUlsWQEX6owCcd4AaABAg","content_type":"comment","title":null,"body_preview":"Este video es mentiroso, tendencioso y muy estúpido\nNo crean en su lógica","author":"@LuisMedina-zh2gz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"49043c20-801c-48d5-888e-14f10abcf56a","source":"youtube","source_id":"Ugz9kQudWqJLMQLApoF4AaABAg","content_type":"comment","title":null,"body_preview":"Cientos  d3  personas  no  MILES  DE  PERSONAS.  Maduro  y  sus  secuaces  culpables  de  estos  muertos","author":"@estelatobon9724","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"132b60a8-0163-410a-ada0-449814a67987","source":"youtube","source_id":"UgzUtvVAwh65sUOnWi94AaABAg","content_type":"comment","title":null,"body_preview":"Que manera de hacer leña del árbol caído,  la realidad demanda solución a reto presente quien será el valiente que levantará Venezuela con construcciones antisismos, en su mayoría el prototipo de cons","author":"@betogil-ob5wl","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"a27b2da6-ead5-4633-b22c-786d3a12029e","source":"youtube","source_id":"Ugzr35vQEWOlwUCMYrl4AaABAg","content_type":"comment","title":null,"body_preview":"Así mismo es, metas políticas ,fueron muchas viviendas entregadas en tiempo récord y nadie supervisa, eso es el socialismo, un verdadero cáncer.","author":"@GlendaMariaGonzálezÁlvarez","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"fd3b9097-fa97-4e30-9c03-dafa0a211932","source":"youtube","source_id":"UgygPyvyDG4KeZsW4s54AaABAg","content_type":"comment","title":null,"body_preview":"Será que ante terremotos de esa magnitud casi máxima  existen construcciones totalmente seguras ??? Ayúdar más y politizar menos todos los temas sería más oportuno.","author":"@NidiaBecerra-c4g","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"75cb2166-fceb-4eff-8c06-280a51522d07","source":"youtube","source_id":"Ugw5G-RLcnCZhp_3loh4AaABAg","content_type":"comment","title":null,"body_preview":"Apartamentos de foami que solo trajeron lágrimas y desgracias 😢😢😢😢","author":"@albitaangel2963","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"d95c1d17-130c-430e-b382-7279551862e2","source":"youtube","source_id":"UgwGQq0B080jMoggUJR4AaABAg","content_type":"comment","title":null,"body_preview":"Yo me apego al artículo 350 de la constitución nacional","author":"@AlfaGanaBetaOmegaLARA","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"f4d54b51-844e-450e-86d4-1c9d556b6d34","source":"youtube","source_id":"UgxeF85FznsYW26V6-B4AaABAg","content_type":"comment","title":null,"body_preview":"jaja más de 200 apartamentos y edificios turísticos derrumbados fueron de dueños privados construidos por empresas privadas más no de el gobierno dejen de mentir inmundos","author":"@JosePernia-t6b","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"4187942b-192f-4020-b2f2-e57acedcb288","source":"youtube","source_id":"bBihLpUvjLM","content_type":"post","title":"¿Por qué las viviendas entregadas por el régimen venezolano no resistieron el terremoto?","body_preview":"Miles de familias lo perdieron todo tras el devastador sismo. En este video analizamos las denuncias sobre la calidad de las construcciones y las impactantes imágenes que han conmocionado a Venezuela.","author":"nastherian","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bBihLpUvjLM"},{"id":"36877689-fe7f-4ee1-875e-528627334641","source":"youtube","source_id":"Ugwp7IzgvQO-o2ihA3J4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for all the updates boy.I was shocked to hear they had a big fire on the brooklyn bridge in new york that was crazy","author":"@TravisANeumannPDX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"e9fad6d4-8153-493b-841e-af96eb4a3685","source":"youtube","source_id":"UgwRkkpUqfJ56LAzHoJ4AaABAg","content_type":"comment","title":null,"body_preview":"In San Francisco, a woman is suing the Jehovah's Witnesses for failing to protect her from a known child abuser when she was a child - PBS","author":"@GaryBromall","classification":"human_created","confidence":0.7,"indicators":["human_indicator_platform_fluency","human_indicator_terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"ce393974-376a-4b60-bf50-3045e3875d04","source":"youtube","source_id":"UgwOPiF4kkW1CsGryNd4AaABAg","content_type":"comment","title":null,"body_preview":"350 Americans lost their lives building the Panama canal, not 38,000.  I guess he has to lie about everything.","author":"@markwilliams9570","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","factual_correction_with_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"b7a803e7-b73c-4c93-b3e0-430ed7076624","source":"youtube","source_id":"UgxazonOoyyc8acftMd4AaABAg","content_type":"comment","title":null,"body_preview":"The worst & saddest I don’t care 4th of July in my long lifetime.","author":"@heynowls3058","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"a8098468-9af4-404d-93aa-904d42b04424","source":"youtube","source_id":"UgyQJv1UFlqpnZ-I3NF4AaABAg","content_type":"comment","title":null,"body_preview":"Who cares what Dementia Don has to say. Fly away on your grifter airplane and never return to the United States of America. The Constitution Matters!","author":"@EattheFOODTina-ND","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"64e09f56-04c6-461d-a5f3-29f1bf45f06b","source":"youtube","source_id":"UgxYkXNfRDUl5Yb13nJ4AaABAg","content_type":"comment","title":null,"body_preview":"Full marks for the fireworks. Having to dig up military performers because no professionals were willing to perform- how humiliating can you get?","author":"@TheChainofGold","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"9ed74279-a582-40e3-81ff-e4578644bf6c","source":"youtube","source_id":"Ugw2z-srIaZAvCE7J694AaABAg","content_type":"comment","title":null,"body_preview":"The symbol representing America should be a coffin with the Israeli flag on it","author":"@gbarnes6983","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","potential_for_human_opinion"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"0818b6a2-9214-448c-bc35-6d7061319342","source":"youtube","source_id":"Ugxr4evk1eltP5KYn-R4AaABAg","content_type":"comment","title":null,"body_preview":"Trump made sure he destroyed everything that honors any other president for the 4th of July, why is he still in office?","author":"@gbarnes6983","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"782937fe-b345-4d0b-a7a6-37b69e673d65","source":"youtube","source_id":"Ugwtxg-at4nxibwbRuV4AaABAg","content_type":"comment","title":null,"body_preview":"The \"fireworks\" after trump spoke looked like America under attack. 4:17:10","author":"@Turn_from_sin_to_Christ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"6087b863-cbc1-43c4-b2c2-7ef2fa6e11bd","source":"youtube","source_id":"UgxEfgWIX0MVc_m2W7F4AaABAg","content_type":"comment","title":null,"body_preview":"such disrespect from this little man. video title should read, PRESIDENT TRUMP!!!!!!!!!!","author":"@germanyvids9836","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"6490c1e9-529a-497c-81ce-999496989681","source":"youtube","source_id":"Ugzou_RA7PlxNTTMmR94AaABAg","content_type":"comment","title":null,"body_preview":"Pouring rain too many road closures and cops EVERYWHERE smoke obscured…\nOther than that was great!","author":"@williamcarr459","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"c671ba5d-4146-424c-8b97-d70b532afc29","source":"youtube","source_id":"UgynZTVMeB5qf3R-DqB4AaABAg","content_type":"comment","title":null,"body_preview":"Thoroughly confused....watching replay.   Where were the fireworks?  I had to leave early d/t big storm.  But I got to watch NYC fireworks earlier...great show!  Loved Steve's commentary!!!!!","author":"@JkSynar82","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"40bf3ae9-0abf-485d-ae5c-dd8ded00c8e3","source":"youtube","source_id":"UgwfiN4CVpJdNDf9rld4AaABAg","content_type":"comment","title":null,"body_preview":"Fascinating how adults can be awed at lights exploding in the sky like war strikes.","author":"@SoulAttude","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"9d3924f9-c514-4a56-97dc-c0c2d64717dd","source":"youtube","source_id":"Ugx5P0dqTyIuE1FOyo14AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for the July 4th coverage last night, Steve.  I’m glad for everyone involved that the Washington, DC event finally happened.  A lot of time, effort, and planning - not to mention money - went i","author":"@cak813","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","fun_fact"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"2a3b4e50-15f5-4ad1-a467-7c176949477f","source":"youtube","source_id":"UgxmNvkFItSkPg4XGgN4AaABAg","content_type":"comment","title":null,"body_preview":"Donald Trump please help read my Georgetown H-E-B store this man Georgetown kids need money in Georgetown and school mountain kids teenagers please help send money you can if you can in Austin Texas","author":"@powerman6360","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","false_specificity","lack_of_personality"],"bot_score":0.7435897435897434,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"b8737de6-4114-4c78-bd8b-20d4cda3731a","source":"youtube","source_id":"UgxonSEG-Dkl4ghd5pV4AaABAg","content_type":"comment","title":null,"body_preview":"Save the school in Georgetown read a new H-E-B store in Austin, Texas. Please help do the best you can.","author":"@powerman6360","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.7435897435897434,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"023a0524-17c3-4712-a24d-6488c0d413ee","source":"youtube","source_id":"UgzNrEjyhIiall9vpBx4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you so very much ❤ Steve   that was 😁 amazing to see the 🇺🇲 fireworks 🎆 two 🎆 times        🇺🇲  God Bless America  🇺🇸","author":"@EvelynInMaine","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"c58bcf54-0ace-4223-8895-9239cd820d45","source":"youtube","source_id":"UgwMrSqoIXrL6r5z9sp4AaABAg","content_type":"comment","title":null,"body_preview":"Apologies that the DC fireworks are unavailable in the replay (because of the music).","author":"@AgendaFreeTV","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"be008dcb-9ba1-4908-95d3-098ef2b6f7d5","source":"youtube","source_id":"9yRtYFYXZX4","content_type":"post","title":"Trump Speech & Fireworks for America’s 250th Birthday - LIVE Breaking News July 4th Coverage","body_preview":"President Trump will speak on the National Mall in DC tonight followed by a large fireworks show as America celebrates its 250th birthday on July 4th. Join us for live coverage of the Trump Speech and","author":"Agenda-Free TV","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9yRtYFYXZX4"},{"id":"058f773d-8da6-483f-a26d-aae0b35afd16","source":"youtube","source_id":"UgwfFaGKGpmsQsyaY8B4AaABAg","content_type":"comment","title":null,"body_preview":"Incredible moment for our great country! What a moment 🎉🎉 thank you POTUS","author":"@effieliu0126","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"33309653-0fb7-465b-8da7-d2c24da8e929","source":"youtube","source_id":"Ugzr_nEeoHWCXOvKhxd4AaABAg","content_type":"comment","title":null,"body_preview":"So sad to see all the negative comments and realize that the media has twisted people's minds so much that they hate their own president.  I'm a Canadian and we really don't have jobs increasing here.","author":"@sandycampbell1866","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","false_specificity","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"bff4a0a0-5b7f-4e3d-bb8f-343778b66151","source":"youtube","source_id":"UgxUqE7NhP4VcnkSOUx4AaABAg","content_type":"comment","title":null,"body_preview":"George covered up for the Clinton's killings in Arkansas. \nThat's all you need to know. \nClinton's on Epstein island?\nThat's Stephanopoulos. 😮","author":"@jeffmoore6279","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"6aa95136-bb9b-4ae2-bac2-3c6e58de1ba3","source":"youtube","source_id":"UgxreqOkucj5ku-JAzF4AaABAg","content_type":"comment","title":null,"body_preview":"geez oh Pete! Isn't he dead yet? Now THAT'D be reason for celebration and a f*ckiin ton of fireworks!🎆🎇","author":"@jaylineff","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"0586b80d-eb99-49f3-8e61-1e316c1136f4","source":"youtube","source_id":"UgzIy7a4el_KdYOp0Mh4AaABAg","content_type":"comment","title":null,"body_preview":"This needs fact checks. He is wrong about several easily verifiable, documented historic facts/dates…","author":"@BirdDogg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"068004fb-1799-4ed6-b0d1-67d40fcd21a4","source":"youtube","source_id":"UgwBEIJK0gotCxrueld4AaABAg","content_type":"comment","title":null,"body_preview":"Now this country needs jobs, healthcare and fixing. Get to work or get out of office. And stop wasting our money playing with Iran.","author":"@kenmtb","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"e40f26e5-3ecb-4531-98b5-a866cca2016e","source":"youtube","source_id":"UgwIGd_L4qqNmegGhwl4AaABAg","content_type":"comment","title":null,"body_preview":"My farm is going well. I slaughtered all of my female pigs and male chickens. My pigs carol, Cheryl, Christina, Katie, Kelly, chera Maryanne, and sandy are all Dead and ready for the market! I slaught","author":"@VirgilWatson-n6m","classification":"ai_generated","confidence":0.95,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","false_specificity","suspiciously_balanced","absence_of_personality"],"bot_score":0.43941537010843945,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"8d00e842-5ece-4ff0-9ecf-c53056954e5b","source":"youtube","source_id":"UgzvfIJUV1pR6rwb2il4AaABAg","content_type":"comment","title":null,"body_preview":"TRUMP IS GOING TO KILL AMERICA!  HE IS INSANE!  GOD BLESS AMERICA AND I PRAY THAT WE ALL JUST CAN BE NICE TO EACH OTHER, AND NOT BE SO HATEFUL AND DIVIDED!  TRUMP HAD MADE THIS COUNTRY SO ANGRY AND MA","author":"@justreal-2023","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"87e91901-986d-4e0e-bb3e-37bae5c60a3c","source":"youtube","source_id":"Ugw-zzhqt1Yer8kwBuF4AaABAg","content_type":"comment","title":null,"body_preview":"Whoever blesses Israel will be blessed, and whoever curses Israel will be cursed. Numbers 24:9 GNT","author":"@Patriot6269","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","absence_of_personality","human_quoting_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"3f4c552b-c3bb-4eef-ab8b-aae38b39e49a","source":"youtube","source_id":"Ugx0jZH3jt7rPRBQd754AaABAg","content_type":"comment","title":null,"body_preview":"This is a horrorshow of a government. A dark satire, a true puppetshow of the Elite's death-cult.","author":"@thedudegrowsfood284","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"ef5ffdf8-9905-4c70-b044-25a23f9c72d1","source":"youtube","source_id":"UgzfXJYgtBN--PfoQJt4AaABAg","content_type":"comment","title":null,"body_preview":"I will never see waltina white in this life nor the next.","author":"@VirgilWatson-n6m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.43941537010843945,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"3d42ce77-b8e5-40b0-9efd-73824d82f894","source":"youtube","source_id":"UgypFkhvyLrLOibuYJZ4AaABAg","content_type":"comment","title":null,"body_preview":"I love how so many veterans were highlighted this evening!!!❤","author":"@christinaaudley9872","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"5cdd0e0c-3afe-4d86-abea-03b84867dd05","source":"youtube","source_id":"UgxFb_FImJvKYFtm7LR4AaABAg","content_type":"comment","title":null,"body_preview":"Has anyone ever been on a boat that sputters and stutters. Man, I was on this Dingy Ding Bat and one day it suddenly CAPsized and disappear! The Studdering Dinghy sunk and the U.S. Navy couldn't rescu","author":"@VirgilWatson-n6m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.43941537010843945,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"db6b6a34-d8ca-47b8-ba1e-003d324954e6","source":"youtube","source_id":"UgwGpOEonGZcaKD_DB54AaABAg","content_type":"comment","title":null,"body_preview":"Im watching on YouTube because I didn't get to on TV","author":"@ElsieMadru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"906e2978-8d15-41f7-b3f1-9bbabdaae3e5","source":"youtube","source_id":"UgwVjzJ_C_McbN6-WYx4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s Read the 3rd Verse of the Spangled Banner about The Desire to Maintain Chattel Slavery in America… HYPOCRITES.","author":"@bfaceb5149","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"e5cb3329-e9b9-457d-974f-906384a4b5ef","source":"youtube","source_id":"UgzJqthrugHrlpHA2TF4AaABAg","content_type":"comment","title":null,"body_preview":"It is now the land of normalized corruption, ICE and nazi symbolism","author":"@bremstate893","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"69d1c5fe-4aa4-4665-95d2-27fd459d6747","source":"youtube","source_id":"UgwiFPMEpIyCPELngG14AaABAg","content_type":"comment","title":null,"body_preview":"Best president ever.  One who actually cares about the country.  I just wish he would shake off his Juice Box puppet masters.","author":"@JuicedMoose","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"9440ad62-2eb5-45a5-bdfb-191415111c97","source":"youtube","source_id":"UgxLMA542neFgxeD3wF4AaABAg","content_type":"comment","title":null,"body_preview":"I breed myfemale pig carol eith her piglets mal, chera and Dyheim. I am hoping to increase my pig sty! If any body want a pig to slaughter then let me know! I worked at the Koral Klutch Kamp, let me k","author":"@VirgilWatson-n6m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_personality"],"bot_score":0.43941537010843945,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"fa390e28-3032-4d98-b923-c5f119b10bbf","source":"youtube","source_id":"6MgYQnkldTA","content_type":"post","title":"Trump's speech at July 4th Freedom 250 celebration","body_preview":"President Donald Trump delivered remarks at the 250th anniversary Fourth of July celebration in Washington, DC.\n\nWatch 24/7 live news with CNN Headlines: https://bit.ly/4eIvlTr\n\n#Trump #july4th #News","author":"CNN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.22486772486772486,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6MgYQnkldTA"},{"id":"20b326f5-a592-4562-a25a-b3fdac25f117","source":"youtube","source_id":"UgzcRgX0Qj5CGtCtPR54AaABAg","content_type":"comment","title":null,"body_preview":"Congrats to NYC on your elections this year. Happy 4th!","author":"@JenK92","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"2a8c0a74-cd35-4587-bf69-67f27f57966b","source":"youtube","source_id":"UgyIU3vuAOXI3BRS87B4AaABAg","content_type":"comment","title":null,"body_preview":"Happy Independence Day 🎉🎉🎉🎉🎉🎉 America 🇺🇸  250 years old ❤","author":"@ramblingraven13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"421f0ce3-c8a9-4d3a-9ecf-89b7b69e12f5","source":"youtube","source_id":"Ugy3YqyveP8Bo6GTH7B4AaABAg","content_type":"comment","title":null,"body_preview":"Such a weird holiday, fireworks are nothing but a nuisance","author":"@xavbrando","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"f5877efe-d1f1-4d94-ac84-399ed22e9f16","source":"youtube","source_id":"UgxcBc9J3aoEB1RZHyB4AaABAg","content_type":"comment","title":null,"body_preview":"Happy Birthday America 🇺🇸 ❤I’ll always be proud to be an American","author":"@dayreesee","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"af1839eb-65ab-4eda-8821-3a5304263f35","source":"youtube","source_id":"UgzkcyeArSJve1DlJDx4AaABAg","content_type":"comment","title":null,"body_preview":"CHECK OUT THE LIGHTNING STRIKE!  Pause the video @ 48th minute 36th second mark.","author":"@TreyIndica420","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"1efbccdd-df9d-4dd9-9353-6810edc6709d","source":"youtube","source_id":"Ugx1R8ZvsOf_dJLEFEN4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks Bro for posting. Much appreciated. Happy 4th.","author":"@tonymcdonnly6492","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"1e14e570-f089-4e13-b75c-277307376442","source":"youtube","source_id":"UgyH6CcwOg8NDNkLPMt4AaABAg","content_type":"comment","title":null,"body_preview":"the should be running the mayor outta town on a rail to celebrate 250 YEARS OF AMERICA`S FREEDOM.","author":"@shawndouglas9478","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"9cc9521b-7772-47df-8fd5-31eba87624a2","source":"youtube","source_id":"UgxfMNcjqwEOKEibdWN4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you @Macy’s and NYC for the best July 4th Fireworks Celebration as always!!!🙌🏼👏🏼🇺🇸","author":"@Myline3789","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"d2a934fa-3f5a-4910-924d-a210c07628b0","source":"youtube","source_id":"UgzYxDRD8Oo1QVLBpw94AaABAg","content_type":"comment","title":null,"body_preview":"But great shots though... you just lost directive for a moment..😅","author":"@Blueheart3333","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"eaf17461-c614-472c-a4f7-d42972924337","source":"youtube","source_id":"UgwoWctuaTN9j1pzm9V4AaABAg","content_type":"comment","title":null,"body_preview":"TJE GOVERNMENT IS BLOCKING YALL\n\nNO WORRIES IM WORKING ON FREEDOM FOR Y'ALL NOW\n\nWAIT FOR MORE DISASTERS","author":"@AlisonZalahTrump","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3423574383411006,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"1da14883-5a80-438e-b986-fde6e1616e6f","source":"youtube","source_id":"eXYJQHRz5as","content_type":"post","title":"Macy's 4th of July Fireworks in NYC","body_preview":"Tune in to watch the epic Macy's fireworks display over the Hudson River in New York City! The show will see 85,000 fireworks shells launched in just 25 minutes. It will surely be a blast! 🎆🎇\n\nLive co","author":"New York Post","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","list_heavy_advice"],"bot_score":0.3921055102541864,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eXYJQHRz5as"},{"id":"2d577e46-819d-4b91-984b-7b6f62df6854","source":"youtube","source_id":"UgylWN9hW1msEfrVkjh4AaABAg","content_type":"comment","title":null,"body_preview":"WTF. This is definitely wrong. I hope she gets a pardon.😢","author":"@BrendaWhite-n1s","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"6a14b017-1096-42f1-aea5-ee4ab1ba904a","source":"youtube","source_id":"UgxwYB8MMXcBKOVhZyt4AaABAg","content_type":"comment","title":null,"body_preview":"The only cheaters are Republicans.\nTime to get rid of them forever.","author":"@BenjaminJones-y4h","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"c1f9741a-bd20-4fa6-b181-af23abdcd0b9","source":"youtube","source_id":"Ugwmvdp9v_z_qGhHrrR4AaABAg","content_type":"comment","title":null,"body_preview":"Lieing felon dumbatrumpstien, jail him for and the lieing Republican puppets","author":"@Scottzo-n1o","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"c9cdf976-4ae2-46b3-99ab-15e6b206a930","source":"youtube","source_id":"UgzhfnsbT-HdDZhfJRl4AaABAg","content_type":"comment","title":null,"body_preview":"You forgot to say their other common; old white men.","author":"@Bellca-s9k","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"d2b725ef-0629-4435-9f4b-e9a18ad04bc3","source":"youtube","source_id":"UgzD8oyZ-i5nWPlS1194AaABAg","content_type":"comment","title":null,"body_preview":"Why doesn't crooked Fox news cover this the dumbatrumpstien mouth piece liars","author":"@Scottzo-n1o","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"30913365-62c9-4e5e-ac74-b9fa09385cc0","source":"youtube","source_id":"UgxvQxryTpSOM5bcXHJ4AaABAg","content_type":"comment","title":null,"body_preview":"Great vid keep up the good work and spread the truth","author":"@Scottzo-n1o","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"9e689b34-3bf6-46be-8b53-b4a66419f1f9","source":"youtube","source_id":"UgwrfB7bbOUSluwIY614AaABAg","content_type":"comment","title":null,"body_preview":"About the only differences i can see is that the four men are white, actually vommitted voter fraud, and are Republicans.\nWhereas Moses is a black woman.  What crime prohibits a person from voting whe","author":"@johngraham-kn8uf","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"f8ffd98e-2c40-4368-beee-48f22b205e50","source":"youtube","source_id":"Ugz6GERU4AlUtVsKkAl4AaABAg","content_type":"comment","title":null,"body_preview":"I'm so over this injustice. It's just so infuriating.","author":"@cindyfoster1351","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"2dbb525e-3e7a-474a-9bbb-de28640fc861","source":"youtube","source_id":"UgywjuOhja_Vy8WjhR54AaABAg","content_type":"comment","title":null,"body_preview":"And president still asked for 11,000 votes somewhere","author":"@user-yj2bb6io8p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"8e8b146d-2121-428f-9688-c3a13f748107","source":"youtube","source_id":"UgwsC1Vrn6dw3J46q6d4AaABAg","content_type":"comment","title":null,"body_preview":"There was no criminal intent behind what she did. She was led to believe that she could still vote. This is disgraceful and this woman needs to have her conviction overturned immediately.","author":"@Craig-j8i","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","over_qualification","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"dd2a3090-8bdc-4b25-aa83-0c1c23fc5494","source":"youtube","source_id":"UgxotP1IbjfqlhH2E3Z4AaABAg","content_type":"comment","title":null,"body_preview":"Let me guess she's not a Republican while being also black. This is insane! This poor woman.","author":"@Woolybergus","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.578021978021978,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"4feda0ea-7ae5-4ea6-b639-abf0a8d7e152","source":"youtube","source_id":"Ugx0f8t7ud0sC1P0ltB4AaABAg","content_type":"comment","title":null,"body_preview":"She is a young black woman. Not wealthy, follow the Benjamins.","author":"@joylarson9040","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","potential_cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"08fb175c-e933-4231-9f17-32c86239f73c","source":"youtube","source_id":"Ugy43q3m7tdij_edJxt4AaABAg","content_type":"comment","title":null,"body_preview":"Where is the petition to help her get out? I want to lift my voice and do my civic duty. Can anyone guide me?","author":"@EddieJones-n7r","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"533166ec-34b2-460b-9073-0cc3f5eac04c","source":"youtube","source_id":"Ugy9bABVp5_6S5-THdR4AaABAg","content_type":"comment","title":null,"body_preview":"The difference is I noticed she's black and she's female and she's not a Republican","author":"@sandyago4735","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"fcad314c-6458-428a-883e-8f51d6d76b4b","source":"youtube","source_id":"UgyZ-MQDPPMoKqTtDFd4AaABAg","content_type":"comment","title":null,"body_preview":"Those 4 \"white, male Repubi-cons\" EACH need 6 years in jail (OR MORE!)  THEY actually & knowingly did the crimes! \nShe, on the other hand needs to be released immediately as she was legally told she C","author":"@powerpaul08","classification":"human_created","confidence":0.82,"indicators":["strong_political_opinion","authentic_frustration","platform_native_style","imperfect_expression","absence_of_hedging","niche_cultural_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"3b8882c2-0697-4b31-b219-1c87cc0d6815","source":"youtube","source_id":"UgzGfRJVL_HkqJR90Zt4AaABAg","content_type":"comment","title":null,"body_preview":"In the USA, there are two systems of justice. One for white reach is a pat on the hand and one for black with the full rigor of the law. Viva America!","author":"@Yvon-i7t","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","sarcasm"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"d44d1b00-065c-4062-8199-93e616cea4c0","source":"youtube","source_id":"UgwQK92oW0CKciCnE9N4AaABAg","content_type":"comment","title":null,"body_preview":"Wait, so she didn't even vote she was just trying to register? So she gets landed with 6 years in prison, but these other dudes who ACTUALLY voted got at most 3 days!? Someone make it make sense....","author":"@caniusdirus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"901f9bce-ed64-4de0-a64f-072990f6f5ea","source":"youtube","source_id":"pTniW8fL8qs","content_type":"post","title":"They told her she could vote","body_preview":"Duet with: https://www.tiktok.com/@gw133.415\n#duet #vote #voterfraud #fraud #voter #voting #election #illegal #ballot #maga #trumpsupporters #republicans \n\nIf you have the means and want to support Ha","author":"Hawk's Podcasts / mdg650hawk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pTniW8fL8qs"},{"id":"22687793-71ca-4df6-8f71-5bafc7ff8631","source":"youtube","source_id":"UgzD84bfefpwSJtkGwF4AaABAg","content_type":"comment","title":null,"body_preview":"The only ones making a profit out of this whole mess are lawyers and other youtubers.","author":"@Fry_tag","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"28327b58-d954-4507-bdbc-fbab1b06fca2","source":"youtube","source_id":"UgyK2hjrTDTEGL5wsk14AaABAg","content_type":"comment","title":null,"body_preview":"Is there any universe in which the state judge suffers any consequences for the gross handling of the case so far?","author":"@OhMeGaGS","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"186ea57f-3e8a-4a50-b1c8-432604ce1c5b","source":"youtube","source_id":"Ugy794rfGGXaYmWs9Y14AaABAg","content_type":"comment","title":null,"body_preview":"How much unconstitutional stuff have we already seen this company do. It seems like they're using connections to bypass legal steps that should be taken, without receiving any backlash from it eg, fil","author":"@FutileBat","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"bdb78f76-101d-45b6-bbda-70d9b222869e","source":"youtube","source_id":"UgzDIAn7Vr2OA-z5neR4AaABAg","content_type":"comment","title":null,"body_preview":"This was a good update and discussion, but he talks so fast I can hardly ingest that much information at that rate.  Is this video speeded up?  It feels like I'm the Enterprise computer in the Star Tr","author":"@xxblkx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"b18489cf-1e29-46ac-8603-659825a4a889","source":"youtube","source_id":"UgyoxOLSAEU-p4ao46B4AaABAg","content_type":"comment","title":null,"body_preview":"I love how the tro is unconstitutional but they can do it anyway. Our entire government runs on the honor system it seems.","author":"@R0fIwaffles","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"8e9e197e-3c20-427a-98e7-5063e6b0cc16","source":"youtube","source_id":"UgznooiicZ-50M86GA54AaABAg","content_type":"comment","title":null,"body_preview":"Apropos of nothing, but since the vast majority of preachers/theists believe that the vast majority of preachers/theists are either honestly incorrect or actively lying, no religious organization shou","author":"@lnsflare1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"b963cbcd-f041-4880-bd98-58c86d80f91d","source":"youtube","source_id":"UgzzRaQfRYCd5WskKRx4AaABAg","content_type":"comment","title":null,"body_preview":"How does a lawsuit about legos get to the point of exposing corruption","author":"@Cooper_Salad","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"819eea64-99f8-4e30-a2a3-67835c45c95e","source":"youtube","source_id":"Ugy3LbCBZ_mnPxkCqn14AaABAg","content_type":"comment","title":null,"body_preview":"I love that in the accusations seen by BAM in this federal case there is no mention of their accusations that Ben was \"threatening to kill people\"... Hmm seems like a way more relevant threat to menti","author":"@DerrickBarrows","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"b83ba225-9c35-4295-a52c-4e36d7aeac92","source":"youtube","source_id":"UgwuiH7zegw1fL75rIx4AaABAg","content_type":"comment","title":null,"body_preview":"Is the whole state of Utah court system corrupt you can’t","author":"@clipaflipa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"e6173ae8-f887-411a-9dc4-7be71cd6d365","source":"youtube","source_id":"UgwoDYelPMbWxuyG5AF4AaABAg","content_type":"comment","title":null,"body_preview":"I've never seen such obvious coercion /corruption  by Police-Judge to protect unclean hands of Businesses.","author":"@samdover4806","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"5bd50749-dea7-48b5-b0b8-37acc2e5c419","source":"youtube","source_id":"UgxH2Tb1N_F0N0_330R4AaABAg","content_type":"comment","title":null,"body_preview":"Seems the Mormon Magic Underwear Mafia is vertically integrated in Utah..","author":"@Heinrich_Von_Schnellfahrer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"5bc36e04-89a7-4b53-8479-f2ba1ec1dd7e","source":"youtube","source_id":"UgxQJl_w6LkR9yFDO5t4AaABAg","content_type":"comment","title":null,"body_preview":"that is what happens when you have a mafia justice system.... there is no justice for lawful citizens to point our unlawful or wrong constitutional bully's ... except for to big to fail injustice like","author":"@quackusnobudios8457","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"8ec15e3d-c9d9-4f2c-b334-805031565051","source":"youtube","source_id":"UgyUu_ZG-YadWRytt4h4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine if muslims, jews or any other religion took over an entire american state in an attempt to : \n- Legalise their religous beleifs into law\n- Create their own courts filled with only those loyal ","author":"@roxannedufresne6804","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"f60b8c30-15bd-461f-a5fa-3d7962a132f6","source":"youtube","source_id":"UgyNRbf5gg1Yj_KnygN4AaABAg","content_type":"comment","title":null,"body_preview":"i do think ben's rights have been infringed upon and that the police and larger system have been obviously corrupt and biased in this whole situation, but at the same time i think ben's involvement ma","author":"@nevvgameplus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"bf8d7ac7-f0f1-4de8-852d-217e217a7043","source":"youtube","source_id":"Ugyu8J0eTQj16Y1QFjl4AaABAg","content_type":"comment","title":null,"body_preview":"his problem is hes not mormon but the guy who bought the store is so the local police and judges will never be unbiased","author":"@SisPackAbs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"2bb15ddd-8894-427f-8769-f6a839ba4d14","source":"youtube","source_id":"UgyNJnw2xSNsFA9Z8OZ4AaABAg","content_type":"comment","title":null,"body_preview":"Dude all of Utah needs to be investigated. These judges. These cops. All of them need to do time in prison for collusion","author":"@JuanM.Rodriguez1031","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.4588275160962384,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"934a0869-a628-44a4-b9b8-cfc62b1a3ed0","source":"youtube","source_id":"Ugxj15ss31x6FXIta-t4AaABAg","content_type":"comment","title":null,"body_preview":"Has anyone looked into the Oregon police corruption?  All talk is on AFPD and people seem to forget the Oregon police too","author":"@SolomonMagnus819","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"d9e03c45-c657-481f-84c2-2eb207bbf024","source":"youtube","source_id":"Ugwuc_ip65DZ58WJhLt4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t think these judges put as much reverence on the 1st amendment as you make it sound like they do.  That Utah judge shut Ben’s freedom of speech down, literally with no questions asked, all beca","author":"@jasonwilly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"c3944f8e-8f71-4878-aebc-e6b88e178812","source":"youtube","source_id":"UgxVonm4F-J5Qufih054AaABAg","content_type":"comment","title":null,"body_preview":"How much of this wouldn't have happened if Ben was the same age as the others involved on the other side of this case? I find it terrible that they rely on \"kids\" not having lawyers","author":"@DaisyChain808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"eab24915-0203-4395-9b4d-b1a52226bbf5","source":"youtube","source_id":"UgwjmkMUNti45ScrE8F4AaABAg","content_type":"comment","title":null,"body_preview":"I hope Ben wins! Bricks & Minifigs have been some serious assholes about this.","author":"@LaughOftenAndAtYourself","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"285be0ea-5c6e-4964-a73b-4b7be5b32afb","source":"youtube","source_id":"Ugz3YJXKTxC0EDzQT-J4AaABAg","content_type":"comment","title":null,"body_preview":"0:57  Even if it wasn't his job,  being silenced from being able to speak is inherently a harm. \nThat's why our constitution considers speech a right.   \nBetter justify a more important harm to defend","author":"@anthonypc-248","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"4b9001c1-47b2-4097-9273-06c618f1fd09","source":"youtube","source_id":"UgxGp2r2ZdVxq7Dl7Z14AaABAg","content_type":"comment","title":null,"body_preview":"I love how you're making a video about this and making legal mindset look like a knobhead... 😂","author":"@BrockSamsonite","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"08cdae7d-aaa1-4df0-bec9-8a3225f8bb88","source":"youtube","source_id":"UgwfRELxRiDCehVHvRV4AaABAg","content_type":"comment","title":null,"body_preview":"Lawsuits can solve a lot of problems; the own-goal reputational damage to BAM isn’t one of them. 📰 Go to https://ground.news/legaleagle to get 40% off unlimited access to the news tool I actually trus","author":"@LegalEagle","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oWKmaXP0usk"},{"id":"041e36b8-6f96-467e-9e87-0fd3260e5e1a","source":"youtube","source_id":"oWKmaXP0usk","content_type":"post","title":"Reckless Ben Goes To Federal Court","body_preview":"The tables have turned in the Bricks & Minifigs v. 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Debe acabarse el olvido histórico...😢","author":"@mayravizcuna6559","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"93768ffc-332a-459b-b0cb-7e19d5a4ade6","source":"youtube","source_id":"UgzOIWDsfSzAkKPgUAt4AaABAg","content_type":"comment","title":null,"body_preview":"Politiquería no les importa la humanidad sino sus bolsillos","author":"@anaistorres7617","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"5cc70f54-e3e3-4c2e-bf70-6b4006835101","source":"youtube","source_id":"UgyD9rhGnvXzh9dlWyV4AaABAg","content_type":"comment","title":null,"body_preview":"Por todos lados se ve la asquerosa corrupcion de esos numerales corruptos.","author":"@aidaenriquez2052","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"ad45bb05-291b-4163-b90f-0eeadc6c83d3","source":"youtube","source_id":"UgzKTnCxb3FnlPAbdt14AaABAg","content_type":"comment","title":null,"body_preview":"Dejen de hablar, ayuden que es lo que necesitan, críticas, en éste momento, no está  en en primer lugar","author":"@JuliaSánchez-r5w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"a403ecdc-4116-4bf1-adce-ba8b02e24781","source":"youtube","source_id":"Ugwr3DDj3brnmiSZyaJ4AaABAg","content_type":"comment","title":null,"body_preview":"TANTA CHACHARA......PORQ NO DICE Q LOS EDIFICIOS LOS HICIERON DE HICOPOR !!!","author":"@adrianazapata8144","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"67cd96d3-7e41-4c0b-834b-9aa6a7ebde4d","source":"youtube","source_id":"UgyzbIciuD5OZv5Xwyx4AaABAg","content_type":"comment","title":null,"body_preview":"No. Comparen en México puede ser porque era puro. Ladrón en los gobiernos de ese tiempo, pero no hay que olvidar la magnitud del temblor. Hoy no se vale que aprovechen las diferencias políticas y culp","author":"@blancaaliciamayorgavazquez5226","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"b2fe8f57-693c-4580-8875-b2560a916423","source":"youtube","source_id":"Ugxr7ONyolZ6SjwQRrh4AaABAg","content_type":"comment","title":null,"body_preview":"Y los hoteles q se derrumbaron tambien eran hechos por el gobierno o particulares y aparte fueron dos terremotos muy grandes","author":"@mariaesthergarnicazuniga4046","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"762d473f-9bcc-44de-b1e0-946a8e31a551","source":"youtube","source_id":"UgwzmtsLI7akS2_T6Lt4AaABAg","content_type":"comment","title":null,"body_preview":"A la carcel TODOS......ladrones, que poca conciencia.!!!!!!","author":"@juanitajimenez537","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"c19b108e-c5c4-4ae1-b7fb-1826f42fb728","source":"youtube","source_id":"Ugxha4NmASFJa1K0YFV4AaABAg","content_type":"comment","title":null,"body_preview":"Se callejón todo lo que ellos hicieron y en zona no buena","author":"@rosalindaarevalorendon5744","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"a7e6f880-8493-43cc-a510-117f610d0fa8","source":"youtube","source_id":"Ugx9gt3pcAfN_SeqJ5x4AaABAg","content_type":"comment","title":null,"body_preview":"Estilo el segundo piso de Claudia. Todo lo de su padre putativo Obrador se cae o destruye","author":"@elmerefrainsolisalmanza1885","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"b7f9911f-1e75-4649-a20b-af2c01fdbf4f","source":"youtube","source_id":"UgxXsC8RzHepGS__q3F4AaABAg","content_type":"comment","title":null,"body_preview":"🤔 oye que suelo, ni suelo, se robaron la varilla y el semento, por eso se cayó 😌","author":"@henrrylabul7186","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"814f41d3-5746-4d22-a125-552b09bba8ed","source":"youtube","source_id":"Ugy9G0sZK8Gi2X5QFpJ4AaABAg","content_type":"comment","title":null,"body_preview":"No es porque esté hecha la obra o la casa con materiales de mala calidad es porque les gusta vivir en un rascacielos Y eso es peligroso porque están en las alturas ese es el problema no es por la cali","author":"@lunitagarcia-j8r","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"5d37d6eb-a7b9-48fb-82c0-4fb6d5b2ac15","source":"youtube","source_id":"UgyozkhNPyRaV-odlSt4AaABAg","content_type":"comment","title":null,"body_preview":"Si pero no fueron las que mando hacer chavez porque las hizo ninguna se cayó así que habla la  verdad eso eran edificios privados embustero tu crees que la gente es ciega","author":"@SantaCardozo-bg8dv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"ca1b2bf0-7911-4936-9b5b-53565796b67a","source":"youtube","source_id":"Ugxy-JCNc8OemCfC36d4AaABAg","content_type":"comment","title":null,"body_preview":"Por lo menos Hugo Chavez les dio una vivienda digna, los terremotos son muy raros en Venezuela, les hacia falta ormigon, se ve que utilizaron en la mayoria de edificios no se desplomaron solo los prim","author":"@morayoung3183","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"69b38d0c-cc7a-404c-a1b1-c3fff064dbb6","source":"youtube","source_id":"Ugyqh8Fy6dQVxNsCTaZ4AaABAg","content_type":"comment","title":null,"body_preview":"Investiga y no difundas mentiras de las viviendas construidas y entregadas por el gobierno nacional  solo el 2.7% de las que se derrumbaron el resto fueron construidas por el sector privado. Investiga","author":"@maritzaderivero7343","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","lack_of_personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"2b2b5b48-0719-422f-8f0d-ec6eaf91fe9c","source":"youtube","source_id":"UgyHZ4JQDQj8kMfroAV4AaABAg","content_type":"comment","title":null,"body_preview":"Les va salir más caro el caldo que las albóndigas, que paguen los que tengan que pagar, justicia para las familias afectadas.","author":"@ElenaRamirez-j3u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"ceebbb2f-343b-4f29-b784-7635bfd44371","source":"youtube","source_id":"UgzbfmqEOJbK3uIm-aN4AaABAg","content_type":"comment","title":null,"body_preview":"Mmg nada de eso es cierto.mas del 80% fue construcción privada embusteros","author":"@jesusveraza7083","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"98c41441-6298-4066-af42-c7a726a3e49a","source":"youtube","source_id":"UgxOmm-1QqtuOkpfo2N4AaABAg","content_type":"comment","title":null,"body_preview":"EEsto solo pasa en los regímenes comunistas donde nada es verdad solo las metas son con fines politicos","author":"@SabinaMarrero-s5k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"1d0bfdd4-6d92-4599-bcd6-ece4a7d7186e","source":"youtube","source_id":"UgzjNFXTYaQz9NEyE-R4AaABAg","content_type":"comment","title":null,"body_preview":"No digan, Chaves ya está muerto y Maduro secuestrado por EU.\nEn México paso lo mismo y las construcciones se hicieron mejor despues de 1985.\nNo le tirén tanto dos terremotos es muy difícil que no haya","author":"@mariadelourdesperezguerrer5465","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"0f497970-ec18-4bcd-9c59-d3e3553c0685","source":"youtube","source_id":"0agksSuLMZA","content_type":"post","title":"El oscuro secreto detrás de las viviendas entregadas por el régimen venezolano","body_preview":"El colapso de cientos de edificios reabrió el debate sobre la calidad de las construcciones, las denuncias de corrupción y las presuntas irregularidades que rodearon uno de los proyectos de vivienda m","author":"Basthions","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0agksSuLMZA"},{"id":"725078a2-e48c-4385-9cbf-6e586370e770","source":"youtube","source_id":"UgwAGuZhW1ddAWCA3-d4AaABAg","content_type":"comment","title":null,"body_preview":"How pathetically small is he that he is sooooo obsessed about size in everything. Someone please tell him doctors can give him injections to make him a \"big boy\" so we the people don't have to suffer ","author":"@hoklau1936","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"5573fa84-9cbb-42fb-b4ce-aa5e0d339639","source":"youtube","source_id":"UgyiPQ579ck5ZkT-qd54AaABAg","content_type":"comment","title":null,"body_preview":"The baby in chief is unhappy. Someone bring him his soosoo","author":"@davidafriend","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"ab103757-d3de-47ed-a4a3-fe0b3bea0445","source":"youtube","source_id":"UgzDziYesfUMblP5b814AaABAg","content_type":"comment","title":null,"body_preview":"I love when wannabe journalists use the term \"WE were told\" or \" SOMEONE said \". But never say who WE or SOMEONE is. Nore the time of day or location. Could have been some homeless person on the stree","author":"@Uvoted4this","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"dada790f-15a8-47d9-a067-ecacae4e2a52","source":"youtube","source_id":"UgwcecrD3sDjbYXG1kR4AaABAg","content_type":"comment","title":null,"body_preview":"Same thing as giving candy to a toddler having a tantrum tbh","author":"@LikeIGiveADuck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"673ac695-5e0a-4430-9a00-3edb9b3397dd","source":"youtube","source_id":"UgxbPcgb5NzI3jRnFTt4AaABAg","content_type":"comment","title":null,"body_preview":"Why diz bimbo again, loserfrom cnn go ask eric salwell n interview him demo rat darling 😂","author":"@sundasilat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"f03a6882-069c-4d15-a341-b800d657792d","source":"youtube","source_id":"Ugy4geF9nj6i0Lu1ej94AaABAg","content_type":"comment","title":null,"body_preview":"The state of our nation is just so sad to me. How can so called\" Christians\" support this administration 😢😢😢😢","author":"@dianenegron5958","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"437147d7-f22c-4547-89b4-71103c2f9382","source":"youtube","source_id":"UgwJX1ZibeKQFjdoD0F4AaABAg","content_type":"comment","title":null,"body_preview":"Like a bratty child who didn’t get what he wanted on his birthday.","author":"@JMSNLTF","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"3debd8d9-7d7d-4745-a282-02822b637dd1","source":"youtube","source_id":"UgxGxxoY1SFsVWPi7iB4AaABAg","content_type":"comment","title":null,"body_preview":"Maybe trump needs to do what biden and harris did and bus them in and pay them.","author":"@yogibear4682","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"d6dde2eb-7c73-4323-88be-1dfe2811e0c9","source":"youtube","source_id":"UgzoQdOTrxYYhWw5nJ94AaABAg","content_type":"comment","title":null,"body_preview":"The funniest part about this is that photo is the most densely packed image I've seen of this event","author":"@randymckay4389","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"4311b60a-3f77-49eb-9c16-6fd2f9444c17","source":"youtube","source_id":"UgzJgGWxfUv3-xSNcV14AaABAg","content_type":"comment","title":null,"body_preview":"Lol  There he goes acting like a spoiled rotten kid sgsin. USA is sick of him already. Go to jail already!","author":"@JuanitaMendoza-j3o","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"041391d2-bde9-43a9-8bc8-0e99729b0366","source":"youtube","source_id":"Ugzz5fVDEIIcDGS2FsB4AaABAg","content_type":"comment","title":null,"body_preview":"diaper had a tantrum, NO, I DONT BELIEVE IT!😂😂😂😂😂😂","author":"@johndevito9044","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"67bc6b39-7d30-4ea5-aa3f-4df397e2abd2","source":"youtube","source_id":"UgwW5hqaWjidBqm7WaB4AaABAg","content_type":"comment","title":null,"body_preview":"Only CNN, take a picture at 4am and say there is no crowd..  Give me a break!!","author":"@georgearchambault6185","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"49517884-562d-4244-9610-6394946a1d46","source":"youtube","source_id":"UgyRYK3iF3nwOrFhRKB4AaABAg","content_type":"comment","title":null,"body_preview":"Curious to see how many would show up at his funeral","author":"@alazyfrog5969","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"d173719c-0d4e-465b-a4f3-2271476a0796","source":"youtube","source_id":"UgxHIvOn_Ozbt1Fu6dh4AaABAg","content_type":"comment","title":null,"body_preview":"If you delete them... it never happened.  Thats the MAGA Cult primary rule.","author":"@iandalcourt3384","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"d7286842-7c94-4d1b-bfe5-20637d105f30","source":"youtube","source_id":"UgyReG_-esAvfPBrsyJ4AaABAg","content_type":"comment","title":null,"body_preview":"Well personally I'm an independent in the 4th of July last night. our 250 years independent. it  was the greatest one I've ever had. Not like those Democratic Governors and mayors that refused to cele","author":"@ElijuTorres","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"4be54154-0aa2-437a-b55c-4d67c4d479be","source":"youtube","source_id":"UgykpObHbtvERhzvxqJ4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine how upset he must be over the E Files then...","author":"@NerdStuffGaming","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"0066f51a-7b41-4101-8956-bd4f3f0244b8","source":"youtube","source_id":"UgzvJbzP9dQ00TMekqd4AaABAg","content_type":"comment","title":null,"body_preview":"Cnn such liars. Place was packed. You showed the days before.","author":"@davemiller1593","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"f745c724-b66b-4d57-8c05-529c14524745","source":"youtube","source_id":"fZUmd6Uo29Y","content_type":"post","title":"Trump Fair Crowd Photos Deleted","body_preview":"Trump claimed 45,000 people attended his ‘packed’ Great American State Fair rally, but independent media estimates put turnout closer to 1,000.","author":"NowThis Impact","classification":"human_created","confidence":0.7,"indicators":["reporting_discrepancy","concise_reporting"],"bot_score":0.24961210300289932,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fZUmd6Uo29Y"},{"id":"581e3b46-214d-45de-91ad-e4f8d5f4bb79","source":"youtube","source_id":"UgyMwzLmjCLIqE225nB4AaABAg","content_type":"comment","title":null,"body_preview":"This cop had a bad night with his wife , so still he s...... Activity not yet cool down 😂","author":"@MKhan-zr7rv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"c741252e-466f-4efd-97d1-28b9626e1cf3","source":"youtube","source_id":"UgykrRhFMI6ft5ZMLFt4AaABAg","content_type":"comment","title":null,"body_preview":"American police .... Same as their citizens... Full of violence","author":"@lalsaa","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.5677655677655676,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"860f4f9c-bfc3-429f-a297-123e8ffac251","source":"youtube","source_id":"Ugw9d184o-00BHrAGdh4AaABAg","content_type":"comment","title":null,"body_preview":"Look at this idiot called police reaching for his gun to shoot ...Looks like the daily lives of Minority Americans is terrifying","author":"@lalsaa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5677655677655676,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"c5a69742-c76e-4661-b18a-3a43dd0fefcb","source":"youtube","source_id":"UgxSPZ8sRrl5KXaue2t4AaABAg","content_type":"comment","title":null,"body_preview":"I hope the mayor and police chief of Dallas are not enjoying this negative press.","author":"@mikecumbo7531","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"a5398194-4ef0-41a7-87fb-e8e826d0e72f","source":"youtube","source_id":"UgznR01x-CUE73gWnhp4AaABAg","content_type":"comment","title":null,"body_preview":"What triggered the cop?  Why was he trying to stop the guy?","author":"@themosaito","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"2f5aad96-9776-420b-9bc2-44359782864f","source":"youtube","source_id":"UgzJvZz-py59KxC8aXh4AaABAg","content_type":"comment","title":null,"body_preview":"This is the worst world cup in football history. I don't even care who wins it like I use to before.","author":"@mohammedpatel5155","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"3eeb0b02-844c-4172-bf47-902da77cf295","source":"youtube","source_id":"UgwdUwZ4gJhqejlc-Cx4AaABAg","content_type":"comment","title":null,"body_preview":"Talk about hate and genocide and siding with isreal hey","author":"@nhH60DSTA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"505a0af8-3129-420c-bb21-93c5e838037c","source":"youtube","source_id":"UgzQQskJ5QwebM3ajSJ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't get it. Why was that policeman so mad, he walked up already mad. He got a big old but for a man lol.","author":"@savoyaepps646","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"fb125396-bedb-435b-9d92-abfd7b7beaa1","source":"youtube","source_id":"Ugx4HGFHrEI771EGNKR4AaABAg","content_type":"comment","title":null,"body_preview":"Most of the White American Police Officers are Stupid.","author":"@SimplySatisfying-YT","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"3f09a983-63c3-4c72-bca7-47500a98ca7f","source":"youtube","source_id":"UgzSYBzgTbeWeC18y154AaABAg","content_type":"comment","title":null,"body_preview":"The mutt didn’t have his bacon today his wife left him with cereal instead 😂","author":"@jakblack1744","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"fa6d1079-703e-499a-b946-3cd11092c5fe","source":"youtube","source_id":"UgxbbpXzO_QeKpYr1HZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trying to dissuade Egyptians from coming to the United States.\nEarth Belongs to the Almighty","author":"@Singapoor.1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"bc8fd8c6-b4ee-48d8-972c-40d0ccdeec00","source":"youtube","source_id":"UgwoT8NPdy4iJhycV4t4AaABAg","content_type":"comment","title":null,"body_preview":"What a complete embarrassment! That child will now see cops as violent aggressors. Good job DPD.","author":"@hello-nekoh","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"7e7e2a0d-92b8-4a44-b8de-4dc39744f372","source":"youtube","source_id":"UgxxpN5vsHT6NKcw30d4AaABAg","content_type":"comment","title":null,"body_preview":"Donald Trumps America. Welcome to the conversation Brown people. No disrespect. But what did y’all think WE’ve been talking about!?! This is heinous. Racist. Yes!","author":"@randihigginbotham5070","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"ea879797-25bb-4ddb-8bee-846794ac14c0","source":"youtube","source_id":"UgzzHkMoO3KTHruM6_p4AaABAg","content_type":"comment","title":null,"body_preview":"These White men with the illusion of power are really looking dangerous.","author":"@TrillVilla5","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"17a0b185-d1a3-41d8-918c-5b9508b49fd4","source":"youtube","source_id":"UgxTaLCE0wEHMizFefd4AaABAg","content_type":"comment","title":null,"body_preview":"They call this the greatest world cup ever? What a joke...","author":"@DAKESIS17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"03fb1b2f-fc4d-414b-bf76-dff2f7336cb2","source":"youtube","source_id":"UgzuZWgfaoKd84cpk2R4AaABAg","content_type":"comment","title":null,"body_preview":"American P£D😂 hating on people showing true love to young kids 😂😂😂😂 what a m0r0n","author":"@michaelfayombo6370","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"4d9caf7e-11c8-46f1-972c-959098deea3d","source":"youtube","source_id":"UgxJIXWYaPLL0CQjEqt4AaABAg","content_type":"comment","title":null,"body_preview":"Don't make things messy with the bloodlines of pharaoh! 😲","author":"@adamssider9879","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"97103ced-a606-483b-aee1-a8a7a94cae25","source":"youtube","source_id":"UgxxMAIsm0g-a8c6pTd4AaABAg","content_type":"comment","title":null,"body_preview":"What's qrong with American £p$tein m0r0n? Chill tha F Up! In SA, Brazil, Qatar even Russia, we don't see the cop acting like American pigs","author":"@michaelfayombo6370","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BYg6R0gbLrM"},{"id":"548639ba-21c1-4bbd-bff8-f86ee63fd6cd","source":"youtube","source_id":"BYg6R0gbLrM","content_type":"post","title":"US Police staff spark altercation with Egyptian players posing with fans | AJ #shorts","body_preview":"US Police sparked a confrontation with Egypt's national team director Ibrahim Hassan, as players posed for a photo with a young fan at their hotel in Dallas. 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obvio?","author":"@Carlos-p9w8x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hGL_ije8qCA"},{"id":"8227065b-09fc-4080-ad43-318cd4c49c30","source":"youtube","source_id":"UgxLmOKPU0JSpSZlHvR4AaABAg","content_type":"comment","title":null,"body_preview":"jaja youtube de cuarta, \"el trato\" le dice, a la falta de respeto de no dejar descansar a los jugadores de ecuador. sos una verguenza machico","author":"@skaguzten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal 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And no  one complained about having to show photo ID.","author":"@anniet9981","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"d7a99c6e-87c4-4c94-b110-c2cf85246e44","source":"youtube","source_id":"Ugx6kHs8OWwQHf6qjT14AaABAg","content_type":"comment","title":null,"body_preview":"Still waiting to Ellen Degeneres and Harry Styles 🤔","author":"@autopilot6942","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"4318420b-54f5-48c4-ad0b-19e2473053cd","source":"youtube","source_id":"Ugx0qpatB_SK85qq0Wl4AaABAg","content_type":"comment","title":null,"body_preview":"That one lady said I came all this way to see this wedding, but she was standing outside the arena, lol.","author":"@jmpowers83","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"abd2a037-683b-49c6-b0df-d898884aeb49","source":"youtube","source_id":"UgzDEkJlXL_U_-84rtV4AaABAg","content_type":"comment","title":null,"body_preview":"😂 overrated AF , i can't believe people drove so far to stand outside like morons... we are definitely in trouble","author":"@jasonhowland3689","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"955bf8c9-acb0-4c43-81bb-18d66a0b8740","source":"youtube","source_id":"Ugyphgh6q1itvJaC44h4AaABAg","content_type":"comment","title":null,"body_preview":"Vegas betting is going crazy betting on how long this will last","author":"@arthurbrumagem3844","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"cc6e8e8a-fdaf-40ba-9000-4a4a9ec7afbd","source":"youtube","source_id":"UgyLQXHkdm9VfrDb5vJ4AaABAg","content_type":"comment","title":null,"body_preview":"why are you so worried about what people think about you and your friend blake with out friends you have nothing sad that you are so worried what people will think","author":"@GaryGladish","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"f704fc0e-7353-4368-85e3-d100cb590f1c","source":"youtube","source_id":"Ugw1EBnhZCFiBpHNOeR4AaABAg","content_type":"comment","title":null,"body_preview":"This lady drove from indiana for this spectacle? good grief. \"marry me, america. you'll never have to be alone. george washington will be the prince. lady liberty will be the princess. It's an all-ame","author":"@kennethlopez6527","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"73d32fa9-ecab-4835-b8a2-e891e15c974e","source":"youtube","source_id":"UgzMVZ3Q2Wh00tD__Pp4AaABAg","content_type":"comment","title":null,"body_preview":"I'm not a swift fan but i do feel bad for the ones who do I can't believe she let her fans hanging and not including them in this","author":"@charger8020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"212c0a5c-31f2-4f51-b3b1-4ab86331dd20","source":"youtube","source_id":"UgxyjQh1CHzK234sgv14AaABAg","content_type":"comment","title":null,"body_preview":"Congratulations to the newly weds. Sending prayers and good vibes ❤❤","author":"@DeborahAlbery-p9u","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"5b061bd3-06bf-43a6-946f-df79ff763aff","source":"youtube","source_id":"Ugw3deaAsNGWtSJoiZV4AaABAg","content_type":"comment","title":null,"body_preview":"Taylor and Travis are Christian. Why a civil (secular) wedding? Isn’t it important to include God as a participant? 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A worker during setup  lost his job because Queen Taylor found out he took a photo of something he wasn’t supposed to.  And I bet she doesn’t even care","author":"@jakerusty123","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"98fd55f5-e124-48fc-bfe2-5b07a69e7bfd","source":"youtube","source_id":"Ugzr5sj-6D8nqEPd6ux4AaABAg","content_type":"comment","title":null,"body_preview":"If I had their money and fame, I would have the smallest destination wedding somewhere amazing! It would just immediately family and close friends.","author":"@kathleenyoung9486","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"a53d5125-2b8c-4dc9-9686-39438ae3df48","source":"youtube","source_id":"UgwXckBOYhYXbGx2SlZ4AaABAg","content_type":"comment","title":null,"body_preview":"An intimate setting in Madison Square Garden with only one thousand close friends. How special!😁","author":"@brendadavenport7913","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"05cbe9e4-4ec0-4ae2-81c5-75d2b886704f","source":"youtube","source_id":"Ugz4SXzj9K2ghvQVfNh4AaABAg","content_type":"comment","title":null,"body_preview":"Taylor’s fans paid for that wedding and they weren’t even invited lol","author":"@fivefiveqt214","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.5868131868131867,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HklXpiTLcko"},{"id":"5ca67da3-cec9-4925-bc5e-41bfc25e0d06","source":"youtube","source_id":"HklXpiTLcko","content_type":"post","title":"Here's What Happened at Taylor Swift and Travis Kelce's Wedding","body_preview":"Taylor Swift and Travis Kelce said “yes” in the most anticipated celebrity wedding of the year, turning the Blank Space of New York’s Madison Square Garden into a star-studded fairytale wedding. 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I become GSW follower (from a SAS fan)","author":"@wheezuco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"cc8851c1-652d-4329-8c31-5bec846c9675","source":"youtube","source_id":"UgwrGJRJ3eTyc0INXpl4AaABAg","content_type":"comment","title":null,"body_preview":"He wants to be on the Knicks or spurs. They will carry him to another ring. Just like other did","author":"@GreatWhiteStud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"8ed3d06d-9903-46e6-8bf5-19998c76d252","source":"youtube","source_id":"UgwpCyyirDNKXe-FrYx4AaABAg","content_type":"comment","title":null,"body_preview":"AD must be paying for advertisement to say his name..that man doesn't even play ..AD AD AD a bench warmer bron didn't even want AD on the Lakers why would he want to play with him now","author":"@shawncarter5273","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"fc6203ad-88c7-483e-969e-1961fc07faa4","source":"youtube","source_id":"UgwwLxPYKIz757qSAjZ4AaABAg","content_type":"comment","title":null,"body_preview":"This man is not better thank Kobe or Jordan. He really be ring chasing me o catch up 😂😂😂I hope he wins nothing","author":"@seekingjesuschristtv7879","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"c80eda73-f145-4edc-a6b4-e8a0835889c7","source":"youtube","source_id":"UgxdgAnLQKW-Px7q2j94AaABAg","content_type":"comment","title":null,"body_preview":"Luka being hurt during the playoff run hurt LeBron. Why is that LeBron is always healthy and gives it his all in the playoffs but so many star teammates are hurt.","author":"@acasa85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"2bc2fd72-eb82-43fd-8d3d-84f748a45d53","source":"youtube","source_id":"UgxsGElQ2aj8rC6bFON4AaABAg","content_type":"comment","title":null,"body_preview":"76ers are in the mix w/Jaylen Brown being added.  The question is what will it take for LeBron to come to the City of Brotherly Love???","author":"@mikealdana8012","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"12174cbd-e8f0-4abb-91e6-9230455148d6","source":"youtube","source_id":"UgxFScUyTsntC0qtNBd4AaABAg","content_type":"comment","title":null,"body_preview":"Stop saying “Shams.” Disney ESPN is the biggest embarrassment in all of broadcasting. Worse than FOX.","author":"@Officialdoctorpiss","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"cafcf50a-9094-4cf0-a127-1ca542e52fe3","source":"youtube","source_id":"UgyiWtLHKLijYA956Zx4AaABAg","content_type":"comment","title":null,"body_preview":"LeBron if you're signing with GSW then sign man. Then you can help with Steph and Draymond to advise to finish out the roster! If you're going somewhere else do that so organizations can move on! This","author":"@user-bg5ug5pn4r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"07778f26-624a-4d7b-bbf2-039bece9b2df","source":"youtube","source_id":"UgywzW1uzWgFOxRIUjJ4AaABAg","content_type":"comment","title":null,"body_preview":"Warriors must stop waiting on him.  Build your future and stay 10, 30, 50 steps ahead","author":"@FrankieClayton-x4h","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"a4207701-c73a-4950-a8e8-e7b622dfe4d1","source":"youtube","source_id":"UgySKpwr5VtA0R9yovB4AaABAg","content_type":"comment","title":null,"body_preview":"LeChoke does not play defense. He has low IQ because he cannot read the offense. Really bagless","author":"@michaelbautista5803","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6619047619047619,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"fe9cf422-4687-4b07-a26c-2e9f13576587","source":"youtube","source_id":"UgyhJpEUnZ0eaZyw8614AaABAg","content_type":"comment","title":null,"body_preview":"If Lebron goes to Golden State (San Francisco), expect a decline in viewers and ratings. These Super Teams reduce competition making the game one sided.","author":"@samdesai619","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"c810d65d-3181-4194-85aa-9cbd0c64bc86","source":"youtube","source_id":"UgydB2yT0rC_fH8l2ud4AaABAg","content_type":"comment","title":null,"body_preview":"My Personal Opinion 76ers, Nuggets, Spurs and TWolves For A Chance at  🏆 No. 5 Heat and Cavs also in the Mix. Yes At Warriors Agree He Will Enjoy  Playing But  Have a Lower Chance at Winning it All 🏀","author":"@busturqueza23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"03ad7537-d6e9-499f-a956-ddae053a83f5","source":"youtube","source_id":"Ugx5MfDqTp5IyRv_Qwh4AaABAg","content_type":"comment","title":null,"body_preview":"Golden State Warriors ❤🎉 with Chef Curry would be the BEST SHOT❤🎉","author":"@lewismuriithi6230","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"390c44d3-268c-432d-8eab-f706e2315f13","source":"youtube","source_id":"Ugy98WgNA1HycUMtwWl4AaABAg","content_type":"comment","title":null,"body_preview":"If Anthony Davis joins the Warriors, someone else can take LeBron. I was pumped to see LeBron on the Warriors, but not with Davis. He’s always pretending to be hurt—every game, he’s limping to the loc","author":"@Zensharp24","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"3d9814ed-54c3-46b6-b7e0-ef3d67f7aac8","source":"youtube","source_id":"UgzUh-_wGIKeA96V4hp4AaABAg","content_type":"comment","title":null,"body_preview":"It’s comprised media lakers didn’t want him now this clown says LeBron didn’t want to play for lakers","author":"@markmarine4438","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"88b9d5fd-e491-4b9e-a3ed-2036fa7df30f","source":"youtube","source_id":"GI0rMPbpRiw","content_type":"post","title":"LeBron and AD on THE WARRIORS?! 👀 Shams says Golden State is LOCKED IN on the duo🔒 | First Take","body_preview":"On First Take, David Dennis Jr., Vincent Goodwill and Brian Windhorst join Courtney Cronin to react to the news that LeBron James is announcing he is leaving the Los Angeles Lakers. \n \n0:00 LeBron Jam","author":"ESPN","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_content_reference","natural_digressions"],"bot_score":0.2897503918388313,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=GI0rMPbpRiw"},{"id":"31029589-2c85-47cb-a9ae-2c6c6918e047","source":"youtube","source_id":"Ugxz6ki2z9PpobARqyl4AaABAg","content_type":"comment","title":null,"body_preview":"The mind absolutely fucking boggles. Not that there is so much open graft going on, but that the American public is absolutely, 100%, fine with that.\n\nShame on you, MAGA voters. You are choosing your ","author":"@christopherbedford9897","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"342fb009-2ff4-47dc-8d2f-c2babcd5a698","source":"youtube","source_id":"Ugyhak7RtC0dN46m3FJ4AaABAg","content_type":"comment","title":null,"body_preview":"Si ce parti d’extrême droite pendant 10 années n’avait pas tout fait pour retarder le procès, la condamnation si jamais elle doit exister aurait été prononcée bien avant 2025 , leur entêtement, à ni l","author":"@Marc-j1s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"f25df668-0350-4243-a505-ed80ce1be6af","source":"youtube","source_id":"UgzzN8J6w6m3y0XWry94AaABAg","content_type":"comment","title":null,"body_preview":"❤great reporting Brian.   Always the details we don’t get from legacy news","author":"@euromixer120","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"86608363-f716-4b54-981e-f53b27e57b77","source":"youtube","source_id":"Ugxhn_4JO17bTLzjTAR4AaABAg","content_type":"comment","title":null,"body_preview":"I don't feel sorry for people dumb enough to go to the corruption 250 expose","author":"@StreetDisciple86","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"494fc61d-ec9b-4d6c-b56d-1bb1a86de813","source":"youtube","source_id":"Ugx0p4OOYw8ks-JeveZ4AaABAg","content_type":"comment","title":null,"body_preview":"this disgusting waste of money cost more than a mission to Mars","author":"@tomm3950","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"46eeacee-7979-492f-be52-960ede26da73","source":"youtube","source_id":"UgxEF9oYH7NzGm_8ymB4AaABAg","content_type":"comment","title":null,"body_preview":"Love your channel and Thank for not using unnecessary subtitles.  Your constant book pushing is coming across as desperate.  Clean it up.","author":"@SharetheJourneyUSA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"e10f5dae-3b66-4e24-a4a5-393be11dd201","source":"youtube","source_id":"UgzMcxXXiL4zk2EZaxx4AaABAg","content_type":"comment","title":null,"body_preview":"Another example of how the greedy Grifter-in-Chief so obviously doesn't care about We, the People, nor the Rule of Law.","author":"@JGal-w7o","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"b08f22b1-4733-4543-a5dc-39be14590bb9","source":"youtube","source_id":"Ugw7QJE4iJ-wIDkRCtV4AaABAg","content_type":"comment","title":null,"body_preview":"The #GRIFT & #CON with the Blasphemous religious rhetoric 🤡\nThe weather is VERY FITTING... 🔥 \nPlease Note:\nIt's ALWAYS about the #MONEY going straight into orange 🤡 pockets!","author":"@RevDeniseC22","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"533872ad-dab3-49cb-ba9f-d9c52fdc36de","source":"youtube","source_id":"UgyoiHFBvEs0JDKJtVh4AaABAg","content_type":"comment","title":null,"body_preview":"Be interesting to compare how many people attended the 250 celebrations in DC with how many attended Pride in London at the weekend","author":"@MariaAndrews-o9y","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"e317d9ad-3c72-401d-8187-0ce5b7f1a0eb","source":"youtube","source_id":"Ugzd-mtq8AUFJHAH1L14AaABAg","content_type":"comment","title":null,"body_preview":"She started seeing stars…AND STRIPES.  HAHAHAHAH…sigh","author":"@nicholasdambrosio8156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"f8fb7675-0a69-45d6-8fc4-6c6675ad20e8","source":"youtube","source_id":"UgzRjgKQwa1uBOJekWp4AaABAg","content_type":"comment","title":null,"body_preview":"If you notice, if his friends are hired to do the job, like the Fair, the reflecting pools, the ballroom… HE WILL NEVER ADMIT IT WAS DONE WRONG. HE WILL BLAME ANYONE ELSE, like a person who was arrest","author":"@debbiere1739","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"98f47721-11cf-42ad-992a-334da03a6725","source":"youtube","source_id":"Ugz89dgGTD2fD8svytt4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s hope he keeps that positive attitude when the Gates Of Hell open for him.","author":"@leeannisnor2877","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"fb472173-446f-4e92-bfbf-ca648620b411","source":"youtube","source_id":"Ugz00trmF0YIwwYzr0J4AaABAg","content_type":"comment","title":null,"body_preview":"Jen Psaki was too generous when she called the fair a \"half ass celebration.\" I can't rank it any higher than a 1/32 ass celebration.","author":"@jasonmurray5902","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"7e0c760b-2fb2-4dda-9c76-49be63b7e6bf","source":"youtube","source_id":"UgxgRgU7K23-d_VG8qh4AaABAg","content_type":"comment","title":null,"body_preview":"I preordered your book last week at my local independent book store.  Looking forward to reading it.","author":"@kenferris3711","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"8a98d721-b1d7-4dd3-af72-04f99397c2e6","source":"youtube","source_id":"Ugz21TCdDV2xUDLL0iN4AaABAg","content_type":"comment","title":null,"body_preview":"He hired the people who put together J6 cuz they didn’t and won’t get the 1.776 billion - he has to make it up to them somehow…","author":"@dumpercastillo1499","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"b59d93ac-41b3-496f-b6df-965e3335ec0b","source":"youtube","source_id":"UgyJM88NsWn0Qe8KCxF4AaABAg","content_type":"comment","title":null,"body_preview":"we  still dont how much trump spent  when was elected 19 2016","author":"@nancyhodge7331","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"a466abcb-0f66-4858-a6fe-7126ed0b3cd7","source":"youtube","source_id":"UgxGvc0uu3_Y_C7JMvJ4AaABAg","content_type":"comment","title":null,"body_preview":"When you're hot you're hot, when you're not you're not! Enough said.","author":"@davidgrein6294","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"4aa694de-1581-4b92-9ab0-0d46240b2543","source":"youtube","source_id":"UgyjL6vTBcQsK2-qr8V4AaABAg","content_type":"comment","title":null,"body_preview":"$68M in TAXPAYER MONEY!!  The American Citizens REQUIRE a FULL ACCOUNTING of EVERY DOLLAR!!!!  IT'S THE LAW!!!","author":"@bobbymackey3809","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"af6e0954-16cb-4e53-9aaa-905efe7bd0f6","source":"youtube","source_id":"Ugyla1SRkH4TURSuSkd4AaABAg","content_type":"comment","title":null,"body_preview":"A friend has just returned from DC.  She showed me phone footage.  That's your capital?  Seriously??  It's a dump !","author":"@brianfreeman8290","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"b2524fdb-cb59-448d-9c73-232005f1625b","source":"youtube","source_id":"UgyE8tT0r21muTJwNOV4AaABAg","content_type":"comment","title":null,"body_preview":"🤓 trump's people are starting to have second thought 🤔 about trump 😲 well at least they are tow ahead of most of you magnuts 😂😂😂","author":"@JohnHeard-e3y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"32be03da-d9d2-4e44-acf6-a97893cc304e","source":"youtube","source_id":"UgxnZwW0imTYwKIHb-F4AaABAg","content_type":"comment","title":null,"body_preview":"Did she receive socialism- did she pay for any of those services….nope? SOCIALISM","author":"@1bwight","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"e330e02c-014e-46c4-ad85-db1d3e4b607b","source":"youtube","source_id":"Ugy0toWYWlQNOQYJfAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Please pre-order my new book, THE DAY AFTER, and grab tour tickets here: https://www.harpercollins.com/pages/thedayafter","author":"@briantylercohen","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency"],"bot_score":0.18749999999999997,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"83e4c2f6-9c07-4b06-89b0-86db479d16b0","source":"youtube","source_id":"yLDgTbsj_OM","content_type":"post","title":"A new DISASTER at Trump’s Great American State Fair","body_preview":"BREAKING #news - Trump’s Great American State Fair gets postponed\n\nPlease pre-order my new book, THE DAY AFTER, to support my work: https://www.harpercollins.com/pages/thedayafter","author":"Brian Tyler Cohen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yLDgTbsj_OM"},{"id":"52038e84-49de-40e0-a2b6-cfa658b512c7","source":"youtube","source_id":"UgzoAxNYEDs-ewMxUCB4AaABAg","content_type":"comment","title":null,"body_preview":"I swear to God I love poohshiesty, but if I was gucci ill smoke him even not today I won't give him to police that nigga capable of everything poohshiesty!!","author":"@Izzy_mone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"1ebce67a-cfdb-4fa4-a7ce-272b6f6ae403","source":"youtube","source_id":"UgzBRFG5yNpI4jUTg6Z4AaABAg","content_type":"comment","title":null,"body_preview":"What yall think happens when hood niggas start rapping. Lol yall glorifying the songs and lifestyle then call the cops when someone jay walks","author":"@dealerhealer3673","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"00307196-ed95-430d-8f98-b6b280cf721d","source":"youtube","source_id":"Ugwsce7sTgdrL-xR5wV4AaABAg","content_type":"comment","title":null,"body_preview":"Man fuck all that thats not gucci thats ah clone fools","author":"@Gratitude-f3n","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"cfbf9e70-e852-4cb2-9c0d-c9db55db277d","source":"youtube","source_id":"UgztKzvAoZtzgXeyDBh4AaABAg","content_type":"comment","title":null,"body_preview":"This is some bitch ass shit I want people to take a look at this shit. Only a real man can put his kids first that’s all that happened here no matter how hard it is you gotta swallow that shit and God","author":"@hj9829","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6601190476190475,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"52e45abb-483f-4db2-9aa1-692e7f5c6f20","source":"youtube","source_id":"UgxG__n5449t0bh7pw54AaABAg","content_type":"comment","title":null,"body_preview":"And hell, yeah you did your dad‘s one of the biggest rat informant anywhere dude that makes you a rat. I don’t give a fuck Jimmy wappo if your daddy is a rat then your ass is a mice🐀","author":"@hj9829","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","cultural_references"],"bot_score":0.6601190476190475,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"2447caa6-dffd-496d-84e0-51a1850157a8","source":"youtube","source_id":"UgyK0k_REh45Yo2ITHN4AaABAg","content_type":"comment","title":null,"body_preview":"Go ask pookie loc is gucci fake and scared to pull a trigger fuccck u cant his ass gone","author":"@hj9829","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6601190476190475,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"7527c121-6307-4e8c-9c78-86513081e059","source":"youtube","source_id":"UgzMQX4oK6HTZFVT6k94AaABAg","content_type":"comment","title":null,"body_preview":"He did I guess what anybody do in this situation u drop 😂","author":"@antoniowest1731","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"b3cbbc63-b7f5-4131-b836-d840bc8fe4af","source":"youtube","source_id":"UgzDMmsp1Wj_Bu_ZA2p4AaABAg","content_type":"comment","title":null,"body_preview":"You can’t rehabilitate a crash dummy with incarceration.😂","author":"@cryptorich6383","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"a4f6b779-0111-4062-bd0f-02487a4ce99b","source":"youtube","source_id":"UgxyB7a508yLpKFQw454AaABAg","content_type":"comment","title":null,"body_preview":"It don't look like nobody's trying to rob anybody or Force anybody to do anything","author":"@Kkcharmer85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"f16c1072-cbde-4f35-93ef-f572062f4edb","source":"youtube","source_id":"Ugzd9p15tX6Wdsy6_bd4AaABAg","content_type":"comment","title":null,"body_preview":"THIS MIGHT NOT EVEN BE AN OFFICIAL VIDEO..WOULD A VIDEO LIKE THIS BE ACTUALLY  SHOWN ON YOUTUBE?","author":"@5274100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"a474db5c-bf03-4bd0-9893-d18cd46a8224","source":"youtube","source_id":"UgyUYrrquNMtyw9nNe54AaABAg","content_type":"comment","title":null,"body_preview":"how dumb this crime is, he could prob get off on insanity becuase he gotta be crazy.","author":"@therealdeal3438","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"058288ed-21de-45ef-bfd3-b9062a7101eb","source":"youtube","source_id":"UgzS2RaXXfQgk4BojcN4AaABAg","content_type":"comment","title":null,"body_preview":"Pooh should have just stayed at 1017 and if he really wanted to leave he should have just done it the right way. He probably let bulls get in his ear… smh","author":"@justindancer6613","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"397081c3-56e5-4862-b362-ba521a96c6db","source":"youtube","source_id":"_l8DMUVh83I","content_type":"post","title":"NEW FOOTAGE! POOH SHIESTY ALLEGEDLY FORCES GUCCI MANE TO SIGN AS BIG30 FILMS HIM SAY HE'S OFF 1017!","body_preview":"LIKE, COMMENT & SUBSCRIBE!!\n\n❤️ PATREON: https://www.patreon.com/cw/SoSeriuzRadio\n💲 PAYPAL: https://www.paypal.me/soseriuzradio\n🐤 FOLLOW US ON X:  /SoSeriuzRadio @SoSeriuzRadio\n🎞️ FOLLOW US ON IG:  /S","author":"soseriuzradio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","self_reference"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_l8DMUVh83I"},{"id":"29615bed-2b85-4859-a234-d0d73db275d9","source":"youtube","source_id":"Ugyil096ViWrIw6bHSh4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine if he fell on the pole. Vlad the Impaler would be dancing in his grave.","author":"@Kami84","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"8c62e1b0-4c08-459d-bdb5-92f555570c5a","source":"youtube","source_id":"UgxmMToasiLpuhXvJ1h4AaABAg","content_type":"comment","title":null,"body_preview":"The Nazi Fair is getting one thing right - every day there is a new metaphor for the end of the USA under Pedolf's dictatorship.","author":"@spaceman9599","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"034f0043-00b7-4412-8e25-1871a3bf5362","source":"youtube","source_id":"UgxC4X_VRXwgR8EyLu14AaABAg","content_type":"comment","title":null,"body_preview":"How wonderful. So neo-nazis have the right to free speech but Democrats and anti-trumpers don't.","author":"@ClaytonStandeford","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"e775e1b7-3671-4a04-b5da-e3e65d166ff9","source":"youtube","source_id":"Ugz1cGeTLLcfD-9DhJR4AaABAg","content_type":"comment","title":null,"body_preview":"\"A group of masked *immigtamts* gathered at Union Station today and called for reclaiming the country and getting rid of immigrants.\"\n\nAmerica has been insane for a long time but this is getting ridic","author":"@khaitomretro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"6ca2808b-e04e-4f9d-964d-d1582943199c","source":"youtube","source_id":"UgwFsYpRNeBV36u2fMZ4AaABAg","content_type":"comment","title":null,"body_preview":"lol now there are some Uneducated people there LOL","author":"@danielson101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.6014652014652013,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"38dd83b0-2b43-4386-ad0a-3b4b33eb1f6f","source":"youtube","source_id":"UgxJSNbo81tUDMBNjpR4AaABAg","content_type":"comment","title":null,"body_preview":"That guy who fell out the sky gets trump’s medicaid now and will see a dr in 6-7months if he makes it.  Probably foreclose on his home. Life changes fast. Hope we can survive the horrible times of tru","author":"@JohnEBeGood-x3t","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"3152d0c6-eea4-4428-9eba-6e21d0ae9dfe","source":"youtube","source_id":"Ugzcq9l3inJ6mpZGf3B4AaABAg","content_type":"comment","title":null,"body_preview":"Xenophobia posing as \"Patriotism\"...\nTrump : A Disgrace To America.\nTrump's America :\nA Disgrace To Humanity.","author":"@nicolasrose3064","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"7aa63c69-831e-4c67-9f41-8dff95f9ee48","source":"youtube","source_id":"UgzghNK0vHfFnkdy4wJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is crazy you start the show off with a Trump supporter un alive himself.  Many have died at the State fair.","author":"@Trickydic78286","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"0c4c2ec6-d75d-4bc2-a7c8-d900bf3220a8","source":"youtube","source_id":"UgyaE_BvVHytv9GkkCJ4AaABAg","content_type":"comment","title":null,"body_preview":"Another thing why so hate to those people who work hard in this country to keep it running. I bet those with masks never worked for a $1 dollar picking up fruit in the farm. There's no such a thing ca","author":"@oaki1022","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"1e31eb02-d6cf-4f59-8b0c-3e927042b784","source":"youtube","source_id":"UgyMfwBPvk6iexSafOl4AaABAg","content_type":"comment","title":null,"body_preview":"They don't care about thier on self....How can they care about the country...The president must be stopped.....These people are one step from becoming suicide bombers.","author":"@Trickydic78286","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"6a09ec5e-c9e9-4f78-90ab-53a4dc8af736","source":"youtube","source_id":"UgwbLdV70QPswmmCDIp4AaABAg","content_type":"comment","title":null,"body_preview":"Look at what they did to the farming industry. Insane!","author":"@carmenhunter2625","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"6fcc6be9-67c7-45de-9244-be4ddf0705eb","source":"youtube","source_id":"Ugwahg7R3-loL6aSZKp4AaABAg","content_type":"comment","title":null,"body_preview":"It's \"Happening\" because it is being allowed to happen...!\n\"The Great American Experiment\", American Democracy itself has crawled up its own Ass dying a Thousand Deaths every Day succumbing to termina","author":"@nicolasrose3064","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","suspiciously_comprehensive"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"929af57b-377e-4d42-b628-ce9859c974e7","source":"youtube","source_id":"UgzdDcTTBgoU-Y6Glyp4AaABAg","content_type":"comment","title":null,"body_preview":"Go to Argentina guys those called immigrants over there you get university, health, and even a piece of land for free with just $100 a year taxes. Wake up United States people, you are robbed in front","author":"@oaki1022","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"00fd2eb5-a205-4afa-bb54-9179d67572a9","source":"youtube","source_id":"UgyGGvChsF_kJUFV-FB4AaABAg","content_type":"comment","title":null,"body_preview":"I don't know who you are, But why do you think it ist necessary to be so redundant? Why is information (and footage)  repeated over and over? Is this video made for morons?","author":"@mikethemike232","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"f4e0c52d-93e3-47e7-9d48-9f7c820bdcdd","source":"youtube","source_id":"Ugw7tQuawr8wKr66fJ94AaABAg","content_type":"comment","title":null,"body_preview":"Grindr crashed again when that pride march minced into DC 🌈","author":"@batchrocketproject4720","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"0202029c-a701-418e-9d55-a4bc48b68e4c","source":"youtube","source_id":"Ugyymj5CLFrgO5V84YB4AaABAg","content_type":"comment","title":null,"body_preview":"So they want to get rid of themselves then because they are immigrants or descendants of immigrants.","author":"@dakarigianni1318","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"cec94889-48ae-46ee-9a23-b9b5bfc21628","source":"youtube","source_id":"UgwfRmmhYKMnNGZeOeV4AaABAg","content_type":"comment","title":null,"body_preview":"He turned  himself into a human bomb...Damn.....mental illness is real....May he R.I.P","author":"@Trickydic78286","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"ac50582a-58b0-483a-9059-a52754e53098","source":"youtube","source_id":"UgwoFPewmjFEOVOinCx4AaABAg","content_type":"comment","title":null,"body_preview":"ok America, what are you going to do?................the rest of the world will not wait.","author":"@davidstobie2751","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"edfaa8fe-536e-4742-abb1-ae5d3dbf98b7","source":"youtube","source_id":"UgwQp2osCNCEXmq5lNd4AaABAg","content_type":"comment","title":null,"body_preview":"It’s another J6!! And he says here’s no commies in the US I call bullshit! He’s the biggest liar!! Vote Blue in November","author":"@KristineDaniels","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"94b7e876-aafc-4d53-a9e7-6f58cc904a40","source":"youtube","source_id":"Ugx7v0cZIklP6txzNPd4AaABAg","content_type":"comment","title":null,"body_preview":"The Left looks progressive because the Right is psycho","author":"@davidstobie2751","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"9153b1d3-1f33-4ffb-a288-03c2a7bef4a9","source":"youtube","source_id":"UgwCsBL1CkezfNK1kBd4AaABAg","content_type":"comment","title":null,"body_preview":"We should work towards an America of diversity, social harmony, and the ability to reach your potential no matter your race, sexuality, religion, etc.\n\nThat is the America we love.","author":"@adammockler","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.30555555555555547,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"298d035a-f0fe-4f70-9388-9ae9671d222d","source":"youtube","source_id":"PFrz6QZF6PQ","content_type":"post","title":"Trump’s Fair Takes TERRIFYING TURN","body_preview":"Click below for premium Adam Mockler content:\n👉 https://adammockler.com/subscribe\n👉 https://www.youtube.com/@adammockler/join\n\nAdam Mockler reports on new developments surrounding Donald Trump’s Ameri","author":"Adam Mockler","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","commercial_intent"],"bot_score":0.3153598213770603,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PFrz6QZF6PQ"},{"id":"9601bf9f-5b8d-41ff-819f-412abf1dba1e","source":"youtube","source_id":"UgwrKow5IKvlazbbGct4AaABAg","content_type":"comment","title":null,"body_preview":"What if there was someone who had all the power needed to freely take from America for personal gain and in plain sight and no one could do a thing about it?","author":"@Myrtvedt6","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"4450d003-6ecd-416d-9aa4-584164f480f7","source":"youtube","source_id":"UgwKNe6Z_f7f688zfGB4AaABAg","content_type":"comment","title":null,"body_preview":"Usia is in cahoots w her husband making trump look incompetent","author":"@sj19976","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"f5170e5d-3ce2-4152-99c7-aa8a266c2f53","source":"youtube","source_id":"UgxqOWz-ORhgSn_fth54AaABAg","content_type":"comment","title":null,"body_preview":"🤲🏾🤲🏾🤲🏾for the 🇺🇸president Trump full recovery ❤️‍🩹 \nAmen ✝️💚👑🙌🏾🙏","author":"@darlanagreen4318","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"766df82d-3a77-44bd-8144-aa6b9eae106e","source":"youtube","source_id":"Ugx7Utfgt18JrYQFuUV4AaABAg","content_type":"comment","title":null,"body_preview":"Fdjt and the GOP he rode in on! \n\nVote em out! Take our country back to move forward! ❤️🤍💙","author":"@jburton8594","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"4a8931ae-b1a1-468f-8148-7cd6333c8f36","source":"youtube","source_id":"UgzCGBfRxmUA-WWkHGJ4AaABAg","content_type":"comment","title":null,"body_preview":"WIOW - maybe trump is Jesus - this is the 50th time he has died. F clickbait","author":"@paulwilding2969","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"9b8293a7-cc56-4079-aede-cf48534da332","source":"youtube","source_id":"UgyqYrCMrVc2L_O_HJN4AaABAg","content_type":"comment","title":null,"body_preview":"Knock!, Knock!...who's there?...Grim...Grim who? Grim Reaper and your health is looking pretty grim right now Donny boy. \nYour rapid deteriorating health is result of all those Mc-Donald's Big mac and","author":"@Honlaky1787","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"6c0f1e4b-b9e5-4c82-9353-0035c9d9dba5","source":"youtube","source_id":"UgyyOKTaWH9aPsmCEhl4AaABAg","content_type":"comment","title":null,"body_preview":"If something doesn’t happen soon America 🇺🇸 will be destroyed by a grotesque president who is satanic group.. the whole regime is wickedness and evil.stand up and fight for your country.I’m am Newfoun","author":"@VonnieTorraville-z3h","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"b12f1b98-ef56-4129-a3b7-dbfebb161ba8","source":"youtube","source_id":"UgyyMD8-mq4thtdzaRB4AaABAg","content_type":"comment","title":null,"body_preview":"Just looking at the room full of fake gold crap makes me sick.","author":"@happywanderer6307","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"c89aa07c-65e1-4dc6-864d-a1d70b0d923f","source":"youtube","source_id":"UgwkkHavlaSaMcDsKfV4AaABAg","content_type":"comment","title":null,"body_preview":"Does he have 💩compartment in them back of his pants","author":"@chow66","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"abb644a3-09e8-45fb-810b-07c1a343c6c2","source":"youtube","source_id":"UgzryX0_-07jXxp1iod4AaABAg","content_type":"comment","title":null,"body_preview":"The roots of Donald Trump's opposition to wind energy trace back to a 2006 dispute in Scotland. He fought a bitter, unsuccessful legal battle to block an offshore wind farm near his Aberdeenshire golf","author":"@JustinBleeder","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"2e3d54c2-9c0d-4d63-b198-75ffc32edf03","source":"youtube","source_id":"Ugxh6jKtSm-Htgt8yxR4AaABAg","content_type":"comment","title":null,"body_preview":"\"We don't play too much!\" I assume he isn't including golf in that statement!","author":"@brianfretwell3886","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"73ebdee3-6887-4e03-9cdb-8bb751724827","source":"youtube","source_id":"Ugz37bHQPMtDF0ddgKZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is the King of Fools and those with him. Trump is nothing without the title and money of president. Trump is no different from someone who won the lottery spent all the money but still likes to ","author":"@nathaniellampman2052","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"da58b184-ce78-4314-a759-5d98b8b2faa0","source":"youtube","source_id":"UgwplOHuCLZO8fo6jTN4AaABAg","content_type":"comment","title":null,"body_preview":"The west wing is the NEWEST part of the White House (that's where the Oval Office is). The oldest parts were re-built after the British burned them in 1814... the West Wing was built in the early 1900","author":"@sass1420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"c2baa68e-de80-4a39-83db-0fc34b22dad4","source":"youtube","source_id":"UgxuzUnbLbt85BePJsF4AaABAg","content_type":"comment","title":null,"body_preview":"Yet he has followers that have closed their eyes and ears and push forward with trump","author":"@bernieornelas5368","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"7eb3d484-f599-46d3-a408-9201a115ff01","source":"youtube","source_id":"UgzfOSJ3_68YWSryMYR4AaABAg","content_type":"comment","title":null,"body_preview":"None of your clips show any evidence of health decline - he's 80 years old. Are you not done yet with this phoney he's about to die BS. The failings of this regime are so numerous and egregious - can'","author":"@Tired_of_camouflaged_sel-xl2pk","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"05a8503d-d879-452f-936d-264521f4932b","source":"youtube","source_id":"UgwLch9GSgGkjqUpr-l4AaABAg","content_type":"comment","title":null,"body_preview":"Trump looks like he just ate some of the slop pawned off as food at \"The Great American Grift.\"  That's probably lost in the other visuals showing that his super-sized diaper is obviously very full.","author":"@delmonicofarquhar9893","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"15f5dfe5-0702-4dc9-acf8-29021557a5b7","source":"youtube","source_id":"Ugz458oGUnFLEz-inT54AaABAg","content_type":"comment","title":null,"body_preview":"BIG MISTAKE on cancelling the Wind Energy Projects!!!  Stupid stupid stupid President!!!👎🏽","author":"@janinadowling3326","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"60457d43-77af-463c-88d9-8f12957f7b61","source":"youtube","source_id":"UgzRcyQw42jxnxIHcOx4AaABAg","content_type":"comment","title":null,"body_preview":"I hate this hypocrisy of this stupid demented President!!!","author":"@janinadowling3326","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"41c1bdbf-3778-4b28-a582-b1ec28cdb8e1","source":"youtube","source_id":"UgzvPpbBhExhFYmthu94AaABAg","content_type":"comment","title":null,"body_preview":"Who let the ped around children?! That's not a safe idea!","author":"@-cj-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"01f4a1e2-7664-4e5d-88bb-ebcaadee5449","source":"youtube","source_id":"UgzbfFfy7UN0YzjXqb14AaABAg","content_type":"comment","title":null,"body_preview":"The clip on orange sitting on the chair, I could only imagine how flat the poop must have been...\n\nHis waist size looks HUGE in the ribbon cutting video clip.\n\nThe AI video of Teddy is likely somethin","author":"@jerrycarter1928","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"ccccbb95-f7ee-43f1-8824-67fcc684713d","source":"youtube","source_id":"ybpn2vppBNk","content_type":"post","title":"Trump’s HEALTH COLLAPSES as TOP AIDE and USHA EXPOSE HIM!!!","body_preview":"MeidasTouch host Ben Meiselas reports on Donald Trump’s collapsing health as his top aide Margo Martin and JD Vance’s wife Usha Vance are exposing it as well.\n\nVisit https://meidasplus.com for more!\n\n","author":"MeidasTouch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","commercial_intent","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ybpn2vppBNk"},{"id":"bdf4fb48-c814-46c5-9d92-b394517aa86c","source":"youtube","source_id":"UgzKBW4aC1YjCh1sIt14AaABAg","content_type":"comment","title":null,"body_preview":"Her name had to be “Harmony” didn’t it? Hopefully she will be locked up for a long time though I’m not holding my breath…","author":"@davidlondon2810","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"3c69df5c-0233-43a5-a05f-32b66a0f9dc4","source":"youtube","source_id":"Ugwnv_fbDUjrgndjBwF4AaABAg","content_type":"comment","title":null,"body_preview":"Did the young woman attack before being sprayed with something that looks like sand or some type of seasoning cause from what im seeing the old lady struck first . Still.not.comdoning violence.","author":"@DavidMyrick-jv8qj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"fe1f1231-4f5f-46e7-ba01-364ad366f321","source":"youtube","source_id":"UgyqOrfFqEJfThiXOzZ4AaABAg","content_type":"comment","title":null,"body_preview":"Act like an animal - be treated like one - cage em","author":"@cowabunga-lets-go","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"07c2e514-bd85-45a1-a14e-d30ebfb928bd","source":"youtube","source_id":"UgzKShtmIJj_QZUarmV4AaABAg","content_type":"comment","title":null,"body_preview":"There's No hate crime when black folks are doing the crime","author":"@JamesDean-jy7oh","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"74866423-a17f-4054-9bba-285c4dce6f41","source":"youtube","source_id":"UgxmpiavQdI2BsZk5jt4AaABAg","content_type":"comment","title":null,"body_preview":"What a pig.  19 years? She's a real creep. Beating an elderly woman.  Surprised no one heloed the elderly woman. She'll plead she was discriminated.","author":"@DeAndra750","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"88c9c800-bd76-4b07-80b9-c5b27898cd4c","source":"youtube","source_id":"UgwTVTk_YxhuIirH_3t4AaABAg","content_type":"comment","title":null,"body_preview":"Is not the vendor throwing stuff on the woman first? Or I am missing something?","author":"@SYinfo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"be4cf7ce-81e2-412f-9e41-ba1e518bdb44","source":"youtube","source_id":"Ugw4yBp4a0lIDjQGMfd4AaABAg","content_type":"comment","title":null,"body_preview":"Don’t throw nothing at nobody if you ain’t ready to throw hands","author":"@dionbright481","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"a710471e-6a8d-450d-8f91-2559c8b68efa","source":"youtube","source_id":"UgzQuT-NwyRn2yI1UwV4AaABAg","content_type":"comment","title":null,"body_preview":"Im sure they'll slap her on her wrists and let her loose asap","author":"@rossstratman3990","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"7f053213-fa39-43f7-8085-2e151cecf5ff","source":"youtube","source_id":"Ugy5bhRmD5wTgFM5vet4AaABAg","content_type":"comment","title":null,"body_preview":"The attacker is black, fat and has dyed maroon hair. Are we surprised?","author":"@Leather-Boss","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"5d4c8f89-b613-4676-925d-0c069a085dd1","source":"youtube","source_id":"Ugx9w7dUxSrk1ttnpUR4AaABAg","content_type":"comment","title":null,"body_preview":"Taught to be that way by the victim mentality pushed on her by left wing media. She can't do no wrong cause she black","author":"@DonP83","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"9a0d3dc3-df32-481b-9673-b3b3af53fcbc","source":"youtube","source_id":"Ugx-uZK2heoui-Ul9v14AaABAg","content_type":"comment","title":null,"body_preview":"You’ll never see a young Hispanic girl beating an old black lady. This is a constant problem with blacks","author":"@Oc0712","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"aff40559-eb09-4605-986d-72b8cb363666","source":"youtube","source_id":"UgwmirO_6_kffTw1Uu54AaABAg","content_type":"comment","title":null,"body_preview":"its time to cull the africans or send them back to africa","author":"@bckencoins","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"579e5875-9661-4cf9-8e02-5fba0cba249f","source":"youtube","source_id":"Ugzefg1xz1jRS3awfZB4AaABAg","content_type":"comment","title":null,"body_preview":"That's what happens when laws are made to \"protect minority\" groups.\nThe best way to destroy a country is segregating the population with laws and supporting movements such as BLM, LGBTQ, NAACP, MALDE","author":"@victormuller4462","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"a6d720cb-fd64-4b88-88d0-4def7b9dd521","source":"youtube","source_id":"pX2jf-9NPjY","content_type":"post","title":"Woman arrested in attack on street vendor in downtown L.A.","body_preview":"A 19-year-old woman has been arrested for allegedly attacking a street vendor at her stand in downtown Los Angeles, an incident that was all caught on video.\n\nhttps://abc7.la/rFTVge","author":"ABC7","classification":"human_created","confidence":0.85,"indicators":["news_reporting","concise_summary","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pX2jf-9NPjY"},{"id":"39e5bd45-0d82-4522-b996-d17c5ebd293b","source":"youtube","source_id":"UgwGi_SXmoeNeJEKqbJ4AaABAg","content_type":"comment","title":null,"body_preview":"Congratulations to the 250th anniversary of USA from the elderly ounty Switzerland, that got rid of Kings 735 years ago","author":"@PascalErwinErni","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"f43b0f63-596a-403b-a7d6-f6898e25ab55","source":"youtube","source_id":"Ugw5SBGfSSGDcWNIafx4AaABAg","content_type":"comment","title":null,"body_preview":"Switzerland is a democracy for 735 years now. We wish the USA all the best for 250th anniversary and the courage to go on the free open path of democracy and shared values","author":"@PascalErwinErni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"7f0a6e32-6d2b-44a8-a90f-c5dee1b1159d","source":"youtube","source_id":"UgwO7rf6LTxYghgNAUl4AaABAg","content_type":"comment","title":null,"body_preview":"The Clipper ship at the start of the video was the Brits showing the best of technology of the day.  They did the same with the Merlin and the P51.  Brits stay away from the EU.  Destruction is within","author":"@Payforsomething","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","historical_reference_with_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"c3186a94-16a3-4ede-8777-f141173e79e7","source":"youtube","source_id":"UgzDwMdF0LBEp1gAdkx4AaABAg","content_type":"comment","title":null,"body_preview":"Blessing for you all from the Netherlands! ❤the Usa!","author":"@avdp9095","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"9e451305-4609-4142-ad61-dfb3749f61e1","source":"youtube","source_id":"UgxvwfHJpeIhlEBVNDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Can you imagine such a beautiful sight happy 250 years so so proud and happy to see such a marvellous outstanding thing I noticed the planes in the air and they were absolutely gorgeous unbelievable l","author":"@lolitaoxendine7184","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"bd2fe939-13d0-4859-8bcd-b7b5cdab8602","source":"youtube","source_id":"Ugzy71q-Cf5CyHWebIZ4AaABAg","content_type":"comment","title":null,"body_preview":"INFORMAÇÃO DI NOSSA SENHORA DU METEORO ☄️ ATODA, NAÇÃO EZUBERANTE. OUVE UMA COMUNICAÇÃO, DOS ESTADO UNIDOS DU NORTE, A, UM MUNDO, LÁ INFORMOU, DETALHADINHO, UMA CONVERSA INTERESSANTE, E, DISSE QUE EST","author":"@DiegoCavalcantePereira-j7u","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"0f842f51-e19a-4940-92d2-9a380a45e673","source":"youtube","source_id":"UgykPWg81hbX7NOnzHF4AaABAg","content_type":"comment","title":null,"body_preview":"Great America 🇺🇸 with the greatest President TrumpVance administration","author":"@Jesss431","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"4300b225-bba7-493e-b8a5-c70501e8ad8e","source":"youtube","source_id":"UgzpTYLo70D663-igJJ4AaABAg","content_type":"comment","title":null,"body_preview":"Those men are the best of the best and should be paid like tom brady","author":"@willmortimer8519","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"a2810acc-d084-44e0-b48a-a3fdcbab0d42","source":"youtube","source_id":"UgxK2kY9kqqLsWhiR394AaABAg","content_type":"comment","title":null,"body_preview":"The next 250 should show that the people that defeind the nation get paid like the people that enertain the nation","author":"@willmortimer8519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"b2bf2f4f-8d13-4c98-b7e9-0d99f8b8b2ad","source":"youtube","source_id":"UgyrcCQ8hGfjuIoJMqJ4AaABAg","content_type":"comment","title":null,"body_preview":"When one person makes 30 million a year That person should be A vet Not playing A vet","author":"@willmortimer8519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"3c7ed7e9-a02e-44fe-b3f7-f01a1037d56e","source":"youtube","source_id":"UgySPis3kgiQds7e4Nh4AaABAg","content_type":"comment","title":null,"body_preview":"LOL Those are the CANADIAN SNOWBIRDS flying formation over NYC..","author":"@waltercharamba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"d93743d6-81cb-4bc5-9fc9-838153d72e29","source":"youtube","source_id":"UgyQJKDWf-mzRukf2Kp4AaABAg","content_type":"comment","title":null,"body_preview":"Happy July 4 th, 🎉❤🇱🇷🎉\nThank you for your service 🫡❤","author":"@pollylam2858","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"c1f2c24b-3609-48d8-96e9-be17ba41738f","source":"youtube","source_id":"Ugw2W5JN-UYTU7aCrDl4AaABAg","content_type":"comment","title":null,"body_preview":"NJ needs to be saved by our military along with Buffalo NY","author":"@TheSlimMan","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"4f1b9084-9202-45cd-a80e-4dbf7a31927f","source":"youtube","source_id":"UgwAygM5K_xzM_9sixF4AaABAg","content_type":"comment","title":null,"body_preview":"Delaware was Bidens first victim. Hochul destroyed Buffalo NY","author":"@TheSlimMan","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"f183278d-7c15-4d8f-a808-ed505796d7b7","source":"youtube","source_id":"UgzHG8F5tz5t7s555X14AaABAg","content_type":"comment","title":null,"body_preview":"Trump is doing a great job building our country from the outside in but we are being destroyed by communists in our local legislature's and communists socialist cities officials. We need relief for ou","author":"@TheSlimMan","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6805555555555555,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"f4ba0053-d470-42b0-a90d-003d843971ca","source":"youtube","source_id":"xZZ6AQH0SLU","content_type":"post","title":"WATCH: Military conducts flyover above Parade of Sail","body_preview":"Fox News’ Danamarie McNicholl reports on the military flyover and Parade of Sail on the Hudson River celebrating America’s 250th anniversary. Ret. Lt. Col. Darin Gaub provides analysis on ‘America’s N","author":"Fox News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xZZ6AQH0SLU"},{"id":"c1107ad3-d2c0-4588-b7eb-b157842ce045","source":"youtube","source_id":"UgxxJvm9EnmNqBQm8eF4AaABAg","content_type":"comment","title":null,"body_preview":"Those adults look inbred and feral. They look mentally unwell also.","author":"@viviandean2656","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"42b25676-72f4-47fe-b307-aee6957c0d36","source":"youtube","source_id":"Ugzw7z-ECAwmfv5tbwF4AaABAg","content_type":"comment","title":null,"body_preview":"The house was full of 16 kids including babies. Of course the house is going to be filthy! I can barely keep up with the mess for my 2 let alone 16.","author":"@IngridBrowman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"ebc3bad7-f670-4a64-9fcd-75ff5adbe979","source":"youtube","source_id":"Ugz34e-6tzL9dGePRTt4AaABAg","content_type":"comment","title":null,"body_preview":"These people need to be charged  with child trafficking  child molesting, and whatever else they can be charged with.","author":"@DonAllain-dv5ou","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"eae4f5dc-1d8d-423a-9684-c5eee47b4d15","source":"youtube","source_id":"UgxTHrL8u4m0utDdAaB4AaABAg","content_type":"comment","title":null,"body_preview":"It’s really pathetic to say that this doesn’t happen in our country. \nThe happens to children EVERY DAY!! \nSo sick of seeing people in a position of power BS. \nI guess ignorance is bliss for some.","author":"@AllisonWaugh-p9r","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"e48fb2ee-1262-4d39-aebf-7d597d88327d","source":"youtube","source_id":"Ugx4n1wZ_dIXCaPLZCx4AaABAg","content_type":"comment","title":null,"body_preview":"3rd world countries have pride & respect for themselves. These officers need to travel more.","author":"@Allison8k","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"06e6d812-e964-46ee-897b-bff1d689e9a7","source":"youtube","source_id":"Ugz1ti7e2c_8XhafiLd4AaABAg","content_type":"comment","title":null,"body_preview":"You can bet there was also sexual abuse as well. I know they couldn't read or write. Poverty is no excuse for imprisonment in a confined space.","author":"@viviandean2656","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"c36595cb-3198-46d7-88af-1e55c96e0763","source":"youtube","source_id":"UgwAeBD2aygzJMlW6td4AaABAg","content_type":"comment","title":null,"body_preview":"And the smell in that house????     -       So sorry for these children. Hope they can develop now and get serious help and love.   Beware, bcos it often happens that abused children placed in foster ","author":"@dianeandries1331","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"39f20f92-d8e4-4960-abbd-7ea0f895d564","source":"youtube","source_id":"Ugzs_hwlAW8kxKZOQ4Z4AaABAg","content_type":"comment","title":null,"body_preview":"We don't have the right to call ourselves a \"civilized\" nation.","author":"@TheBeezusjones","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"f4938533-1fcb-4c2f-b0de-63d8020e63c0","source":"youtube","source_id":"UgxRdSBCrSe2H9MJ9NF4AaABAg","content_type":"comment","title":null,"body_preview":"Now, to make sure these particularly vulnerable children are not put into a foster home of a predator.","author":"@milofoust","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"737c5a0b-4ce4-416e-a3bf-faca7f4734f8","source":"youtube","source_id":"UgyapcK9tKqOfGB0RRh4AaABAg","content_type":"comment","title":null,"body_preview":"If you have more than 6 kids, honestly I automatically think you’re doing something nefarious","author":"@terithekraken9782","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"8f97d03b-61fd-457e-baf1-bb5204ee29d0","source":"youtube","source_id":"UgwsARYCNPIeb_MWcRd4AaABAg","content_type":"comment","title":null,"body_preview":"I know my neighbors, and they are terrified of me. I’m kind, I’m smiling but they know I don’t play games.","author":"@olenmullins1333","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"54253d93-b5b7-49e5-872c-5fe5bfddc7c0","source":"youtube","source_id":"UgwkYM8Al78rX8z7mbR4AaABAg","content_type":"comment","title":null,"body_preview":"Situations like this  are happening  all over the country! The fact that many families are having children at home and also “ homeschooling”   is a perfect situation to breath abusers! We need laws to","author":"@VeronicaFish-h5c","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"22ca6bde-4358-4d38-8ff3-fd132d33f54a","source":"youtube","source_id":"Ugyxm79xivbBmbaR0W94AaABAg","content_type":"comment","title":null,"body_preview":"why do these people literally look like the face of evil or something you would see in a movie... I mean prolly cause they actually are but damnn man","author":"@thedadtalk8831","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"e7b8d991-44be-462b-8da2-19da11fc78e2","source":"youtube","source_id":"Ugya0NkAqITtnYzZ0C94AaABAg","content_type":"comment","title":null,"body_preview":"\"grandma and grandpa, father and mother\" the look in his eyes really said something!! were they all related?!","author":"@bringmethehxrizon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"34c6b089-f18d-464f-91e2-3a9205f41433","source":"youtube","source_id":"Ugw2T_yvBTJQ8bHiAYd4AaABAg","content_type":"comment","title":null,"body_preview":"once a child is born we have records of them, we should have random check ups on EVERY child to make sure children are safe. our government is failing against this kind of evil.","author":"@thedadtalk8831","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"368483b7-9770-4c76-be2f-fe400fad76cf","source":"youtube","source_id":"Ugy-yDwlx1m97msiwc14AaABAg","content_type":"comment","title":null,"body_preview":"These fu**ING Muslims. Deport them back to their shi**ole countries.","author":"@saqibsiddiqui9578","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"5dff352f-7f74-4dc8-9ff3-f2cc425fe115","source":"youtube","source_id":"UgzSOQEofYbVcbjPfZp4AaABAg","content_type":"comment","title":null,"body_preview":"These children were left unknown, because the neighbor never asked questions, I would have killed them myself!!!!!!!!!!!!! And 3 hots and a cot ain’t so bad when u execute a  POS!!","author":"@olenmullins1333","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"2e1dbcb2-4bd5-4cf2-8baf-d375e05b5534","source":"youtube","source_id":"Ugx3Y5ajrfR1oPFHTJF4AaABAg","content_type":"comment","title":null,"body_preview":"With the amount of humping that POS was doing, you know damn well he was molesting those children. Both of them need to be castrated.","author":"@captainhuggypants9366","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"54c3ca9c-e0f0-48c9-beb5-6acdf8ebee70","source":"youtube","source_id":"UgxicgCbXxKJAG_j_8t4AaABAg","content_type":"comment","title":null,"body_preview":"Terrifying and horrifying those children are in my thoughts and prayers.","author":"@curtishughes5430","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"1472c212-a70c-4da6-b666-689e0a2566a4","source":"youtube","source_id":"Ugx5jqD706u3J1eG7cF4AaABAg","content_type":"comment","title":null,"body_preview":"It’s going to be a Netflix movie soon as the case is over!!!","author":"@yannickmukendi4364","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"6d780312-aa74-4e0e-8a17-ac31de0f96d7","source":"youtube","source_id":"UgxGJ7SVDmNXD8OkHit4AaABAg","content_type":"comment","title":null,"body_preview":"I feel sorry for the poor person that has to try and clean up the house if even possible to do so","author":"@cindyi9297","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"e7b6ce26-e417-4043-b2ea-548748172c4e","source":"youtube","source_id":"UgyZON_vSOl8XBPDSpR4AaABAg","content_type":"comment","title":null,"body_preview":"I was upset when I heard that they had animals. Obviously you lack CPS but don’t you even have animal welfare checks- sure you’re not the 3 world country. Disgusting- there must have been signs.","author":"@katiekatconway1880","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"c380bba6-804f-4d75-ae6e-dc18bc024344","source":"youtube","source_id":"UgyXPwNds0OnVt-Gqnl4AaABAg","content_type":"comment","title":null,"body_preview":"Third world?  You're wrong.  It looked like the United States of America.","author":"@joseywales4611","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"ab2d2f6d-d86f-4c2e-8e6d-bbeb27bc4ffa","source":"youtube","source_id":"UgxIUG3eOTYDTo11gC94AaABAg","content_type":"comment","title":null,"body_preview":"Horrific just Horrific that human beings can be so cruel.","author":"@markduffield1147","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"4dc13349-1446-4c6a-9dd1-6b04f9b16ad2","source":"youtube","source_id":"IC91R6fISGA","content_type":"post","title":"'Almost Feral': The shocking Ohio abuse case involving 16 children, what we know so far","body_preview":"Barely an hour after bonds were set for four suspects in a horrific child endangerment case in southern Ohio, law enforcement officials described the conditions of the home that 16 children were rescu","author":"WSYX ABC 6","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality","human_created_quote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IC91R6fISGA"},{"id":"1316368c-d6b9-4813-b36f-4632e3365dde","source":"youtube","source_id":"Ugx4ZcPEnRFlAk826t14AaABAg","content_type":"comment","title":null,"body_preview":"We’re not quite to revolutionary John Oliver yet, but I feel we have taken a step in that direction","author":"@BigMackWitSauce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"9adb0ad8-e1f9-4a70-b71f-7d2605d5244b","source":"youtube","source_id":"UgxRFqSwQN99flfdnP94AaABAg","content_type":"comment","title":null,"body_preview":"Gerrymandering is unethical regardless of which side it benefits and should be illegal....it literally makes no sense","author":"@dylanwritt3","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"50afe4b6-5f58-4d65-90d6-64d94a5dc601","source":"youtube","source_id":"UgxrjqXbWGzsrZVAC794AaABAg","content_type":"comment","title":null,"body_preview":"The problem is easily solved. Ending career politicians is a solution. Sortition is a path to it.","author":"@RB97531","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"09d25a4c-3840-4bb9-bbaa-7943b23535ff","source":"youtube","source_id":"UgywKKghHV8Pa-vLP-x4AaABAg","content_type":"comment","title":null,"body_preview":"I'll just be carrying these bricks into the ocean.  Don't wait up for me.","author":"@illusion-xiii","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"6429755d-d2c6-47c5-ab6b-1a720b057cb7","source":"youtube","source_id":"UgyS3vJIsosjCddcbIN4AaABAg","content_type":"comment","title":null,"body_preview":"Ironic that the guy wanting to be judged by the content of his character is avidly defending racism.","author":"@TheAureliac","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","concise_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"ddbaa338-ad0e-4587-95f2-50de42fe85ba","source":"youtube","source_id":"Ugw5jeYaBsunr7pFjb54AaABAg","content_type":"comment","title":null,"body_preview":"John Oliver hits it on the nose again. I'm all for reforming SCOTUS.","author":"@janetotremba3157","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"8d8e7524-a7f6-40ad-8288-b08ec3807a93","source":"youtube","source_id":"UgxbbZUPGzHT7quTU7B4AaABAg","content_type":"comment","title":null,"body_preview":"This shit is almost cartoonish. Damn fox it's really like that. Rupert Murdoch guardian of the Reality Stone 🪨","author":"@TubeGnome","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"4056b793-a32c-4159-8b27-7c674178c462","source":"youtube","source_id":"UgydY5tzu2wSDpoHhyd4AaABAg","content_type":"comment","title":null,"body_preview":"Straight-up propaganda here, leaving out all context to make it seem like Republicans started this. California has the most House seats out of any state, so it's gerrymandering is by far the most cons","author":"@GhostOfClaudeDebussy","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"ed5ba431-ce20-4936-be9f-8449e941831a","source":"youtube","source_id":"Ugxdr1t0BPWayTK8X2t4AaABAg","content_type":"comment","title":null,"body_preview":"Why are the people who have the biggest incentive to draw electoral maps in their favour allowed to redistrict?","author":"@bt3743","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"d55db621-6591-4720-b307-bcb1752da254","source":"youtube","source_id":"Ugxa_t2GYbop5zrD1Ox4AaABAg","content_type":"comment","title":null,"body_preview":"You didn't tell them everything? I suppose it would cause a panic . . . But, people should know! Think about what the republicans' goals are. With a 2/3 majority in both the Senate and House of Repres","author":"@therealcyberwolfman","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","missing_platform_voice","synthetic_empathy","polished_first_draft","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"c154b3fe-8b2a-4767-9d46-64d5bee266ac","source":"youtube","source_id":"UgzyaSn_I2IG-pnI-tx4AaABAg","content_type":"comment","title":null,"body_preview":"Clarence Thomas, the only time in my life I've ever said, \"well why does he get to say the N-word?\"","author":"@thomashopton4604","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"da5b0d1c-9562-43e0-bae2-14b6efe9803c","source":"youtube","source_id":"UgzH4ZUP4bCr3pHf02h4AaABAg","content_type":"comment","title":null,"body_preview":"Just fucking make every state have a single district,  the size of the district being the size of the state and keep the current number of representatives.","author":"@samueldavanco519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"3f75ba7f-fea2-44be-a91b-e72139545ac5","source":"youtube","source_id":"Ugzg8djmrgRLngd1nj94AaABAg","content_type":"comment","title":null,"body_preview":"WOO, George Mason professor! Love it when my alma mater shows up in the news. 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It's far past time to vote those sinners out of office and relegate their nonsense to history books...that they'","author":"@RationalistRebel","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"3a32dde3-3547-4596-8893-823e84e197cc","source":"youtube","source_id":"Ugw-cStS7Wi1sMPZpK94AaABAg","content_type":"comment","title":null,"body_preview":"I got stuck in district 2 of Alabama, and we have to go back in august. It's fucking unreal.","author":"@shannonnaish347","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"ff3d3ce5-44a2-4f11-b08c-add7f5a66ed5","source":"youtube","source_id":"UgwPeUEH4QAjWAZXXOV4AaABAg","content_type":"comment","title":null,"body_preview":"When the far-right brings fists to a word fight, our response cannot be merely fists.","author":"@TheHighestStakes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","metaphorical_language"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"81217c6b-bd79-40df-aafc-2814c582c0e2","source":"youtube","source_id":"UgxtX7qQLJ3ZHKuAaeJ4AaABAg","content_type":"comment","title":null,"body_preview":"A much different tone than the original Gerrymandering segment","author":"@Rockforce80","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"6535af12-48a9-4352-82b8-38af2b76a53e","source":"youtube","source_id":"Ugy_aCIIRv8K5UsPSWt4AaABAg","content_type":"comment","title":null,"body_preview":"Right wing radicals have been planning this and laying the tracks for decades. They wanted to US Supreme Court badly for the past 30-40 years and then they cheated to get it. This is going to take abs","author":"@Joelmonterrey","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"004bae35-f6ed-48d3-8e08-9b1a18fc545b","source":"youtube","source_id":"UgxhP_vmTb3yUwcD7TV4AaABAg","content_type":"comment","title":null,"body_preview":"Shut him up — omg … LA governer looks like a FERAL PIG (just saw that) UNDERTAKER !!!","author":"@KH-ol6qz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"750021d5-dfcb-483e-8bb2-3fbb781c006f","source":"youtube","source_id":"x9U71_dAEC8","content_type":"post","title":"Redistricting: Last Week Tonight with John Oliver (HBO)","body_preview":"John Oliver discusses how the Supreme Court has paved the way for the redrawing of congressional maps across the country, and what it means for the midterm elections. Plus, an urgent update on Gavin N","author":"LastWeekTonight","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=x9U71_dAEC8"},{"id":"5bb385e9-e865-4a3c-b1a1-be4b36e38cf2","source":"youtube","source_id":"UgxJr6j8tcDNx7DIiMJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why does the stage flag have a braid around it?\nWhy hasnt this changed back to the unfettered unbraided flag?\nWhy is NYC the territory of the UN? Who gave the UN our city and by what powers?","author":"@Allaruse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"a7ce979f-33ff-4e88-9525-2d90165523b2","source":"youtube","source_id":"UgwI0Ok9e_ncqOWOEC54AaABAg","content_type":"comment","title":null,"body_preview":"There will Never be another country and there will NEVER be another PRESIDENT TRUMP!!  GOD BLESS AMERICA!!","author":"@ViolaSpurgeon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"a3962e60-834a-42b9-a25e-cfb97ffd32ea","source":"youtube","source_id":"UgyOsvhIYYOYUJNp7P14AaABAg","content_type":"comment","title":null,"body_preview":"Lord Thank You For this President, protect and Guide his handa andmind. To do your Will for us Lord. In Your Sons Jesus Name.","author":"@SharonJones-mx6mj","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"dd83cc15-3e97-415c-91ff-cb6fa8fed62e","source":"youtube","source_id":"Ugwww71tk8xObO0FVc94AaABAg","content_type":"comment","title":null,"body_preview":"TRump’s 4th of July speech makes it absolutely clear that his brain is rotting.  😎","author":"@GregorResch-h1k","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"387a20b1-0496-4d62-b37f-17a6ba89cef1","source":"youtube","source_id":"UgyuuStLSAZETzm4K5F4AaABAg","content_type":"comment","title":null,"body_preview":"God bless the USA and the peoples who fight FOR her!!! God bless Trump and his cabinet!!❤🎉❤🎉","author":"@beckylewis916","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.5290806754221387,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"2adde493-529b-4f94-a66e-409bacfbb3e9","source":"youtube","source_id":"Ugx5VCqMkOFn2UPysDB4AaABAg","content_type":"comment","title":null,"body_preview":"Communists, socialists and fraudsters, EXIT stage LEFT!!!!🎉🎉🎉USA!!!!","author":"@beckylewis916","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5290806754221387,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"d5f3bd18-c6fd-4d4a-aa6c-46a262c1dce4","source":"youtube","source_id":"UgzylKH4LNFMxG24W1F4AaABAg","content_type":"comment","title":null,"body_preview":"The Republic of San Marino is the oldest republic in the world. Founded on September 3, 301 AD, this independent microstate is completely enclosed by Italy and has maintained its unique sovereignty fo","author":"@elizabethcollins8817","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.494172494172494,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"56509014-9880-4a65-bd92-9d2597cefbe4","source":"youtube","source_id":"Ugw0gli3-U0PHzSg-uJ4AaABAg","content_type":"comment","title":null,"body_preview":"How I wish we had a leader like this in our poor beleaguered United Kingdom!  He is superb!   And there is no-one like him.\nGod bless America.   God bless and protect President Trump.","author":"@ljo642","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"af2b6e4d-562d-4a9c-92e3-51b7b2a0e5f5","source":"youtube","source_id":"UgwgflLWJ_-5ucvKW694AaABAg","content_type":"comment","title":null,"body_preview":"For me, this 4th of July, marking 250 years, is so great, and we have President Donald Trump as president for America's 250th birthday, being the greatest place in the whole wide world. Thank God for ","author":"@tnsimprovement7398","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.5497024877407009,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"cf07a651-bfc1-4a15-a034-c0f1a93322a8","source":"youtube","source_id":"Ugy5_VqWkuBHhyjnobl4AaABAg","content_type":"comment","title":null,"body_preview":"I hope his arm doesn’t break in patting himself on the back.  I believe a lesson in humility is in order.","author":"@elizabethcollins8817","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.494172494172494,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"230cdc08-bc66-4b66-aefe-cc41638ff2d9","source":"youtube","source_id":"UgxdZRYO4-dczmbiNTl4AaABAg","content_type":"comment","title":null,"body_preview":"Thank God for 250 years of America and President Donald Trump. Thank you God in Jesus name","author":"@tnsimprovement7398","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.5497024877407009,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"f73122d7-2d4d-4e39-a3f8-4da9a68b4d57","source":"youtube","source_id":"UgxH8EdI2VWRaKU0CtB4AaABAg","content_type":"comment","title":null,"body_preview":"Thank God we overcame all of our mistakes and became the greatest nation in the world","author":"@tnsimprovement7398","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5497024877407009,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"1f280f77-adb3-43c6-a364-2bc07914f772","source":"youtube","source_id":"UgxeQBVUJp5wxEXdgEp4AaABAg","content_type":"comment","title":null,"body_preview":"Happy 250th birthday from Northern Ireland, the ancestral home of Presidents Jackson (his parents), Polk, Buchanan, Grant, Cleveland and Wilson 🇬🇧🇬🇧🇺🇸🇺🇸🇺🇸🇺🇸🇬🇧🇬🇧","author":"@DeezilOyl","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"d8d90f8d-b405-4f5f-9975-e6cd44195b85","source":"youtube","source_id":"UgwqL2KeUx8hsqhHc-d4AaABAg","content_type":"comment","title":null,"body_preview":"GOD BLESS AMERICA 🙏🙏🙏GOD BLESS PRES.DONALD J. TRUMP🙏🙏🙏GOD BLESS THE PEOPLE OF AMERICA🙏🙏🙏🎇🎆🎉ONE NATION UNDER ALMIGHTY GOD 🙌🙌🙌✝️✝️✝️❤️❤️❤️","author":"@LeoSoriano-qk9jc","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"0c7240e1-bdf5-451a-905c-c3d2ab5c4648","source":"youtube","source_id":"UgxDlUQDnYIAz4Wi6_t4AaABAg","content_type":"comment","title":null,"body_preview":"The Communist section - he has no idea what he is saying. How can you have ‘tyranny’ with no tyrant? Total brain rot","author":"@willt1377","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"245259a4-6d92-455d-ab56-22c4818f03e6","source":"youtube","source_id":"UgxDQjQ3J1I4HE3KV114AaABAg","content_type":"comment","title":null,"body_preview":"I'll never forget That a Big share of people that are on disability on  this 250 year 🇺🇸  America are getting paid to survive $250% Below Federal  Poverty level","author":"@DocEnnik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"ace5fcac-33ed-4eb1-bd1a-f472e3192170","source":"youtube","source_id":"UgxK0iTXoDh75nhkLS94AaABAg","content_type":"comment","title":null,"body_preview":"happy 250th birthday, US, our country!! We love you!!!!","author":"@stoneforest7897","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"6e3d6511-d4c5-49f6-bf65-5d1860a40c02","source":"youtube","source_id":"UgwkHcYNBkDeheKKLPx4AaABAg","content_type":"comment","title":null,"body_preview":"Nice to see a President proud of his country again","author":"@osirissokarjones","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"5eb3ded9-2cb4-434b-a8d0-96721dfdb660","source":"youtube","source_id":"UgwClVeT8oST2YGcl-p4AaABAg","content_type":"comment","title":null,"body_preview":"god bless you america congralutation usa 250 independent day i from georgia tbilisi i watching whole my life 5000 hollywood movies","author":"@xejcvbxzasfghjofdsdfpfxaqwhelk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","synthetic_empathy","absence_of_personality"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"681bfbe9-60dd-4fec-9798-191a67685349","source":"youtube","source_id":"UgxMWiFNaiFtodBmnqB4AaABAg","content_type":"comment","title":null,"body_preview":"i love you go go go war war war and will disabled russia","author":"@xejcvbxzasfghjofdsdfpfxaqwhelk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"f4df5525-3f8f-403e-9163-04acfc35fd2b","source":"youtube","source_id":"UgwidJjmu-RU8svRun54AaABAg","content_type":"comment","title":null,"body_preview":"Love is the most powerful force in the universe Jesus Christ is pure love amen 7777above amen","author":"@DennisAlanSargent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"512eab40-0e99-4af0-9311-72486a52ce13","source":"youtube","source_id":"UgyI-eRmDFSRJrJkFGx4AaABAg","content_type":"comment","title":null,"body_preview":"He's sick and we will rid this country of his lies.","author":"@diorme7510","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"e9f03c25-e155-47c6-b69f-71b7f9d1298c","source":"youtube","source_id":"UgxwyPZoU-PXAk5qJp94AaABAg","content_type":"comment","title":null,"body_preview":"President Piggy definitely having some issues, sweaty, slurring words, mangled sentences, not a healthy person thank god!\nAmerica is only a good country if it works for everyone.","author":"@SusanFischer-zk7lg","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"64bc37cb-c5a1-4f2b-be49-3496e23ad841","source":"youtube","source_id":"2hbqI4ZNkR4","content_type":"post","title":"Trump kicks off America 250 with Mount Rushmore speech","body_preview":"President Donald Trump delivered remarks Friday night at Mount Rushmore in Keystone, South Dakota, honoring America's 250th birthday. He spoke for roughly 30 minutes, calling this year's July 4th \"one","author":"LiveNOW from FOX","classification":"human_created","confidence":0.85,"indicators":["reporting_factual_event","promotional_links","descriptive_service_offering"],"bot_score":0.2219372364755693,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=2hbqI4ZNkR4"},{"id":"29c7a94d-1bc8-4295-b729-5c0cc5d12a8f","source":"youtube","source_id":"UgyoFP1epr-eejWL0Jh4AaABAg","content_type":"comment","title":null,"body_preview":"Estos criminales son enviados por el más grande criminal de todos los tiempos.","author":"@mexicimexico2041","classification":"human_created","confidence":0.6,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"5b70c66c-4c5c-4a81-baa6-60a273c89d11","source":"youtube","source_id":"UgwZ_cEhlfEjEj5AhB94AaABAg","content_type":"comment","title":null,"body_preview":"En México el crimen organizado a terroriza y aqui estos","author":"@FernandoGonzalez-uv3jy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"075295f0-e506-42fa-9a40-5c9591bc248f","source":"youtube","source_id":"UgxAGV0-WlgzkqljO2x4AaABAg","content_type":"comment","title":null,"body_preview":"Por la dentadura yo sé que es mentira inteligencia artificial","author":"@domingavasquezderamos3436","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"ebcf4d94-9c56-48b6-b3d1-367288164de9","source":"youtube","source_id":"UgxEeD2_PRpQ_cWGiHN4AaABAg","content_type":"comment","title":null,"body_preview":"ESTOS MAL INFORMADORES YA YO SALI Y ME COQUE CON ELLOS MUY AMABLES ME DIJERON QUE SOLO BUSCAN DELINCUENTES.","author":"@NoemiMirambeaux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"c4b4e4b0-6830-4dac-a472-57c88209e17b","source":"youtube","source_id":"UgyzMLdNUoiYc00t9Nl4AaABAg","content_type":"comment","title":null,"body_preview":"Esto ya no es democracia es un país Totalitario como Hitler!! Jamás pensé que vería esto en EEUU!! Ahora yo no voy a EEUU aún siendo ciudadano!!","author":"@Omar43217-t","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","personal_impact","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"bcd6f2c2-d785-4f55-9c35-668b5fe42e45","source":"youtube","source_id":"UgzVoRr95Q_5YmV-rXV4AaABAg","content_type":"comment","title":null,"body_preview":"ELTROMPAS VSOLTAR TODOSSUS PERROS GORNALEROS CASARECONPENSAS YQUETROMP ESCONDA ASUVIEJA TANBIEN","author":"@emiliapacheco4793","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"a80e8bc5-aae3-4fff-bdd6-be70d7288540","source":"youtube","source_id":"Ugzy2AxQBLpGTQxQ8x94AaABAg","content_type":"comment","title":null,"body_preview":"Que gente mala!!! Molestan!!! Son gente sin vida esclavos chupa tripas del pedófilo del señorito Trump. El pedófilo. Gente sin vida propia no viven ni dejan vivir y les encanta hacer maldad. Que aprev","author":"@josecarlosalvelo8801","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"272a6bb9-aa70-4b6b-b0a2-7a08f33080a5","source":"youtube","source_id":"UgynP741eIJAFszQJJ54AaABAg","content_type":"comment","title":null,"body_preview":"Tambien son inmigrantes los judios en mva jersey que lo saquen también como a cualquier","author":"@lupitapina290","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"9b685ab0-63e4-451e-a0af-49d45ab6b92a","source":"youtube","source_id":"UgwVlHdNO9xRXJbzNDt4AaABAg","content_type":"comment","title":null,"body_preview":"No mames!!!! Asustando ala pobre gente.....hay un lugar para ustedes en el infierno!!!!","author":"@yamamexidude","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"3a62894f-4050-4789-af19-0ac35f8e6a70","source":"youtube","source_id":"UgxaNM9tvioQNnuq3E94AaABAg","content_type":"comment","title":null,"body_preview":"Chinga tu madre puto nomas asustando a los hispanos","author":"@Aguilarflores4567","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.6512820512820512,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"1fb18fca-4baa-4bb8-b7bb-3bf6b4b2ef2c","source":"youtube","source_id":"UgxwObjeJw_K13z9Seh4AaABAg","content_type":"comment","title":null,"body_preview":"Que empiecen con la familia de trump. Y espero que black panters esten activos. Y si es posible que den piso a esa lacra. Y ojala que los iranis hagan exterminio de los criminales.","author":"@OscarBrambila-f5u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"ae683b8f-a252-4ca8-9e40-6e48d879331b","source":"youtube","source_id":"Ugwc8DVHGa_1c7v_AzJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ayúdales  Señor.\nQue no les maltraten.\nEs terrible esa persecución.\nPagan justos por pecadores.\nNo tiene sentido.😥😢🥹\nDios sea con todos.🙏🏻🙏🏻🙏🏻","author":"@esperanzaguerra3452","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"b3513435-e39f-4908-93dd-9f419a8f8849","source":"youtube","source_id":"Ugzpxtec45WyHTbDAr14AaABAg","content_type":"comment","title":null,"body_preview":"Cuánta mentira hablan en toda mi vida, he visto una redada yo no encuentro el Ice por ningún lado hasta lo he buscado","author":"@mariapalacios3711","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.5545787545787545,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"961c81a6-bfb0-4335-9146-5127db7f41eb","source":"youtube","source_id":"_sfmN8cHoFE","content_type":"post","title":"¡ALERTA MÁXIMA POR OPERATIVO HISTÓRICO! ⚠️🚨","body_preview":"Se filtra información sobre un masivo despliegue de seguridad anunciado para este fin de semana. Según los informes, las inspecciones se concentrarán en supermercados, tiendas y mercados durante las h","author":"¡ACTUALIZATE!","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_sfmN8cHoFE"},{"id":"ee45beac-15be-48a1-a82c-6548214ebb4b","source":"youtube","source_id":"Ugzs2ZAsUgxMePEFE1N4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah arrest  these types of ppl ,  while real  criminals are walking the streets. Good job NYPD. 👏","author":"@darrellpasion8925","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"a489980b-f047-46a8-9c60-8203ba15d678","source":"youtube","source_id":"Ugy4lyv7lotiMptUEOh4AaABAg","content_type":"comment","title":null,"body_preview":"Beautiful Human Courage of Great Heights with Love. ⚡️💛🖌️","author":"@seasirena2787","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"65f5ea90-87aa-4c11-a0b8-ff63e3024b35","source":"youtube","source_id":"UgyYfOz95v21lhwZGrp4AaABAg","content_type":"comment","title":null,"body_preview":"It was primarily a protest against unbridled power media  ignoring what the flag said \"When the power of love is stronger than the love of power we will know peace\" is a bigger message than marriage","author":"@wordzmyth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"4592c2ab-be85-4408-a34e-12794a7fbb8b","source":"youtube","source_id":"UgxFkaUqfWZQGAo0KBd4AaABAg","content_type":"comment","title":null,"body_preview":"like it or not they are now folk heroes. She won my heart the way she was doing the vogue strike a pose at the top. I bet somewhere Phillipe Petite is smiling.","author":"@RMInt-qp8mq","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","cultural_references","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"92b82bca-25c4-418f-892d-dcda39ddd188","source":"youtube","source_id":"UgyPlQvNBj4DE8VUwLh4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing is going to happen to them, they are Putin people and Trump is going to say we shouldn't believe what our eyes see.","author":"@anthonycampbell8781","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"bf1689ce-f4a4-4f20-96b3-334233b33fb0","source":"youtube","source_id":"UgwijIMquHaRHU1Nnu54AaABAg","content_type":"comment","title":null,"body_preview":"But then they'll release violent repeat offenders in NYC 😂😂😂","author":"@OfficiallyFreehugs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"ec1912b3-d682-4cfc-a687-8f76b64ecfec","source":"youtube","source_id":"Ugy4Yxy5t2EubhhzwSx4AaABAg","content_type":"comment","title":null,"body_preview":"Their banner message made it all worth it: \"When the power of love beats the love of power, the world knows peace.\" Thank you Angelina Nicolau and Ivan Kznit.","author":"@augenbutter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"5a626da8-add4-4746-a033-ae79de396b98","source":"youtube","source_id":"UgwNBGsigv2r2f1K_F14AaABAg","content_type":"comment","title":null,"body_preview":"Arresting Jeffrey Epinstein is where they draw the line 😂 lying to us that his already dead","author":"@TrollCtr","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"ddf8b38a-096a-4543-9fb8-17a49e99f21b","source":"youtube","source_id":"UgwuVxyH-Jq1KCTkxUp4AaABAg","content_type":"comment","title":null,"body_preview":"So This Is So Bad They Put You In Jail... For Proposing... 🤷 This Is BS","author":"@spikeraveordie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"074ce51d-99af-4dbc-804f-4ced924561d6","source":"youtube","source_id":"UgzAaU8_WBNrRrNYo9d4AaABAg","content_type":"comment","title":null,"body_preview":"NOT GOOD YOU HAVE TO BE DUMB TO PULL A STUNT LIKE THAT JUST TO PROVE A POINT THERE IGNERANT","author":"@jerryshadden253","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"22e44b4a-46c1-4c45-a1bf-73ab66021662","source":"youtube","source_id":"Ugy4Osar-etVN6SPedl4AaABAg","content_type":"comment","title":null,"body_preview":"Je l ai regarde sur Netflix ils sont superbe. J adore. ❤❤❤ j espère qu il ne seront pas trop condamné.","author":"@CaroleLebrun-v4n","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"b33e222d-66d1-43b3-bc0e-92f5b2db336c","source":"youtube","source_id":"jQmZ9gZQTGM","content_type":"post","title":"Empire State Building climbers released from jail after court appearance","body_preview":"A daredevil couple who climbed to the top of the Empire State Building on Wednesday was given supervised release following a brief court appearance Thursday.\n \nAngelina Nikolau, 33, and Ivan Kuznetsov","author":"ABC News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.2954062748373681,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jQmZ9gZQTGM"},{"id":"eab92173-f437-4f5f-9139-5c78f095f29e","source":"youtube","source_id":"UgyZRzig0e1Hi6_ij7V4AaABAg","content_type":"comment","title":null,"body_preview":"What is his name and unit he works out and his captain name.  I dont blame him fully his boss should be exposed too.","author":"@lisalandry732","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"fb30eb19-ac5b-4bb6-873e-fc171e04f764","source":"youtube","source_id":"UgzCulMkFPi_03o5CMN4AaABAg","content_type":"comment","title":null,"body_preview":"A racist with a badge and a weapon. What a disgrace for the city police depertment he is working for.","author":"@idk123-n9r","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"1c10f652-6032-4daa-b62a-5ffbf78a590c","source":"youtube","source_id":"UgwAFFNeAsDFLY-hadh4AaABAg","content_type":"comment","title":null,"body_preview":"That's why I said we need to get more POC that's not coming into law enforcement, fire department, lawyers,  doctors and city management type jobs.","author":"@geoffreyryan5846","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"f68933e2-76ad-4cef-ba67-22650a867c31","source":"youtube","source_id":"UgzVNXxdvKdndfT7wc54AaABAg","content_type":"comment","title":null,"body_preview":"He needs a newly fitted ORANGE uniform. He is unlawful in multiple actions and should be brought to justice for all offense. Officers, like ALL positions of authority,  like pastors, teahers, and the ","author":"@kitcat9761","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","over_qualification","template_phrases","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"a121f834-5c63-4362-b472-dc225b1677f6","source":"youtube","source_id":"UgxpLI7HB4LK1zp6iEp4AaABAg","content_type":"comment","title":null,"body_preview":"That idiot shouldn't be able to work at McDonald's.","author":"@kingstondukes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"5821a778-0f08-4f2e-9c0f-6c0f80af29a9","source":"youtube","source_id":"UgxCPhrzVzyUdblYPLx4AaABAg","content_type":"comment","title":null,"body_preview":"That same thing happened to me several years ago. The yt cops said I fit the discrimination of a Walgreens robber. They put me in the car and took me to the Walgreens to be identified as the robber. T","author":"@derekblaylock5817","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"1190eebb-92cf-42b7-8171-4c30f304b1a5","source":"youtube","source_id":"UgxSgzOIpKg17CSBGA14AaABAg","content_type":"comment","title":null,"body_preview":"But you will have people, especially white folks hollering that the cop did no wrong","author":"@aleayh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"844952c2-ee26-4c19-ae9c-228eec6e2040","source":"youtube","source_id":"Ugz1cv6tLc5PB0oTuK54AaABAg","content_type":"comment","title":null,"body_preview":"I don't understand why people post this kind of stuff but doesn't post the information like the cop's name in the city that he works for so people can call and complain, stop posting s*** like this wi","author":"@TimothyRhone-c4u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"edffa664-2d63-4cad-adf2-1487715778c9","source":"youtube","source_id":"Ugx2pns1ZZyh50P-O2l4AaABAg","content_type":"comment","title":null,"body_preview":"Cop looks like a total incompetent fool.  How did he get hired??","author":"@michaelwatchet2960","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"606c1a68-02b3-42a5-8aa3-f58e7dd19328","source":"youtube","source_id":"UgxCPexND0AE1GH3T3J4AaABAg","content_type":"comment","title":null,"body_preview":"This is so fucked up and so sadly common, and this small white female sympathizes. I've seen the difference between how they treat Black and Brown and Indigenous people and how they treat someone who ","author":"@MegInwood-c1c","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"a0bcd1ab-523b-45d1-a74d-fbeaf11487d1","source":"youtube","source_id":"Ugz8OW8aa2bXELB8iW14AaABAg","content_type":"comment","title":null,"body_preview":"Costing the tax payers more money.. get yall stuff in order","author":"@BIGMILTKingLewis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"79ed9465-18e8-4a13-a1ae-70afc8f0f0e3","source":"youtube","source_id":"UgxZAup72P_hWWRl5mx4AaABAg","content_type":"comment","title":null,"body_preview":"He was supposed to do a pat down, so why is he going in the man's pockets to get his ID?","author":"@sdabney","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"fcb71858-aa1e-4ae0-9104-3e6415e99cac","source":"youtube","source_id":"UgyGezOfCMtO-nVyKWR4AaABAg","content_type":"comment","title":null,"body_preview":"People should know that if the police detain you, they can only do a pat down.  They cannot search you, meaning going into your pockets, and removing clothes.   They can only do that if they arrest yo","author":"@sdabney","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"fb7aab2f-6089-4e98-b24c-8f4b13a4da78","source":"youtube","source_id":"UgzStR3gdqwZllkgBop4AaABAg","content_type":"comment","title":null,"body_preview":"I think he just wants to frisk Black men. Someone better check for him on Grinder.","author":"@angiecrews4196","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"174ab827-626f-44e2-9911-2a923f6cf7a9","source":"youtube","source_id":"UgwYWbs2KKsEOjt2TGN4AaABAg","content_type":"comment","title":null,"body_preview":"That cop fits the description of the usual racist cop.","author":"@herminaedwards5242","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"d0a11754-1bb1-4d96-a239-0ad439ea0039","source":"youtube","source_id":"Ugz5BrGsgvHHyao8EuZ4AaABAg","content_type":"comment","title":null,"body_preview":"10 misconduct complaints?! Time to strip him from his Sgt ranks and job without the pension.","author":"@Cheeny72","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"296be67d-7311-4a5c-a205-f82cef382cc5","source":"youtube","source_id":"UgyhBOQFz4G_mQsWXSp4AaABAg","content_type":"comment","title":null,"body_preview":"when she shook her head i almost though it was an office skit lmfao","author":"@exonex1981","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"a787a515-1f10-4ff6-a7d6-6543c363676b","source":"youtube","source_id":"Ugw1-_e94CfjJByONdF4AaABAg","content_type":"comment","title":null,"body_preview":"🎥 Original Creator: @shamar_alion (Instagram)\n\nA heated encounter between a citizen and a police officer is going viral after viewers questioned whether the officer’s actions crossed the line. The inc","author":"@LamontTyson","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"04411552-c464-45c5-9315-7cb53966fdc0","source":"youtube","source_id":"6KWZrNcuQZg","content_type":"post","title":"Cop Caught Crossing the Line?! 😳👮 #Police #Rights #Shorts","body_preview":"🎥 Original Creator: @shamar_alion (Instagram)\n\nA heated encounter between a citizen and a police officer is going viral after viewers questioned whether the officer’s actions crossed the line. The inc","author":"Lamont Tyson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.4653679653679655,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6KWZrNcuQZg"},{"id":"ff76bce2-6385-4ea4-9829-87530df2e5fc","source":"youtube","source_id":"Ugw_v5KBxLZZ5k1LDp54AaABAg","content_type":"comment","title":null,"body_preview":"I've got to say, honoring the great sacrifices of our men and women in uniform and the flags of our past was moving.  I love the military providing live music.  Not only can we reign hell on any threa","author":"@davidjones-wr3pg","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"de495826-6428-409b-9940-2b149b58c829","source":"youtube","source_id":"Ugz4GJd-LSCsN-Dzukl4AaABAg","content_type":"comment","title":null,"body_preview":"Fabulous !!!!🤩. GOOD BLESS AMERICA AND PRESIDENT TRUMP 🇺🇸 🇺🇸 🇺🇸 🇺🇸 🇺🇸. THANKS RSBN 👌FOR SHARING THIS WONDERFUL SPECTACLE! 👏 😀 👍.GO TO THE GUINNESS!!!","author":"@rosaparz4822","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"43abfa9d-66ae-4e8c-981b-ef2e3b756e68","source":"youtube","source_id":"Ugz0xOz9h6mcAMDsqSh4AaABAg","content_type":"comment","title":null,"body_preview":"WHY show NASA>??? We know its all fake and corrupt!!!!!!!!!! NASA=SATAN- T-MINUS!! WAKE UP PEOPLE!","author":"@michellecervene8314","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"097f2573-6d96-4287-84f6-eeb27b888fe7","source":"youtube","source_id":"UgyZAR89JM8x0CiIllJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why does he keep talking about communism? Does he think it’s 1950?","author":"@melissasioux","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.5079255935147654,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"c4a55c26-4871-4cbc-bb2c-cb9d23d760a4","source":"youtube","source_id":"UgwdsRPN0Kb4kl921zx4AaABAg","content_type":"comment","title":null,"body_preview":"I didn’t hear anything about our social progress as a country. How our roads and tracks were built. How women’s rights here are a beacon to the world. 🤔 Lots of cool military stuff for sure but it see","author":"@melissasioux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.5079255935147654,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"647de3e8-7b22-4e58-b108-2c1412e6a1e3","source":"youtube","source_id":"Ugx6DfgvhcWXhVySC5J4AaABAg","content_type":"comment","title":null,"body_preview":"👉👉👉✊AUGUST 28... THIS IS THE DAY TO LAUNCH AAAAALL LEGAL ⚖️DEFENSE AGAINST THE LIE OF BIRTHRIGHT CITIZENSHIP!!👎🏾👎🏼👎🏻👎✊🏼✊","author":"@adamtaplin4948","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"5bd834ff-0bf6-4a5c-a131-691aa281ee39","source":"youtube","source_id":"UgyvgJUl2BaVbsZmViR4AaABAg","content_type":"comment","title":null,"body_preview":"Jesus is Lord!  The greatest President Trump, ever!  He delivered as he said he would - a delay is not a denial!   🎆🎆🎆🎆  Four more years!  Eight more years!  Twelve more years!  Until Jesus comes back","author":"@marybernstein6498","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","religious_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"e7f8bc6a-fda6-4e95-a52a-1f4d6cdc6e87","source":"youtube","source_id":"UgzI8S201qGHlbciAld4AaABAg","content_type":"comment","title":null,"body_preview":"RSBN!!!! \nYou outdid yourselves, this was the best coverage anywhere. You guys captured everything, and should get an award for this broadcast. Thank you so much. Absolutely Amazing coverage.","author":"@Watchersend62","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"c9294eda-732f-4710-923d-c1498e9c0774","source":"youtube","source_id":"Ugyqxgx_VK73DrTaN7d4AaABAg","content_type":"comment","title":null,"body_preview":"I’m so glad the “stars” cancelled! This kept the focus on our wonderful country! Thank you, Jesus, for all you have blessed us with!","author":"@LadyWyo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"dee86a2e-df3c-4b61-b3c9-df8ce1f901fa","source":"youtube","source_id":"UgxOCztMK7wRI1xOEGd4AaABAg","content_type":"comment","title":null,"body_preview":"Do these people even KNOW???? THE MEANING BEHIND FIREWORKS, WHAT FOOLS","author":"@YAHSChild-p6g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.6458333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"93a508ed-bf9d-422c-a4eb-84e8b911c9de","source":"youtube","source_id":"Ugy9Cvd1y_RFtZQpLol4AaABAg","content_type":"comment","title":null,"body_preview":"This World IS IN TURMOIL, ITS NOT COOL TO IGNORE THE PAIN OF US ABUSED AMERICANS WHILE THE WAR MONGERS CONTINUE. THIS IS WHY PEOPLE ARE BRAINWASHED THEY CONTINUE BELIEVING THE SAME HEATHENS THAT GAIN ","author":"@YAHSChild-p6g","classification":"ai_generated","confidence":0.7,"indicators":["synthetic_empathy","missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.6458333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"e6c4c214-4bdb-4e01-849a-49c27406c9f3","source":"youtube","source_id":"UgymSorWnwwCYG1Ctd54AaABAg","content_type":"comment","title":null,"body_preview":"WE ARE NOT FREE!!!!\nWE'RE SLAVES ESCAPING THE HEATHENS PLANTATION.\nWHEN WILL THE PEOPLE MATTER ABOVE THE HEATHEN?\nNOT UNTIL WE STAND UP, AT THAT TIME THE TABLE WILL TURN OVER, SO, GET UP, STOP WORSHIP","author":"@YAHSChild-p6g","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6458333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"758cdd92-58ee-4315-9c50-431d4f1440f0","source":"youtube","source_id":"Ugyuc18r1tc-l_pmOeB4AaABAg","content_type":"comment","title":null,"body_preview":"President Trump we ARE NOT FREE?\n1. Free people do NOT need a driver's license \n\n2. Free people do NOT need a fishing license with a limit on how many fish you can keep\n\n3. Free people do NOT pay for ","author":"@YAHSChild-p6g","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6458333333333333,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"0d657150-b1fc-4616-9b2d-66233bfa6bb5","source":"youtube","source_id":"UgwIRcBOZWAvMxqG0-N4AaABAg","content_type":"comment","title":null,"body_preview":"Same crowd as on J6....and they called them insurrectionists","author":"@Flip-x2l","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"9001b57b-9f0d-46ea-bfa2-3a995ca92593","source":"youtube","source_id":"UgzeDDhggTyeBwR-6Ad4AaABAg","content_type":"comment","title":null,"body_preview":"9:47:01 “And I’m proud to be an American, where AT LEAST I know I’m free!” I take exception to the phrase: “at least.” Usually when you use the phrase: “at least.” It’s after you’ve named a number of ","author":"@JohnParadise-xj1mi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.2900601611865753,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"dc6b9778-673b-483b-9bd9-6bf7b7cfabbc","source":"youtube","source_id":"UgzmiU8oMX8QmpAB2dV4AaABAg","content_type":"comment","title":null,"body_preview":"I love that the singers were military members. They did an amazing job!","author":"@kathykummer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"5e7b796c-9cd1-46ad-b31b-4fcc59c1afd9","source":"youtube","source_id":"UgwEd-P8hv9hY8I9bwx4AaABAg","content_type":"comment","title":null,"body_preview":"For people who are unfamiliar with the history of \"Don't Stop Believing\": \"While the band was on tour in Detroit, Steve Perry was struggling with insomnia in his hotel room. Staring out the window lat","author":"@Idi0cracy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"e95981d3-e11e-4f74-b946-8044a156612e","source":"youtube","source_id":"Ugwjjb9y_vELXZ6HC_V4AaABAg","content_type":"comment","title":null,"body_preview":"I guess somebody got the message ... thank you Mr President , for not repeating the mega bummer of Inauguration Day cancelation for \"weather\". Happy birthday USA 250 years .","author":"@LydieBaillie","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"8a7c9e9a-e021-4fbe-a0df-a53f4dcc3ae1","source":"youtube","source_id":"UgwWdVJuOf-G1j10d5N4AaABAg","content_type":"comment","title":null,"body_preview":"One of my favorite stories is one my grandma would tell me.\r\n     Her father, My Great Grandfather. He was a German man who moved to France before he was 18, then to Canada for a year, then in 1915, h","author":"@mansfieldtime","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"0df44d93-dedd-4792-b7a0-f7d80192227d","source":"youtube","source_id":"UgzWSWSOs625GhOumal4AaABAg","content_type":"comment","title":null,"body_preview":"Promises made! Promises kept! One more to add to the list! Thanks, Prez! As a 70yo grandmother, I dawned my red, USA-45-47 ballcap and felt great pride in this great nation and all the great history t","author":"@LibiBrown","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"ccaf4cbc-d5b4-4c51-a53f-423a3ffcef4d","source":"youtube","source_id":"UgxSLh5it8-o9poE06l4AaABAg","content_type":"comment","title":null,"body_preview":"God bless AMERICA ❤ God bless and protect President Trump' ❤❤❤❤❤❤❤❤❤❤🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲🇺🇲","author":"@BeckyGelke","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"fbcf9d38-f9c0-4e77-8ac2-40c9a3be4ccd","source":"youtube","source_id":"Ugxdl1Hl8HPk6apeeaF4AaABAg","content_type":"comment","title":null,"body_preview":"Thank God Trump is president. I could only imagine if Harris had won. She'd be badmouthing this country and how great the third world is. There wouldn't be American flags. She'd have hammer and sickle","author":"@71avalon36","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.6454212454212452,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"2bcf68a4-d061-4148-a1f4-c8e8214773e0","source":"youtube","source_id":"UgxXu93tjd7-omeUcJN4AaABAg","content_type":"comment","title":null,"body_preview":"Please HELP NIGERIA CHRISTIANS IN AFRICA. Remove Islam from that country. Please help","author":"@dmorgan2069","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"09058b85-a260-44df-a23b-17eceeda9e45","source":"youtube","source_id":"UgytXVhIKBo8fg820SJ4AaABAg","content_type":"comment","title":null,"body_preview":"So which had more fireworks? All of the Iraq War? Or Tonight?","author":"@cowlevelcrypto2346","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"4cfe5f7c-aa10-4c00-b87e-eae9779c29cd","source":"youtube","source_id":"UgyYSCjEKgUZq0QEKEZ4AaABAg","content_type":"comment","title":null,"body_preview":"There is NO flag on the moon.  The moon is a Luminary made of plasma.  No one can land on it.  It's a LIE from NASA.  And NO ONE can pass through the Firmament!  I Can't believe President Trump is so ","author":"@esthermuldur796","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"2d85a08c-3ca7-4a0a-ba77-87031214b958","source":"youtube","source_id":"wFFAVUxnIvU","content_type":"post","title":"REPLAY: President Trump Delivers Remarks at Major “Salute to America” 4th of July Event - 07/04/26","body_preview":"Watch RSBN LIVE as President Donald J. Trump delivers powerful remarks at the major “Salute to America” 4th of July celebration! This special Independence Day event honors our nation's heroes, history","author":"Right Side Broadcasting Network","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","commercial_intent","specific_event_promotion","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wFFAVUxnIvU"},{"id":"d4ca6468-eb47-4581-a578-5868ada065e3","source":"youtube","source_id":"Ugwot9zm6TjG3RO0ScN4AaABAg","content_type":"comment","title":null,"body_preview":"Where have we seen this before? Oh yeah Hitler Nazis this is Donald Trump for you. The race is Hitler Nazi that he is. This is the world he has created. He has plummeted our society into chaos divisio","author":"@gabriellareyes8448","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"003d10ea-890a-482a-a6fd-fbcced61e282","source":"youtube","source_id":"UgyiU8Cj65i_9irMTJd4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds exactly like what the Muslims are doing all across America","author":"@yOuCaNtPaRkThErE1031","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"69737ed4-2bc6-4f6b-b0b8-9935d47dd478","source":"youtube","source_id":"UgypTMM7HUiPzK8jVHd4AaABAg","content_type":"comment","title":null,"body_preview":"Retards.  The poster and many of the commenters.  Anyone who cries \"white nationalist\" or \" white supremacist, please know you have worn that out like the word racist.  Grow up and stop being a puss.","author":"@shattucm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"295b633f-ce41-4413-ba64-37245816a8e7","source":"youtube","source_id":"UgwMABLqdgfswodBIvh4AaABAg","content_type":"comment","title":null,"body_preview":"I wish nothing but the worst life has to offer for these ignorant nazis.","author":"@Sunsandandbeach","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"04702fd4-83d4-45d6-963c-5ce4dfe3c17d","source":"youtube","source_id":"UgxZV44KyaC4Ti1ESoN4AaABAg","content_type":"comment","title":null,"body_preview":"Well if you vote for tyranny you will get those that will act. A corrupt 2 party political system that steals, lies, starts illegal wars, taxes without cause, allowing our schools to be in danger, tel","author":"@salgoudnedrac5489","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"aa36351d-fc55-4375-81fa-a4154eb0cd7d","source":"youtube","source_id":"Ugz0N-QmKl9o6VPcdtN4AaABAg","content_type":"comment","title":null,"body_preview":"Effing cowards don’t have enough spine to show their faces. They’re just like their spineless leader.","author":"@BurnerAccount-w2g","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"4404696d-0652-4777-b51b-93d6e75ca191","source":"youtube","source_id":"UgyAq31s0CnC0w7DZi14AaABAg","content_type":"comment","title":null,"body_preview":"They add nothing but hate to the national conversation.","author":"@arthurweiss9336","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"2c619fd8-83ec-48fc-8980-d92b99f7dde0","source":"youtube","source_id":"Ugz4q1wUNF02s8llLtx4AaABAg","content_type":"comment","title":null,"body_preview":"FEDS!!! FAKE PSYOP!!!! 😂 Old Divide and Conquer tactics!!! LMAO 🤣 what a joke!!","author":"@marcossoliz506","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"4c281dba-7054-45eb-b63a-def470f15e32","source":"youtube","source_id":"UgxmSPRBIf92mK-0dp94AaABAg","content_type":"comment","title":null,"body_preview":"Could someone like Stephen Miller instigated this.  Just a thought.","author":"@Goldeneyes2534","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"ffbb0163-8169-4b21-adc6-e541f12c83af","source":"youtube","source_id":"Ugyi-A0czklwBg6vINB4AaABAg","content_type":"comment","title":null,"body_preview":"Just more Socialists Communist Liberal Democrat propaganda.  Surprise!","author":"@deathbyvelocity7541","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"bdde3878-4e87-4d2b-887a-4f3082f1e4cb","source":"youtube","source_id":"Ugwv4kXdt2kTxT4mfTd4AaABAg","content_type":"comment","title":null,"body_preview":"So a diff version of the kkk hoods ? Is that what anyone else is getting ? Remember we have idt soldiers wearing masks acting as ice agents to and we have no proof they are all even ice when people va","author":"@Midnight_Rebel_26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"60e9d1c1-d288-402b-ad6b-742fad4c81f1","source":"youtube","source_id":"UgxM6Om4hXVxnW4vOy94AaABAg","content_type":"comment","title":null,"body_preview":"Let me know when a CVS is set on fire\n That way I will know it is a peaceful protest.","author":"@danielgent8094","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1R659IvqPvU"},{"id":"64569bf4-e83c-4510-83bc-e23c6dfdd798","source":"youtube","source_id":"UgziQ80nx8RcUZgThMR4AaABAg","content_type":"comment","title":null,"body_preview":"Sad. Guess the socialists communist are thrilled.\nVote again for them.  Dummies","author":"@sandrasmith8568","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"e0de9184-8d77-47a7-9c02-3ed1458c49fa","source":"youtube","source_id":"UgwBCzM2RunUq1-3UiJ4AaABAg","content_type":"comment","title":null,"body_preview":"Remember all those who died in the winter since all homeless shelters were full and others only available to illegals??","author":"@DanaMarieB","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"ccc8efdc-b79c-4c4f-bfaa-7d9c0349e84b","source":"youtube","source_id":"Ugx-kPs4jtlx5Aq7-NR4AaABAg","content_type":"comment","title":null,"body_preview":"If you care so much about the people and this bothers you, run for mayor and do better ! Everyone wants to be a critic and just talk about the problem. Lmao","author":"@angelusreignos6010","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"0e2e704b-d400-41a2-aa2e-eb4abeb3118a","source":"youtube","source_id":"UgzWG_y4qgzll-LabEV4AaABAg","content_type":"comment","title":null,"body_preview":"Well people from NY you voted for this man and you voted for all the problems","author":"@JohnDavis-oy3sm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.39285714285714285,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"899cbab5-d36a-467d-9f5c-710f02925b46","source":"youtube","source_id":"UgwfaW1kaQFjTECVvhZ4AaABAg","content_type":"comment","title":null,"body_preview":"People your power didn’t go out you didn’t lose power. The New York City government turned off your power.","author":"@JohnDavis-oy3sm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.39285714285714285,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"0ea3225e-0bc2-4715-9062-58f3780486ce","source":"youtube","source_id":"UgxxDtrB-qcAH0r4Rnx4AaABAg","content_type":"comment","title":null,"body_preview":"\"We wil replace the frigidity of individualism with the warmth of collectivism\"  This guy...  😠😠","author":"@linuxman0","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"7e20d7f5-a1e6-4dc6-b07a-05c03d12f7c3","source":"youtube","source_id":"UgwXaPjp-4o75GlV3ld4AaABAg","content_type":"comment","title":null,"body_preview":"They voted for  ALL this SHIT so I DON'T FELL SORRY FOR THEM AT ALL. PERIOD!!!!!😮","author":"@garymosbauer","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"fa0c20c5-e54f-42db-bebc-5ef7f92a7a85","source":"youtube","source_id":"Ugzvky2-WYNgdboIR7l4AaABAg","content_type":"comment","title":null,"body_preview":"honestly you have never been to Florida.. I see zero sweat from them..  I can wring about a 12oz cup out of my short every hour in FL from sweat   Try 150F below a deck of a boat with no A/C and worki","author":"@RenoSimpson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"cfcfc106-18b0-40d8-913f-f209404ea4b2","source":"youtube","source_id":"UgwiCbC30d8GM5dKhKp4AaABAg","content_type":"comment","title":null,"body_preview":"In 1926 in the summer of NY the temp was recorded at 108 F so don’t try to claim this on global warming.","author":"@JohnDavis-oy3sm","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","missing_platform_voice","absence_of_personality"],"bot_score":0.39285714285714285,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"3bece8a7-5689-48d3-aae0-e080eb927512","source":"youtube","source_id":"UgztrGAjFMnfdN43tud4AaABAg","content_type":"comment","title":null,"body_preview":"MANDUMBY IS DOING EXACTLY WHAT CUBA JUST DID to their PEOPLE CUT THEM OFF BUT THE POLITICIANS HAVE POWER","author":"@RonaldNelson-t8l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"83a99db3-54e5-43bf-b04c-06fc7817c521","source":"youtube","source_id":"Ugw2LDeEWHQ_s3lhpUZ4AaABAg","content_type":"comment","title":null,"body_preview":"This is the result of handing your country to dogs .what was the contribution of this man to America before he became mayor ?this is the equal and opposite reaction to your actions .","author":"@annievarkey3204","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"dcaeea5e-4df7-403c-a6ba-6a9d888b076b","source":"youtube","source_id":"Ugz0Ii6d4eqApF6teb94AaABAg","content_type":"comment","title":null,"body_preview":"And the temp of n death valley California was was 134 F in July 10th 1930. 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Cmon people stop believing the democrats global warming thing. It’s all about getting your money and usin","author":"@JohnDavis-oy3sm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity","semantic_blandness"],"bot_score":0.39285714285714285,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"3991db3d-f1ba-4800-af5c-3a1f88d2acd5","source":"youtube","source_id":"Ugyb389815R4gM_ghJt4AaABAg","content_type":"comment","title":null,"body_preview":"Soon well be getting a handjob from starbucks called a latte and lawyers graduating from costco","author":"@jdmrider","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"3f522831-2919-4333-96fc-76e31125d0dc","source":"youtube","source_id":"Ugx2aqTV8Knmhj4CzQN4AaABAg","content_type":"comment","title":null,"body_preview":"If only they could get funding to build a Thorium reactor in Upstate New York.  Incredibly efficient Nuclear power, no chance of meltdown, no Uranium or Plutonium required.","author":"@ch-xr2bx","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"3fb7225c-3817-4033-8547-7938033f8b11","source":"youtube","source_id":"Ugymy3RGYGyI-FLE67l4AaABAg","content_type":"comment","title":null,"body_preview":"I have lived in Tennessee for 18 years. We have occasional power loss when a car hits a utility pole, a transformer blows up, etcetera. 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This isn't surprising. Families would be overall better off to relocate. NYC stopped putting residents FIRST .They deserve better.","author":"@deborahlauterbach6156","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"3e43e239-1a67-4777-b5c9-75b31400bb6a","source":"youtube","source_id":"nYm68MbtmXI","content_type":"post","title":"Mamdani Thought \"Banning A/Cs\" Worked... UNTIL NYC WENT DARK","body_preview":"Tens of thousands are losing power in NYC due to summer weather conditions.\n\nJournalistic report. Includes news footage for purposes of commentary, criticism and analysis. \n\nNeed Music? Get Epidemic S","author":"Cash Jordan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.277312301381257,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nYm68MbtmXI"},{"id":"5b3432b4-3719-45a2-8761-aa86f75fc57e","source":"youtube","source_id":"UgxZ233gKV0GwZOkqVp4AaABAg","content_type":"comment","title":null,"body_preview":"Omfg these people are so incoherent and cognitive dissonant morons.","author":"@raymondkymsuttle","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal 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YOU!!!!","author":"@tzighanulroman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"777a33c7-0a14-4fd5-90d3-32b8ac4ab8a4","source":"youtube","source_id":"UgyWl3ZlEXu4qjBW5BV4AaABAg","content_type":"comment","title":null,"body_preview":"Christian catching a couple strays in the basketball segment is hilarious.","author":"@snc99","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal 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500.","author":"@robertnichols4833","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"067ceccb-73c9-4b18-af01-5c671784b4fc","source":"youtube","source_id":"Ugxtu6b0BzWN8zDOJEN4AaABAg","content_type":"comment","title":null,"body_preview":"Did the Roman Empire think it would go on forever? How about the Byzantine?","author":"@HeatherVigliotti","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"a367485e-ec88-42a3-a746-ebc195484b94","source":"youtube","source_id":"UgyZVjkTK3enIL1Uj-d4AaABAg","content_type":"comment","title":null,"body_preview":"J6rs were ripping the capitol apart. That’s patriotic? They weren’t treated fairly? Compared to who?","author":"@HeatherVigliotti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"98294305-1e20-431f-ab46-43ccdb1b3154","source":"youtube","source_id":"Ugy-oyK8QvOcIzXPLfd4AaABAg","content_type":"comment","title":null,"body_preview":"The Dream Team was great but it was made because USA was starting to lose in the olympics;  at first they were creaming everyone but then all the other countries started to become more competitive.  P","author":"@PiLeen73","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","false_specificity"],"bot_score":0.6478926478926478,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"4f8b5b80-1612-40d2-b632-5367440971a8","source":"youtube","source_id":"UgyouXbVyAVabcRHjzB4AaABAg","content_type":"comment","title":null,"body_preview":"George Washington had the DECENCY of not wanting his face on the money, because he didn’t want to look like a monarch or a dictator.","author":"@PiLeen73","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6478926478926478,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"c45d5513-f4e3-433f-a6ff-d656c54573a9","source":"youtube","source_id":"UgxCGi736436vN41aYp4AaABAg","content_type":"comment","title":null,"body_preview":"I can not believe people are not better educated ☝️🌺","author":"@ingridjost-m9t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"18b06e90-6699-4993-87ba-ef8b6da8afd8","source":"youtube","source_id":"UgxHHlQcRwDG3ohkdnp4AaABAg","content_type":"comment","title":null,"body_preview":"Why would anyone go to trumps so called celebration party....tell me, what exactly are you celebrating?","author":"@orchid2223","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"93f0ac5c-64ad-4310-9df3-a0160a543e51","source":"youtube","source_id":"UgzJd8M768isW8fWvip4AaABAg","content_type":"comment","title":null,"body_preview":"Awww, are you allergic to having fun and telling the truth? Happy 250th ingrates!","author":"@Mickey-p6h","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"effd8b38-7289-4811-9f00-d2754fbebfc5","source":"youtube","source_id":"Ugyb1S8moFDZGHutbrJ4AaABAg","content_type":"comment","title":null,"body_preview":"Freedom Williams 😂😂😂😂.  We hear you man🫡. Loud and clear😂😂😂😂. Thanks goodness there's no Smelling TV sensor😂😂😂😂","author":"@MelodijoGypsy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"2f67c36a-1fff-45c0-aa7d-036bf7ba58af","source":"youtube","source_id":"UgzyBEfEYdCR-_pm6Fd4AaABAg","content_type":"comment","title":null,"body_preview":"I’m all for him being on a $1 coin, if he follows the rules. He has to be dead first. This is not intended as a threat. It really is in the rules that you have to be dead to be on our money.","author":"@Nightrelic","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"ba85d36d-2cfa-4e79-9a8e-9da0eb3fef8a","source":"youtube","source_id":"UgzeBNJCE-KuJXUlXwZ4AaABAg","content_type":"comment","title":null,"body_preview":"Saw u in court bro way to stand up for the people John. Cheers","author":"@3dwardmurph913","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"608a2200-ca78-47f8-b995-9db6678b6856","source":"youtube","source_id":"Ugyw1n4hJ1L7GFVc4J14AaABAg","content_type":"comment","title":null,"body_preview":"Do these people have internet???? Do they keep up with world events","author":"@sandraleeashie3080","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"c93a9924-e7db-456c-8c2e-6bda20d32910","source":"youtube","source_id":"lMk2nH3DqtE","content_type":"post","title":"The Daily Show Celebrates 250 Years of America, and Maybe 250 More? | The Daily Show","body_preview":"It's America's 250th anniversary, and while Trump is planning to commemorate the milestone with a concert full of understudies and his own face on a $250 bill, the TDS News Team asks Americans what th","author":"The Daily Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","strong_opinions","imperfect_expression"],"bot_score":0.38262757737309333,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=lMk2nH3DqtE"},{"id":"f4a03225-58b4-461a-83e5-8c53c07be134","source":"youtube","source_id":"UgycDzzqCSFSMhnQWFJ4AaABAg","content_type":"comment","title":null,"body_preview":"gloves? mask? night time not broad fuckn daylight? ametuers","author":"@D3CLLR8","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"3c8f1b98-faee-42ed-987c-a86083a9a220","source":"youtube","source_id":"UgzOXZDk3G4xSvSotoB4AaABAg","content_type":"comment","title":null,"body_preview":"conspiracy itself is a Felony, they're gonna be put away for a VERY long time","author":"@echotheotter9541","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"0fbfea7e-64b2-4d42-b142-96b66a2bc1e1","source":"youtube","source_id":"UgwEb8yxLIA5K3wZHJ14AaABAg","content_type":"comment","title":null,"body_preview":"According to federal court documents released by the U.S. Attorney's Office for the District of Connecticut and the FBI, all four individuals are Venezuelan nationals.\nInteresting you leave that piece","author":"@matnielsen8134","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"09c66a82-0bb3-405e-b6e9-4c0ae5dea0fe","source":"youtube","source_id":"UgwiUvDki6vmKLsc2Ip4AaABAg","content_type":"comment","title":null,"body_preview":"Bro.. they steal tge money from atm and 15 years.. in my coumtry killers get less than that.. and in america i bet a lot get away woth murder.too and even get lesser jailtime","author":"@vrobrando5122","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"cab66dd4-8867-4a96-a744-0db3e0476ae2","source":"youtube","source_id":"UgycwriENM73PfCNJaF4AaABAg","content_type":"comment","title":null,"body_preview":"god forbid they wanted pocket change to get.....93,458 scoops of ice cream","author":"@styffee8146","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"14b26c40-2dc9-4ee9-a5b0-0c62bf8f05cc","source":"youtube","source_id":"Ugw-dRn6g7tCCpJWUJF4AaABAg","content_type":"comment","title":null,"body_preview":"-Scored-\n*Stole*\nThis type bs is why we can't ever have nice things.","author":"@YuckFou0x0FFFF","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"3bcfab8e-7a6c-47e8-a92b-3a06611ef433","source":"youtube","source_id":"Ugz6GR4CSD3kz7Y9EMF4AaABAg","content_type":"comment","title":null,"body_preview":"The US president basically did the same thing. Why charge these guys if the leader of the free world walks with no consequences?","author":"@blackflag456","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"76288610-c363-4556-a3e8-481a4e473cd5","source":"youtube","source_id":"Ugy9owlj3GQt6ZbTfQZ4AaABAg","content_type":"comment","title":null,"body_preview":"FBI can do this, but not take down the Epstein class… truly amazing","author":"@raequezzy97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"5ad4d1e3-6da1-4220-a772-109dad38ce4e","source":"youtube","source_id":"Ugw3hnsk_WVESlDw_ld4AaABAg","content_type":"comment","title":null,"body_preview":"Damn how lomg were they there?? ATMs usually do 300  per transaction","author":"@ItzGibz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"96e27e18-739a-457d-ac95-3a88799c493e","source":"youtube","source_id":"UgycsDIquA0_B3jcz2F4AaABAg","content_type":"comment","title":null,"body_preview":"My mom had an atm randomly malfunction. She tried to return it. They refused it. & then when my mom got money from my grandma when she died. That same bank took that money. & refused to give it back.","author":"@IsabelIronblade","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"d813c691-11ae-4f5c-8e3b-495cdd822479","source":"youtube","source_id":"Ugzde-dXTeRrjkNuxFp4AaABAg","content_type":"comment","title":null,"body_preview":"Four guys stealing from insured money is a crime, but your political leaders can steal directly from you, and you can do nothing about it.","author":"@HellHoundOne","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"4b9d7f43-67f1-4113-9be2-a568058cf8b7","source":"youtube","source_id":"Ugy1VyabVTftw5k6_YF4AaABAg","content_type":"comment","title":null,"body_preview":"The problem is they didn't steal enough. Eventually you get to a point where you've stolen enough that you become a leader.","author":"@STaSHZILLA42","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"75873e43-4395-48ac-a8f0-8711fa797340","source":"youtube","source_id":"UgwK2L7gblSY-CjZxBd4AaABAg","content_type":"comment","title":null,"body_preview":"When the banks steal from you 👍\nWhen you steal from the banks 👎","author":"@MrPatchPlays","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"eecbaa1f-a6ad-498e-a692-46cadfe93cee","source":"youtube","source_id":"Ugy5I6UFAdTTb0DfHpV4AaABAg","content_type":"comment","title":null,"body_preview":"It’s a crime when they do it, but not a crime when all the politicians do the same shit with insider trading among many other things. Make it make sense","author":"@ThomasTheGr3at","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"f831452a-188b-46bd-a1b0-8a5ee9a3c518","source":"youtube","source_id":"Ugx_39oJONwvrPmaghV4AaABAg","content_type":"comment","title":null,"body_preview":"Is it just me or do you also secretly hope they get away with it?","author":"@RebelAngelForever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"f6bd9b6c-4393-4377-87b4-357296c99f20","source":"youtube","source_id":"UgzPmPl8tJAJov49Aqx4AaABAg","content_type":"comment","title":null,"body_preview":"lol look it’s simple do it once and stop for quite some time","author":"@Rickrymes-67","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"e08a5fe3-5aba-4719-96dd-cd6bc83d47c1","source":"youtube","source_id":"UgywIb-DjOMW-Porvfh4AaABAg","content_type":"comment","title":null,"body_preview":"If you’re smart enough to hack an ATM, you should also be smart enough to know NOT to hack an ATM.","author":"@iLLiCiT_XL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"7400932f-9250-4f61-95f5-b36fd0b86a2b","source":"youtube","source_id":"Ugwy_Mpls85KJXwp2z14AaABAg","content_type":"comment","title":null,"body_preview":"So half a million of some random guys gets the attention of the FBI, but not the billions education fraud? 🤔","author":"@VictorF0326","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"c3abf3bb-575a-4722-986d-412a003a5bf4","source":"youtube","source_id":"LtDlK5XVWWI","content_type":"post","title":"Four Guys Stole Over $500k From ATMs in Jackpotting Scheme","body_preview":"Today's FULL PDS here: \nWatch the full Daily DeFranco Show: https://www.youtube.com/@PhilipDeFranco?sub_confirmation=1\nGet More News Clips: https://www.youtube.com/channel/UCpLB7kBu9O5dbBKhaIOmqcQ?sub","author":"DeFranco News Clips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1671967514012664,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LtDlK5XVWWI"},{"id":"d9054417-ae4d-487a-92d1-09fdc0b853ad","source":"youtube","source_id":"UgzF-0eBOIW3rCiBSRV4AaABAg","content_type":"comment","title":null,"body_preview":"And no matter how much you care you still can’t do a MFN THING ABOUT IT. They literally do whatever they want while we argue amongst ourselves about shit that doesn’t matter but they’ve convinced you ","author":"@milli2385","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"e01a372b-9349-464a-b892-c7e0f3471cdd","source":"youtube","source_id":"Ugz9pz_VhXUuwI3lV2p4AaABAg","content_type":"comment","title":null,"body_preview":"I agree 100%. Sorry not sorry, there is absolutely no way Charlie Kirk was shot by that kid with a 30-06 rifle. I know the capabilities of the destructive power a 30-06 round produces and honey That A","author":"@kennethchristensen3582","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"a2ddc82a-245d-4f76-86d1-94eaaa317a44","source":"youtube","source_id":"Ugym_jjEUCkf5AzPQ7h4AaABAg","content_type":"comment","title":null,"body_preview":"Our goverment, meaning the deep state, is completely \ncorrupt.  CIA or FBI are not interested in the truth.  The \nsame with Butler, Pennsylvania.","author":"@rosemarylorine3461","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"b62b1213-b832-4891-897a-6a8cd5a04423","source":"youtube","source_id":"UgzsN_FWLBgPwT2tpEN4AaABAg","content_type":"comment","title":null,"body_preview":"FIRST THING I HAVE EVER AGREED WITH HER.  ALL REPUBLCIANS ARE HIDING THE TRUTH AND ARE CRIMINALS","author":"@zpg223","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"ed2c9df3-95e3-4696-a1fa-063d80813733","source":"youtube","source_id":"Ugxq5Ozn452sKKFY0ql4AaABAg","content_type":"comment","title":null,"body_preview":"There is a greater than zero chance that Charlie Kirk was murdered not by some college kid on a rooftop but by sinister forces of some intelligence agency.","author":"@chodie4u","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"1a262e3e-7f9e-4684-9e26-11262ed063a6","source":"youtube","source_id":"UgzySsL51JVz6l_msNB4AaABAg","content_type":"comment","title":null,"body_preview":"Shawn wtf - shes crazy 🤪 it was entertaining yes but damn...","author":"@justinbskiing1987","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"842c3953-c597-4031-9499-69bc0b627681","source":"youtube","source_id":"UgxsTsqksCMoeSJiw2F4AaABAg","content_type":"comment","title":null,"body_preview":"This is all straight up bs. Where are the before and after pictures of all this work? 😂","author":"@FactsOverFeelings23","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"141eecf5-2084-4e7e-b758-fe5889c17f74","source":"youtube","source_id":"UgwGAG1iwnJqq-9BguV4AaABAg","content_type":"comment","title":null,"body_preview":"What happens when the freedom of speech from a deceased has become dead because the freedom of speech is that a crime?   If that should be","author":"@rduncan999","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0.9166666666666667,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"d20d552d-556b-4653-8619-681130e3734d","source":"youtube","source_id":"Ugzw_4xZ41Nj4BzUigR4AaABAg","content_type":"comment","title":null,"body_preview":"What are y'all conspiracy nuts gonna do when all the evidence comes out during the trial? \n   Also, where is just one shred of evidence to back up anything Candace is saying? She got butt hurt Erika s","author":"@Gunrunner223","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"980c3394-97d4-4c99-8e3a-19031a07a02f","source":"youtube","source_id":"UgywFD_7HtMU5sI6BYh4AaABAg","content_type":"comment","title":null,"body_preview":"I mean we don't care if it's on our land or rod for a cause that is far away from us.   What if an influential person was😊 I murdered under words.   It kind of makes you think the Constitution might n","author":"@rduncan999","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","imperfect_expression","missing_platform_voice","absence_of_personality"],"bot_score":0.9166666666666667,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"1f24686c-8867-46fb-9868-0ef9cf789149","source":"youtube","source_id":"UgwdRZJCxm8pXNwTjuV4AaABAg","content_type":"comment","title":null,"body_preview":"I believe Charlie was about to run for president in 2028.\nAnd power that be knew he wouldn't be controlled even s lifte bit","author":"@timpride6276","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"83fa308f-a6b5-4e98-af13-49385d4e00b9","source":"youtube","source_id":"UgxF-2UGvM5WylPGm5F4AaABAg","content_type":"comment","title":null,"body_preview":"No blood splatter behind him either. From the very beginning, you could conclude the blast was foward from his shirt. We the people know who did it. ..realities are breaking down. Cloth yourselves in ","author":"@EliasCrisan-r3j","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"987641e6-8449-4b60-a3ef-8880f535438e","source":"youtube","source_id":"Ugyhm6_5-cBvgU64ZtV4AaABAg","content_type":"comment","title":null,"body_preview":"The autopsy photos would show her theory or a bullet……. Simple very hard to cover up an explosion on one’s chest to call a bullet in the neck.","author":"@Slim-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"2325dc91-49d0-489f-a4f6-6e875ac46af0","source":"youtube","source_id":"UgyTaiyPJbWQ9PaVpXh4AaABAg","content_type":"comment","title":null,"body_preview":"2 things can be true at once. The government is covering up the murder of Charlie. Candace is bat shit crazy.","author":"@MissAmberlee1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"e9be2a2c-83b6-4880-a8f5-80750ef1ece2","source":"youtube","source_id":"Ugw8A67uYfx51rYa0Ot4AaABAg","content_type":"comment","title":null,"body_preview":"Seriously you think his wife knew something?   As crazy as this sounds.","author":"@nathanbesse9306","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"443598fc-e133-42c6-8f26-43f40b64af84","source":"youtube","source_id":"UgxIgxie82J4cEqqyrp4AaABAg","content_type":"comment","title":null,"body_preview":"This is fucking ridiculous. She done nothing but say conspiracies since he died. Shes a wack job","author":"@thehammer800","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"00cd970c-442f-48e9-a39e-23940ecacbf5","source":"youtube","source_id":"UgyXE3nr61yxp1K083N4AaABAg","content_type":"comment","title":null,"body_preview":"30-06 at the trajectory they claimed would’ve shatter his spinal cord. That right there’s your first sign something’s off.","author":"@loganyates4269","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"8aef9059-1aca-45e4-a601-0fab8394f19a","source":"youtube","source_id":"Ugz-43birVHV_9vP5NJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ive shot so many guns and a huge range of soft and hard targets. That video haunts me\nYou can CLEARLY SEE the alleged trajectory is incorrect for a rooftop assaulter","author":"@tp3u","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"bc1540a9-c393-4501-ad4f-40354a4e9afe","source":"youtube","source_id":"UgzUZfNMqgeJkMpdrCd4AaABAg","content_type":"comment","title":null,"body_preview":"If it comes from Candice’s mouth it lies made up bs!!!","author":"@scottsewell4837","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"ba177200-3d0c-4099-8a1e-3dbd7e61854b","source":"youtube","source_id":"Ugwl_2srJKM5BXZP2ex4AaABAg","content_type":"comment","title":null,"body_preview":"No to mention a 30-06 and no pass through because the coroner said Charlie had healthy strong bones. Like come on. How stupid do you think we are.","author":"@Tactical_Dad92","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"ccbd5dce-cf3f-4ff7-a485-beb0aeaaaa51","source":"youtube","source_id":"UgyeZGABe0hyiElnW1Z4AaABAg","content_type":"comment","title":null,"body_preview":"So that kid sitting in court is willing to do life in prison for a murder he didn't commit?? So he sits in court quietly innocent???? Would you sit there in court ready to spend life in prison for not","author":"@bryancollins6903","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"9f132954-3a9b-4d6e-84b4-50dce42272eb","source":"youtube","source_id":"Ugz4TnbfCNdFzvBeisR4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if they were staging/faking an assassination attempt for publicity and he was in on it. The charge that was supposed only injure him misfired so he ended up dying and they covered it all up.","author":"@jpro112185","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"02da335b-0afb-4f0a-bd0b-52cb5e5a359f","source":"youtube","source_id":"Ugx5Z4M_D4jlCki-DAJ4AaABAg","content_type":"comment","title":null,"body_preview":"Stop giving that person the time of day. She is filled with hate with no moral compass.","author":"@Rock_Bill_Kaa","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"66144d6e-b9b9-418f-b881-6e166bd1a413","source":"youtube","source_id":"SnBF3DzGCmA","content_type":"post","title":"The Charlie Kirk Footage Doesn’t Add Up 😳","body_preview":"Join this channel to get access to perks:\nhttps://www.youtube.com/channel/UCkoujZQZatbqy4KGcgjpVxQ/join\n\nSupport the Shawn Ryan Show for $5 and get the chance to watch the shows AD FREE, with the exce","author":"Shawn Ryan Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.26318952394290035,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SnBF3DzGCmA"},{"id":"5511db45-0187-44c6-902f-12a212afad66","source":"youtube","source_id":"Ugyr2OZQ1_aaTD0dXRh4AaABAg","content_type":"comment","title":null,"body_preview":"Neil the Seal attracts a bigger audience than that performance.","author":"@jericson1109","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"3645ae46-b174-44f9-8c49-c6e33c3f8e02","source":"youtube","source_id":"UgxAxCUwkTWxdtSPgVt4AaABAg","content_type":"comment","title":null,"body_preview":"“Don’t listen to your eyes and ears”\nI don’t wanna be that guy but…","author":"@austin7952","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"dcff8f31-8254-43c8-b521-f1e1bfe5f399","source":"youtube","source_id":"Ugz2Mgsgt6aeJ5-qknB4AaABAg","content_type":"comment","title":null,"body_preview":"This is like that lady saying all their flights are all time now and the cameraman pans up to the current board showing everything is delayed still.","author":"@Nilarko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"77eb7310-58b1-4d35-af5f-55a162422e5e","source":"youtube","source_id":"UgwWsGWjpT2OWTjPSXR4AaABAg","content_type":"comment","title":null,"body_preview":"More people showed up for Ayatolah Kahmanei's funeral than Trump's fascist speech!","author":"@brgor316","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"70def3cb-17f0-494e-be1e-f5f2396229e0","source":"youtube","source_id":"Ugx0ssJKfF1tEm34NW14AaABAg","content_type":"comment","title":null,"body_preview":"They're so petty they cropped out the guys glasses,  well and the guy. They could've done something less noticeable like darkened the image on his glasses on the picture or something. I'm so tired of ","author":"@GarthurFleck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"78b6f0db-cc2f-440e-bade-238038b43e33","source":"youtube","source_id":"Ugzpt_OhPM2KYFCvJ9F4AaABAg","content_type":"comment","title":null,"body_preview":"FOX MISINFORMATION NETWORK always lies for Trump & elected Republicans","author":"@davidhenry1405","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"ad2a35e3-1feb-4598-8a1b-945fc9237175","source":"youtube","source_id":"UgzMOIXKuRAACBWgR4t4AaABAg","content_type":"comment","title":null,"body_preview":"I can't find comment from MAGAs. They have noting to say/explain like Hillary Clinton's emails, Obama whatever.\n\nThey don't know who to hate anymore. There's only dumb MAGA on the news. \n\nWhat do you ","author":"@danielpelchat9861","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"ab267c99-d0b0-4986-86c7-c9ab19da5e3f","source":"youtube","source_id":"Ugy94ZJcPgFOy3uTz7Z4AaABAg","content_type":"comment","title":null,"body_preview":"Just remember, spectators were told to seek shelter in the shade of the pavilions because of the heat. Not to say that it was well-attended, but saying that NO ONE showed up isn't the whole truth eith","author":"@Gail1Marie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","nuanced_argument","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"8a031659-a801-4abb-a487-cb66a6ee7496","source":"youtube","source_id":"Ugy8lEkh5ng7seA8ZFp4AaABAg","content_type":"comment","title":null,"body_preview":"Lying with the bold \"empty\" evidence in the background! I guess the MAGA Fools believe the lies!","author":"@marcusanderson-yeager6740","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"2f13ce8a-e90e-4b00-a156-77635a373378","source":"youtube","source_id":"Ugy3hgPBQwQC4H_HC4R4AaABAg","content_type":"comment","title":null,"body_preview":"Professional journalists, lying to protect a narcissistic oligarch!","author":"@mr.dennis5503","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"b7810047-bbf6-4a64-8f24-1bf968f8d027","source":"youtube","source_id":"UgxhIbnAyVrQKdDi2Ul4AaABAg","content_type":"comment","title":null,"body_preview":"So don’t they get tried of trying to force feed people lies","author":"@BonBonnie-f2n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"d21fb695-aff6-4fea-904a-12e2a70a3bbf","source":"youtube","source_id":"UgwUdUYxtXdRdCkbwPN4AaABAg","content_type":"comment","title":null,"body_preview":"What do these reporters get for them to lie? No respect for them because this tell me they can get paid to lie.","author":"@armindalozano9859","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"a1e992d4-beb3-4451-9945-bf9a91f6e73b","source":"youtube","source_id":"Ugx839P35UCcebvM81l4AaABAg","content_type":"comment","title":null,"body_preview":"That's Fox News for you. Deceiving the People of America","author":"@12161otherworldly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"f27201d7-3c8d-42ad-9a30-76569044ed98","source":"youtube","source_id":"Ugy97iXbk1W0oBNHsQx4AaABAg","content_type":"comment","title":null,"body_preview":"That's FOX NEWS. Just shamefully deceiving  the American people","author":"@12161otherworldly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"507d5057-0840-4afa-a590-ed196ede71d7","source":"youtube","source_id":"_DB2U3rFDF0","content_type":"post","title":"Sunglasses accidentally reveal truth about Trump’s 250 party","body_preview":"The reflection in a guitarist’s shades may have accidentally exposed the turnout problem at Trump’s America 250 celebration.\n\nMS NOW: My Source for News, Opinion, and the World.\n\n» Subscribe to MS NOW","author":"MS NOW","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.30423280423280424,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_DB2U3rFDF0"},{"id":"0fec50cf-3b62-41bb-b783-2286478ce6fb","source":"youtube","source_id":"Ugw6bwgLdPMsa_Yn_Ut4AaABAg","content_type":"comment","title":null,"body_preview":"Prayers for the cop to end up in the same situation ans they give 0 shits about him ❤","author":"@Ew_Raksha","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"c28693db-6f99-44a1-89f3-8f47ba6846bb","source":"youtube","source_id":"UgwG39QsUNYysPLX5tB4AaABAg","content_type":"comment","title":null,"body_preview":"You DO GET A BOND, felony or not. Depend's on the judge.","author":"@mariacorey1660","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"7422aafc-539b-45f7-a71c-554d93f0806c","source":"youtube","source_id":"UgzoTLT7u9bZ7yznd7l4AaABAg","content_type":"comment","title":null,"body_preview":"Awsome that the officer was trying to even work with her at all, they tried to take my kids but I had a plan in place","author":"@buddylangford8815","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"6e75851b-4a51-45a4-822e-0e4503eb11ba","source":"youtube","source_id":"UgzvMxR0Ie2_XdmqGjd4AaABAg","content_type":"comment","title":null,"body_preview":"Taught my kids to be respinsible. Dont make problems for yourself. Im not mean just realistic. Glad mine listened. No jail kids now 39 43 and 48. Could be prouder .... divorced mom of 3. ❤ hope she ha","author":"@Jager0074u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"6892f882-890a-4f02-a37c-df6e4858d35b","source":"youtube","source_id":"UgxjEzvS-wcMUVmhSxd4AaABAg","content_type":"comment","title":null,"body_preview":"Cop should be facing a felony charge for child endangerment being so willing to absolutely traumatize them over 40 minutes.","author":"@chillynipps9102","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"394a5f21-7d41-4ae3-88b6-42de8811d12e","source":"youtube","source_id":"UgxXyfDCsNb10AHo4Bl4AaABAg","content_type":"comment","title":null,"body_preview":"Full story- shes been dicking & resisting them for wayyyyy too long- patience over- she didnt care about child when she was commenting fraud& fighting cops in front of her children- sooner their away ","author":"@TerilynnLawver-u3h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"9d6957af-a059-408a-a833-a34926335d51","source":"youtube","source_id":"UgywY6sjXQ2wdyxWSGV4AaABAg","content_type":"comment","title":null,"body_preview":"IS NOT THE COPS FAULT HE IS A PUBLIC SERVER NOT A SOCIAL WORKER HER FAULT SHOULDN'T OF PUT THE KIDS IN THAT POSITION","author":"@GHBABY-y4e","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"62f456ea-668a-4ce5-b7a5-5b4631d246dd","source":"youtube","source_id":"UgyR2R6sLYc_HLL2yEt4AaABAg","content_type":"comment","title":null,"body_preview":"But you can take a murderer to get himself a hamburger after he has shot up people at payer meeting?","author":"@letticecorless5520","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"d5f6d5dc-c2a4-4e19-b410-09aeba14be78","source":"youtube","source_id":"UgyGiUA3XII5Qe4gysJ4AaABAg","content_type":"comment","title":null,"body_preview":"\"What day is today?\"\nThey ask because they never have jobs.","author":"@-41337","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"1afce13e-a2c8-4ac0-85d5-ef4be670e6e3","source":"youtube","source_id":"UgybIYBYSs3dbsDagHd4AaABAg","content_type":"comment","title":null,"body_preview":"How broken ... full of emotions 💔 and sentiments people Re in the comments when it's a woman a mother with kids getting arrested. But the same folks who are crying rivers right now go absolutely haywi","author":"@TheCheeseDrop","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"75f8b457-eb06-447a-9807-40ec972d1e2d","source":"youtube","source_id":"UgyX0Qp0pRhnZDYjORR4AaABAg","content_type":"comment","title":null,"body_preview":"Perfect example of how all adults fail to care and protect children 😢","author":"@yekaterinacunningham4412","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"fbcc1280-f150-4034-8519-3420de136cce","source":"youtube","source_id":"UgwH8TXTkY3V2RZtI_p4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t care what she did, he’s not allowed to be a jerk, especially a lying, threatening, mean-spirited, power trippin’, spiteful jerk","author":"@Missmagicman","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"830c3b0c-02c8-4733-bf1f-ce250fdcdedc","source":"youtube","source_id":"Ugx9QPFOS1m5iehuHTx4AaABAg","content_type":"comment","title":null,"body_preview":"Mind you it’s billions of officers holding up one that’s gonna sit on stops is nothing","author":"@Migomotion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"b6315a01-2407-4ad6-96e2-ebdf28b55e40","source":"youtube","source_id":"UgyVs2oXtuzd_nsVHz54AaABAg","content_type":"comment","title":null,"body_preview":"What a fkn asshole. If ur going to give no fks about making sure ppls kids are good as a cop ur disgusting.","author":"@doherty0915","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"e3dc44fa-4e97-4dd4-b475-1de0123e1a54","source":"youtube","source_id":"UgwFprGrt1pEcXDu0jx4AaABAg","content_type":"comment","title":null,"body_preview":"\"We have an hour to eat donuts, but not 40 minutes to help kids not be traumatized.\"  Protect and serve, my ass.","author":"@ofallmyintention9496","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"17237e5c-db86-4bd6-949a-3bedb4d3f5d3","source":"youtube","source_id":"Ugw_ulZ86A2Rh6oImVl4AaABAg","content_type":"comment","title":null,"body_preview":"Yall think a white officer would give af about anyones kids?  Get real. Especially not a black woman’s 😂","author":"@esosapoems2159","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"14eb774e-af60-4607-9030-f51a7058628b","source":"youtube","source_id":"UgzmkeuWH2NHaziwsaF4AaABAg","content_type":"comment","title":null,"body_preview":"I will never forget when I was 12 and my sister was violently  arrrested down the street from our house. We were walking hine from midnight mass on Christmas Eve. Smh. Police said we were Jay walking.","author":"@corinneskeeter269","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"e5d830ce-2f40-4039-9703-78247f8b9b16","source":"youtube","source_id":"UgwUfIY_uMu77zWl2Tt4AaABAg","content_type":"comment","title":null,"body_preview":"No bond, he said confidently probably cause she was supposed to show up to court and didn't.","author":"@chichesterbuilders","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"e8a06e34-fbe3-4ddf-8e81-7a9d81b0466c","source":"youtube","source_id":"53AXBGlkc1k","content_type":"post","title":"When Mothers Get Arrested","body_preview":"Today’s true-crime documentary examines the case of a mother who got arrested.\n\nWe are an independent news platform committed to accurate, fact-based coverage of criminal investigations, policing prac","author":"InOutExclusive","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=53AXBGlkc1k"},{"id":"62466d03-c08b-420b-bf3e-448d8053b8c2","source":"youtube","source_id":"UgyP1hpWyELmttICWcl4AaABAg","content_type":"comment","title":null,"body_preview":"Tit for tat! \n\n  This is all happening beCause of Killing innocent Animals! ✨🙇🏻‍♂️🍎\n\n Be Vegetarian and stay aWay from such tragedies! 🤞🏻🌱🙇🏻‍♂️","author":"@Yog797","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"5a27b598-6f9c-4c26-a176-76afbf801743","source":"youtube","source_id":"UgxZoYktc91MmRldnGl4AaABAg","content_type":"comment","title":null,"body_preview":"Except for the risk of a tsunami, the beach ironically was the best place to be for these people. \n\nRIP to the deceased.","author":"@gladyaksmedia","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"495c6369-1b3e-400a-9695-e568b3fa0cb5","source":"youtube","source_id":"Ugx3pM4QypM1yAqqf7x4AaABAg","content_type":"comment","title":null,"body_preview":"I could understand all of the dirt dust clouds......... it was the collapse of the buildings. Its been heartbreaking to see buildings that were built there this year collapse after residents were told","author":"@TempestIsa","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"5c113be2-f1c5-416f-9616-08a2af995ed9","source":"youtube","source_id":"UgyXwm8u4R3mheJT_AN4AaABAg","content_type":"comment","title":null,"body_preview":"😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢😢\nThe city buildings afar turned into dust and rubbles in seconds. Rest in peace","author":"@NancyTestyBowline","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"4f0268be-6418-471b-859b-99069c6fa2d0","source":"youtube","source_id":"Ugxt9pqjedTjZc9QXBF4AaABAg","content_type":"comment","title":null,"body_preview":"this is artifical earth quake imagine earth quake came at different places japan trinadad .definitely  this US conspiracy","author":"@prakashsmiey65","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"f0fbfb22-0dc8-40da-b15a-2570878d232e","source":"youtube","source_id":"Ugx2cfhSRFJUYwR-_bJ4AaABAg","content_type":"comment","title":null,"body_preview":"Omg so horrible what happened over there and seeing those videos of so many victims dead,missing , or family that lost love ones including pets. 💔  so sad. Omg  and also um i have a question can anyon","author":"@gabrielmuniz8826","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"c7a5aacf-86aa-4b4a-813b-b131c82c8299","source":"youtube","source_id":"UgyYz6BHROMU3uXEg1t4AaABAg","content_type":"comment","title":null,"body_preview":"All of those tall buildings with so many people in them & then in an instant they're nothing but a big cloud of dust & debris. That's so scary that it can truly happen THAT sudden & unexpectedly. My h","author":"@samanthan4489","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"d1f5d1a0-7f47-40b2-a6fa-c16094cad27d","source":"youtube","source_id":"Ugwivpy6UOr1KOGxqjd4AaABAg","content_type":"comment","title":null,"body_preview":"How can a God who loves u be real if this is what we go through","author":"@DarkAngel-w2f","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"f06d1736-cffd-42fb-a60e-c8addd50a0be","source":"youtube","source_id":"UgwVSDntKvLdYLGAeE94AaABAg","content_type":"comment","title":null,"body_preview":"Imagine filming this. Like the start to an apocalyptic film","author":"@cyborgjackal6207","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"eccaf289-4b43-49b1-8bbe-d8c996640a49","source":"youtube","source_id":"UgwmriPzGT2ALfy268B4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine one of those buildings had your whole family in.","author":"@cyborgjackal6207","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"46ffaed6-15a8-4fd9-9bea-9de680505abd","source":"youtube","source_id":"UgxHWyNhXhYu2S-Awtt4AaABAg","content_type":"comment","title":null,"body_preview":"Looks straight out of a “found footage” horror movie! Terrifying 😮😮😮😮😮","author":"@ptsdsucks9069","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"f87ab3bc-e500-4a18-9b11-87c54c6fa772","source":"youtube","source_id":"UgyR0-ct6aDfP9QlUNl4AaABAg","content_type":"comment","title":null,"body_preview":"Strange! He's asking \"what is it?\" Apparently, he doesn't know it's an earthquake!","author":"@LizBeta1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"baebcdc1-4f32-44c6-a802-48211e247ed8","source":"youtube","source_id":"Ugw9GOq4lyaqoXGoJ8h4AaABAg","content_type":"comment","title":null,"body_preview":"It’s a miracle that, despite so many buildings collapsing, the death toll remains quite low. At 18:05, the city was hit as people were coming home from work and starting to party in celebration of the","author":"@dragutoiumihail-petre5429","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"1b53586f-6ec5-4412-afb5-995da4d47944","source":"youtube","source_id":"UgyQdeNYsL2Hz5w9_4x4AaABAg","content_type":"comment","title":null,"body_preview":"In just minutes, approx 6-7 high rises completely gone. Along with the thousands of people. Horrible times","author":"@sincerewyd2285","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"c57fd4f3-e4a5-4b01-ae7d-89af43c11660","source":"youtube","source_id":"1DgfPjHEurs","content_type":"post","title":"WATCH: Beachgoer Films Deadly Venezuela Earthquake as Buildings Collapse | Times Now World","body_preview":"A beachgoer in La Guaira captured the terrifying moment Venezuela's first powerful earthquake struck on June 24, recording the seconds before buildings collapsed and panic spread along the shoreline. ","author":"Times Now World","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1DgfPjHEurs"},{"id":"08573e55-837f-4772-9f27-0b3f4170f23a","source":"youtube","source_id":"UgxUvZA_h5wn6d1hkPN4AaABAg","content_type":"comment","title":null,"body_preview":"Dude I’m getting sweaty palms just watching this, how can they do that?!","author":"@JBFTooLo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"7571d2a3-46cb-417c-b3b6-b7739d61e59e","source":"youtube","source_id":"UgwrKbi4naG9KB2YwZ54AaABAg","content_type":"comment","title":null,"body_preview":"There will never be love in the world as long as Satanist continue to corrupt our system and national security","author":"@frankielloyd6510","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"e13d29b5-0a14-40d8-abe6-e84bf9d2f66d","source":"youtube","source_id":"UgyEsrw1OYCgyWx4r-V4AaABAg","content_type":"comment","title":null,"body_preview":"I was told the guy proposed to the girl up there… can anyone confirm?","author":"@boomboxlamb8791","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"7b89f736-c602-4156-882d-523c373c1b45","source":"youtube","source_id":"Ugz1MV15ldPA_k1hB2h4AaABAg","content_type":"comment","title":null,"body_preview":"Well that sounds nice but in reality thats just not what human beings are. This message reads to me\" whats yours is mine and whats mine is yours\". Sounds beautiful buuut yoou knooow.. Who would try to","author":"@briancloutier8238","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"37f28d71-801a-4e24-b50d-247e81e56790","source":"youtube","source_id":"Ugx1Ni8Mn1dC4PMkvQB4AaABAg","content_type":"comment","title":null,"body_preview":"This is so beautiful I'm so happy for them in this evil world love them","author":"@moneyeasesthepain","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"18a22bd1-7327-4d64-aaaa-785dd66087b0","source":"youtube","source_id":"UgyoH55U2dF1KGePQNt4AaABAg","content_type":"comment","title":null,"body_preview":"My legs are shaking just watching them. I couldn't!! That's dope though..","author":"@Shannon606","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"140b333b-5b1f-4c86-918c-c3175e868ff5","source":"youtube","source_id":"UgwN5Dmbsr8AXegM7994AaABAg","content_type":"comment","title":null,"body_preview":"There’s something unexpectedly gentle about it, but also deeply sad when you think about everything happening now. It feels like power has become more valued than love itself. 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But obviously they got a cool video and what not. But super super sketchy high risk! They could have done t","author":"@christabyrd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"dc9b7423-e9c3-40a3-8629-09fc72030371","source":"youtube","source_id":"Ainlxbt5Gic","content_type":"post","title":"Two people climb the Empire State Building spire","body_preview":"Two people with a flag have climbed to the top of the Empire State Building spire\n\nFor more context and news coverage of the most important stories of our day, click here: https://www.nbcnews.com\n\n» S","author":"NBC News","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ainlxbt5Gic"},{"id":"0ea79e87-5064-4492-ae62-08968a9cce93","source":"youtube","source_id":"UgwLz9FL0yileQC428d4AaABAg","content_type":"comment","title":null,"body_preview":"That was probably a special message dedicated to all of the people who pay for a TV license 😂","author":"@MaximeKG","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"7c09058e-af01-448c-9885-7aa33470c2ae","source":"youtube","source_id":"UgxuyokH7wukPIwJR_t4AaABAg","content_type":"comment","title":null,"body_preview":"her warmup is cute:) at least it helps her get into the role","author":"@klara7655","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"65ff2760-3bf2-4934-b63c-c016b3681f97","source":"youtube","source_id":"Ugyg7hWQ6dlP6MzZJC54AaABAg","content_type":"comment","title":null,"body_preview":"So professional. Not unexpected from the British Bolshevik Corp","author":"@Recoiler45","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"2384a7ac-4e69-4f95-82c9-fb55b3819d6f","source":"youtube","source_id":"UgwF5ZshmrWHUnXGYBB4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly the face switch up was impressive I wouldn’t even be mad.","author":"@Thepixelatedpastrychef","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"4485aff4-ea1f-4f64-9390-22882399a87e","source":"youtube","source_id":"UgxUN4D03pL6KSnh0P94AaABAg","content_type":"comment","title":null,"body_preview":"I’d much rather turn on the news and see this thought lol. All that other crazy stuff they talk about it sad and overwhelming 😂😂","author":"@tamiatyler6055","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"3c9c0bfc-e5da-4539-b54c-22ca17ae5976","source":"youtube","source_id":"Ugx3jrFzse9nyp7WH4t4AaABAg","content_type":"comment","title":null,"body_preview":"Love that there is a personality behind the stoic face","author":"@blaqbarbie9289413","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"f0eb29c2-c27f-4cdd-a5c2-770056c97295","source":"youtube","source_id":"UgxlPWY1v9glzhmvaMN4AaABAg","content_type":"comment","title":null,"body_preview":"For all the people wondering if she got fired, no she didnt. \n\nHer name is Maryam Moshiri and she actually ended up getting her own news program. \n\nSo yeah, we got some haters in the comments apparent","author":"@KamyKam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"fdef6c06-78c3-4e55-8a67-15ebebee72fc","source":"youtube","source_id":"UgyONeU8iyrC_8kGPUp4AaABAg","content_type":"comment","title":null,"body_preview":"🚨 Bet you can't type \"BLUNDER\" using only your pinky finger on the first try 🤫👇","author":"@Foeko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"9575f506-fc5b-4b24-b329-a8fe1aa69426","source":"youtube","source_id":"fki9ix96B_I","content_type":"post","title":"That time a BBC anchor realized too late the camera was already live 💀","body_preview":"One of the most jaw-dropping unscripted blunders in television broadcasting history is taking over social media feeds yet again, showing that live TV leaves absolutely zero room for error! When a priv","author":"Foeko","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","list_heavy_advice","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fki9ix96B_I"},{"id":"b7054fe7-a456-459a-b03a-2f193574795c","source":"youtube","source_id":"Ugxcb0IlWmxhX12qZY54AaABAg","content_type":"comment","title":null,"body_preview":"I tried it don’t work the water makes the camera blurry tell me if it works with u","author":"@emanalaa151","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"71d2e2c8-fc7f-42e6-943f-d0b8fd9e6120","source":"youtube","source_id":"UgyWizBFyZkCbWDYLlF4AaABAg","content_type":"comment","title":null,"body_preview":"How am I supposed to take a pic after i flip it over????","author":"@airi-262","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"84758092-bd6e-42e1-a32f-9d317b734c9d","source":"youtube","source_id":"Ugx7iIU-eMaV4IvKW-V4AaABAg","content_type":"comment","title":null,"body_preview":"🤓🧐 Erm Won’t the water droplet fall off if you flip the camera over?","author":"@sealleee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"83c53b0a-c5e3-417c-b5c4-f2716f474945","source":"youtube","source_id":"Ugy6n8iQM9oXTfVDWU94AaABAg","content_type":"comment","title":null,"body_preview":"why put drop of water on front camera and then put phone backways? \n\n\n\n\n\n\nsorry if I said it wrong","author":"@Światfutszaków","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"99ce6682-0a49-49f1-ad6d-32d3bce62632","source":"youtube","source_id":"UgzciBEjmNVIBDf6i1h4AaABAg","content_type":"comment","title":null,"body_preview":"Cuss then ppl can steal your contact info with your eyes","author":"@EMO_GIRL_MCR_MF15","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"853098a2-bf5f-472c-9de7-361ab10087ae","source":"youtube","source_id":"UgzMETHOP5RPDIDHZW94AaABAg","content_type":"comment","title":null,"body_preview":"The way vani fans knew vani was there even w just an eye reveal","author":"@velvtly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"8870e86e-d655-4a67-acf1-004ea38e77fa","source":"youtube","source_id":"ID4CTIvi-W8","content_type":"post","title":"🤯 One Drop of Water Turns Your Phone Into a Microscope!","body_preview":"🤯 One Drop of Water Turns Your Phone Into a Microscope!","author":"velvet glow","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ID4CTIvi-W8"},{"id":"2a7871b0-d92b-4f2e-859a-1790c1944fa5","source":"youtube","source_id":"UgwNJWPExAlOWSiztUB4AaABAg","content_type":"comment","title":null,"body_preview":"Dont use microfiber cloth on anything but the glass or else it will charge static and mess with your computer","author":"@FOB-0101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CwVA_BPI-hE"},{"id":"22caf9dd-05dd-4d21-a64c-b78c7a97849f","source":"youtube","source_id":"CwVA_BPI-hE","content_type":"post","title":"computer","body_preview":"pick a good name please\n\njoin my discord server 🦶\nhttps://www.discord.gg/jmancurly \n\nfollow me on tiktok 📸\nhttps://www.tiktok.com/@jmancurly\n\nfollow me on spotify 🎵\nhttps://open.spotify.com/artist/6MC","author":"jmancurly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies","personal_branding"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=CwVA_BPI-hE"},{"id":"3f0dcc07-c666-492a-b8b7-2770eecb0402","source":"youtube","source_id":"Ugzj_Yl61OVQ-zN7yGB4AaABAg","content_type":"comment","title":null,"body_preview":"Ryth. Louisayy. Oniell. Zooble. Jax. Alastor. Vaggie. And Alice from fpe I need you to stop this video plssssss…","author":"@Creepygirldaisies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"034db4ca-c390-4fad-94d7-d3fcd804a5f9","source":"youtube","source_id":"Ugxy8W47WIvA2P9ree94AaABAg","content_type":"comment","title":null,"body_preview":"We don’t need some magic that never happens on your phone, WE NEED RESULTS!!!","author":"@EvaBelle-d6m","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"299b0dda-157b-4d28-8d52-2c29788b01ae","source":"youtube","source_id":"UgzkM9UeZrbjqa3_Crp4AaABAg","content_type":"comment","title":null,"body_preview":"the trick is fake youtube please delete this gay man's channel","author":"@bosnia-1899","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"b6b346ef-d618-4092-95fc-405a51d93d39","source":"youtube","source_id":"UgwG7jJidStxJG9F6ql4AaABAg","content_type":"comment","title":null,"body_preview":"Ga sddfghgj 😂😂😂😂😂😂😂😂😂tttyyryryryryrytyeyryryryrt😮‍💨😒😂😅🤣😆🥹😇2025-2026","author":"@bryanadamibrahim2819","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"29ddbb8e-c651-4414-844b-8b6b19391c27","source":"youtube","source_id":"Ugwqu8lfBWtNy51tD3V4AaABAg","content_type":"comment","title":null,"body_preview":"Gff rtryeyryryfyryytuttut itu apa 😮 sih kok 🏸 bisa jadi begini konsepnya apa sih kok aku jadi penasaran ya 👍🏻 apa 😮 itu salah 😑 paham maksudnya bukan itu yang dimaksud dengan bahasa baku kan maksudnya","author":"@bryanadamibrahim2819","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["missing_platform_voice","imperfect_expression","synthetic_empathy"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"b7d551d4-676b-4421-b8ca-c913e0697c4c","source":"youtube","source_id":"UgySwoiXViSRBSYJ_0J4AaABAg","content_type":"comment","title":null,"body_preview":"Ain’t no way lil bro. Thought we were actually gonna try that.","author":"@Luciana-o7o7n","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"0cc44023-4e42-4f25-ad8d-3aab5845147e","source":"youtube","source_id":"UgyqTUwn1p9miLSys_V4AaABAg","content_type":"comment","title":null,"body_preview":"911 what is your emergency?\n\n\nI hear Louisayyyy😭✌🏼","author":"@Olivia_Kate1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NaMHG62o1QE"},{"id":"3ca1c549-b801-4ab3-827a-59e40de2b025","source":"youtube","source_id":"Ugy1cYttt3qNWY4sUqZ4AaABAg","content_type":"comment","title":null,"body_preview":"wtf bro the feature is not supposed to be for spinning the fuck around for no reason","author":"@bruh-u2n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wMwvN_FlZAM"},{"id":"9287ab18-1bd0-463f-ac60-db5bf4021c41","source":"youtube","source_id":"UgwDGS3zAk2kJxtq4J54AaABAg","content_type":"comment","title":null,"body_preview":"they hate samsung for making a better phone than apple could ever","author":"@ITZZJellePelle","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wMwvN_FlZAM"},{"id":"c1076791-f809-429d-bb8d-fb3a351dc43b","source":"youtube","source_id":"UgzNDwjNS8etA3w4P794AaABAg","content_type":"comment","title":null,"body_preview":"look at the shape when the camera spins on the car wheel","author":"@reflexz-jjs","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wMwvN_FlZAM"},{"id":"e8be6e75-8921-4509-bfaa-883c5b8561c4","source":"youtube","source_id":"UgzzKDqQqPvtE8Bgra14AaABAg","content_type":"comment","title":null,"body_preview":"This guy ! That’s Nathan Espinoza. 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It's adding sooooo much unnecessary swagger to this video 😂","author":"@scroopynoopers9824","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.8065934065934064,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"133210ce-9e9f-4e95-ad11-f8069e910246","source":"youtube","source_id":"UgwbdLilweeMjWGEnaR4AaABAg","content_type":"comment","title":null,"body_preview":"tf notepad u guys using? i got no copilot any of this shit on my notepad, i just open and write thats it lol","author":"@shamsiddin6395","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"df5fe19c-4163-4f62-8c95-e47596a7e0d4","source":"youtube","source_id":"UgyOUhrnkND0ctfcnwV4AaABAg","content_type":"comment","title":null,"body_preview":"But I love tabs in notepad... 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Notepad++ is very useful but they do features that I need instead of bullshit.","author":"@azimoert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"082ea344-f32c-41a3-a6a2-515512f61c24","source":"youtube","source_id":"UgzoxQD24iwmWGknr5R4AaABAg","content_type":"comment","title":null,"body_preview":"It's always the damn.....cope-ilot...... the Microsoft........viagra","author":"@shashanksijoriya8925","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"db751450-34c0-46e7-b4b0-dde2f280d3d2","source":"youtube","source_id":"UgxEf0VY6ytyMDOGsd54AaABAg","content_type":"comment","title":null,"body_preview":"According to Dave if you watch his videos enough you'd think he single handedly wrote all of Windows back in the day. 😂","author":"@jabezhane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"df5d7d3a-d517-4fdf-b0f3-3060246817f8","source":"youtube","source_id":"Ugy_vVJwnOpAT9iyV3N4AaABAg","content_type":"comment","title":null,"body_preview":"Notepad++ is the way to go.  So good the Linux crew drool over it.","author":"@JC-zw9vs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"2e7ad705-8604-4727-b36d-c7a7c91895a1","source":"youtube","source_id":"UgzAIPUXzqBb05Pin0x4AaABAg","content_type":"comment","title":null,"body_preview":"It's cool, we did this 12 years ago, and since then brilliant people cramped a lot more things in the boundaries of 4Kb. \n\nhttps://youtu.be/BQ4Ycyyyc8c?si=SK_hEjVR6UYO0Gz0","author":"@druttfan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"1cdc1f89-8fde-4dea-ae01-123c74f0b1ce","source":"youtube","source_id":"UgwP5HEXKxLteEi0BQF4AaABAg","content_type":"comment","title":null,"body_preview":"don't need it, I use vim (on Linux), it's better :-3 While replacing notepad with tinyretropad fixes the notepad bloat, windows 11 is still very much bloated, only boot in it if I absolutely have to.","author":"@CuteLombax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"050a3376-a98d-4078-8094-66c892d223e8","source":"youtube","source_id":"Ugw1uWnSo4AYfw-89494AaABAg","content_type":"comment","title":null,"body_preview":"Copilot is  surveiling you. What do you expect from Bill gates? Jabs you and put you in a digital Prison.","author":"@redmikarim1944","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"79d520cd-d11c-457d-a05d-134bee32f3ee","source":"youtube","source_id":"UgwTn8N-zWPbE1kgjBB4AaABAg","content_type":"comment","title":null,"body_preview":"My note pad does not work it keeps saying \"path cannot be found\"","author":"@laughing_gnome","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","lack_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"b385352a-b7fe-41ef-abc8-98e32806cca1","source":"youtube","source_id":"Ugwc4WKUntlXk2i6QWF4AaABAg","content_type":"comment","title":null,"body_preview":"I use Notepad to repair bad Word documents. It was about as simple as it can be.","author":"@robertmaxey5406","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=v5a4y_PcFd8"},{"id":"21ea1a5d-c1c0-402f-abb4-937573aff344","source":"youtube","source_id":"Ugws6vRto4XSz7ZpxMt4AaABAg","content_type":"comment","title":null,"body_preview":"Woah woah what's with all the scamming news about dave!?!?","author":"@McPlaySpot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal 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mom”","author":"@tabethathomas3877","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BPF1yWRibmM"},{"id":"893e3a37-098f-4a3b-b9e6-ec52020c852e","source":"youtube","source_id":"UgxjYco2xN8XAFA6vx94AaABAg","content_type":"comment","title":null,"body_preview":"Was expecting the best most heavenly sound ever to receive the most boring normal keyboard sound ever made","author":"@DerbitDev","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal 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I kinda hoped it could do more complex things so that I can use it for school","author":"@Mary-p9b7u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BPF1yWRibmM"},{"id":"b09b602f-f39a-4973-b7e2-2da980726c05","source":"youtube","source_id":"Ugzl5_qq4NrWcC0KcP54AaABAg","content_type":"comment","title":null,"body_preview":"Remember there used to be dislike buttons, but now instead of dislikes you should just slam \"Do not recommend videos from this channel\"","author":"@silveonnecro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinionated_stance","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BPF1yWRibmM"},{"id":"dd7e3b3a-19ab-4ec6-9400-a75b79593175","source":"youtube","source_id":"Ugw5mjK4WtF8BktjvBV4AaABAg","content_type":"comment","title":null,"body_preview":"Couldn't they just use the steam from the waters wait for them to evaporate collect the water and place them back in the cooling devices","author":"@MinosPrime21","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"8d92a57b-f482-4286-be92-0e5227705356","source":"youtube","source_id":"UgwEa2SZ6vuQ7H0CBs14AaABAg","content_type":"comment","title":null,"body_preview":"But evaporated water eventually follows the water cycle and goes back to being a whole water.","author":"@DefaultedGuy_y8","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"70b6cabe-d377-4a76-976e-2cf9d59c4c6f","source":"youtube","source_id":"Ugy8vJbGBLXwl2Cs2vh4AaABAg","content_type":"comment","title":null,"body_preview":"Lol what?? Data centres consuming water has always been a problem, i swear to god this is so annoying. Ai data centres do not consume as much water as people claim it does, truly nonsense i guess.","author":"@feefee8229","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"455f204d-5e15-4375-9fae-d3097731028d","source":"youtube","source_id":"UgzAToFeo0q5H_gMvOp4AaABAg","content_type":"comment","title":null,"body_preview":"Do just throw AI into a shredder and use actual ACTUAL human intelence, but what we suppose do. There are BILLIONS of people using AI apps like ChatGPT and we can't stopped them, either they don't car","author":"@Daniela.054","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","template_phrases","imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"6dd59088-24f1-4753-9e67-3ad79e657492","source":"youtube","source_id":"UgwEpVIS0LfPnsDFkZp4AaABAg","content_type":"comment","title":null,"body_preview":"How is that wasting water? It evaporates back into the sky. Sick of people saying this is somehow wasteful. Unless they are severely irradiating the water or making it absolutely undrinkable, then it’","author":"@MU74N7K1LL3R","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"f46a6586-2a12-4484-a6d3-78c63959312f","source":"youtube","source_id":"UgyoYxPthS8p9q-R6uR4AaABAg","content_type":"comment","title":null,"body_preview":"Big companies have been using way more water than ai does","author":"@fighterinarras0998","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"0b373da3-2d87-4e96-aaa5-d49bf4e2648b","source":"youtube","source_id":"UgyZ-t49fOCpAhn6ayZ4AaABAg","content_type":"comment","title":null,"body_preview":"I wish we human could have gained the technologial capability to transfer heat enegry to usable kinetic enegry or mechanical enegry.","author":"@shu23thrthrgamer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"618e610f-772d-460b-b60c-0ba89fbd3110","source":"youtube","source_id":"Ugxm1vXIJ3l6gaFcDgV4AaABAg","content_type":"comment","title":null,"body_preview":"this is actually saving the human life because water in the future will cover all the land","author":"@bamba-the-dave-and-bambi-fan","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"2f12e0c5-168b-47e6-a295-1f8626f1813b","source":"youtube","source_id":"Ugx32VENmvXpJvsBOtR4AaABAg","content_type":"comment","title":null,"body_preview":"Yall acting like different data centers haven’t been doing this for years. It’s only been blown outta proportion bc people love to yap about ai. We’re gon be fine","author":"@JimothySir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"7ca2535e-acd3-48a0-8794-43b403d17d5b","source":"youtube","source_id":"Ugz8QmKPF3007k6LsRp4AaABAg","content_type":"comment","title":null,"body_preview":"We need more informational content about this, but we should also focus more on the fact that people using AI for choosing which pizza to order is causing draught and destroying the planet","author":"@gabriele433","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"c41d3918-40a2-413e-94eb-95ea169f5c26","source":"youtube","source_id":"UgxfkeW9OUhLFMQ3p694AaABAg","content_type":"comment","title":null,"body_preview":"Youtube comments is the best AI but you need time for an answer","author":"@MidPlayer1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"ef1dccf4-44e4-4154-ab52-fe1a7b64f74d","source":"youtube","source_id":"Ugy1ZnOsc38Ix_yzVAV4AaABAg","content_type":"comment","title":null,"body_preview":"Why not use salt water instead of water humans need. Am i missing something?","author":"@Amii_Thiane","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"1ad0a57e-e253-486e-a257-2e526318fae8","source":"youtube","source_id":"UgyrKgQFi3ilizZsXw54AaABAg","content_type":"comment","title":null,"body_preview":"if it gets evaporated what stops it from just joining the water cycle? (or whatever that cycle was[i forgot])","author":"@sum1indisguise","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=c1NAYTyAvJE"},{"id":"84bac914-c40f-4fd2-8389-2e0a943bb55f","source":"youtube","source_id":"Ugy1n888X99q0qPubZ54AaABAg","content_type":"comment","title":null,"body_preview":"How much would  you resell it for kinda need a cheap budget pc","author":"@Jnrcrzxy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"8fb0f93f-4b8b-4799-89bf-945ccfc44e3f","source":"youtube","source_id":"UgwgyE-wCCgwLcfY__V4AaABAg","content_type":"comment","title":null,"body_preview":"someone wanted to pay more than what he asked for it? lol","author":"@fatfurie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"6b0c687b-85fc-4d27-8253-8586dc25ac06","source":"youtube","source_id":"UgwEEg3C6rSwtNjLpax4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah, it’s a steal alright. Stolen by the seller and offloaded to this guy.","author":"@redread4414","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"bebc6f24-5173-4132-a536-df7882987f43","source":"youtube","source_id":"UgyEhfcfuVaOeA8DMhp4AaABAg","content_type":"comment","title":null,"body_preview":"Bro please dont resell that shit for 2 million dollars. I hate the resale scalping market. I get running a business and you seem like a sick ass genuine dude that doesnt want to fuck the market but ma","author":"@i8764theKevassitant","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"e7a8baf6-f520-449b-8978-9cc40bccb7cb","source":"youtube","source_id":"Ugy5GB4BMmQ8f8kkAkp4AaABAg","content_type":"comment","title":null,"body_preview":"Bro this is the best snag ive seen you get. Like 125 for a full functional rig with a 5600 and 7k series gpu definitely made your money back.","author":"@joshpatillo9515","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"490a63ba-28c8-4eea-9cf3-931e83d0ab1c","source":"youtube","source_id":"UgyqVxii9KAulbqi6f54AaABAg","content_type":"comment","title":null,"body_preview":"Who the hell sells stuff without cleaning it like that's disgusting.","author":"@EazyFoSheezy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"d2e6c392-a587-45c6-b558-83ced92fb37c","source":"youtube","source_id":"UgwqAMBJn30GNFqFqZd4AaABAg","content_type":"comment","title":null,"body_preview":"Here in Argentina just a used r5 5600 costs more than 125usd","author":"@999agus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"60342ffc-dd9e-41fc-8023-380bb461d22c","source":"youtube","source_id":"Ugwq1yxkkJIAt6tbqTd4AaABAg","content_type":"comment","title":null,"body_preview":"$125 for that when he could have spent $50 to have someone fix and buy an SSD for $100 and sold it for $400+ instead","author":"@VolfSwervo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"b16f1b43-8e24-49a4-8391-766d86744cfa","source":"youtube","source_id":"UgzWztF6Y7cipYHqy314AaABAg","content_type":"comment","title":null,"body_preview":"Me: with my potato PC watching this thinking how the hell am I gonna get something remotely decent 😭","author":"@theweirdgamerofficial","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"ebfceb92-30e3-4f4b-b7e0-759dcc853b0d","source":"youtube","source_id":"UgyZFjTnHm6R8EvZjTl4AaABAg","content_type":"comment","title":null,"body_preview":"It was probably the steal of the day. His roommate is probably just now getting home and is asking what happened to his pc","author":"@javajeff1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"a52d377c-3324-4201-b834-9fc4164935d1","source":"youtube","source_id":"Ugx3jqJojW8slc8D3R54AaABAg","content_type":"comment","title":null,"body_preview":"the cpu costs more than how much u bought it for😭💔","author":"@Thed1giant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"127507b4-bdbe-48b3-ab9e-2be3a2330ad2","source":"youtube","source_id":"Ugx4QPk2r9wKY_d9pG54AaABAg","content_type":"comment","title":null,"body_preview":"Bro got fortune lll😂, I want that 😢\nGimme that PCEEEEEE-EEE-EEE-EE-EE---","author":"@netronexel1937","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"0e39c5bc-832e-4c9c-90d7-6d6f504187c9","source":"youtube","source_id":"UgxYDSttR_NwxZU_UBZ4AaABAg","content_type":"comment","title":null,"body_preview":"literally much cheaper AND better than my stupid office laptop that cant run anything, im jealous","author":"@melcoderecording","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"b479360b-f8a6-4d4d-ac63-e4a97a88f9b7","source":"youtube","source_id":"UgwlDk2FE81JLqKtUIJ4AaABAg","content_type":"comment","title":null,"body_preview":"Guy who sold it to him is screaming and punching the air right now","author":"@TheGoragog","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"f33cf564-1929-4753-8dc1-2b1e576c3b56","source":"youtube","source_id":"Ugx3gMzDFJPGC_4uz2l4AaABAg","content_type":"comment","title":null,"body_preview":"A lot of you naive people in the comments don't realize that this is staged content 😂😂","author":"@Coconutz930","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"75ec4a8d-3eba-40e8-aeb2-9eafc0ddba06","source":"youtube","source_id":"UgytDEcLHRXny17U2NZ4AaABAg","content_type":"comment","title":null,"body_preview":"steam machine specs, even has only 1 stick of ram. Minus the drive and controller","author":"@Malis__","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"8a6446c4-73bc-4999-bde5-c05c04fac350","source":"youtube","source_id":"iR8na-OzlTo","content_type":"post","title":"Would you buy a PC without knowing the specs 👀🤑🫣🚨😈🗣️💀🫪⁉️ #pc #computer #tech #thrift","body_preview":"Would you buy a PC without knowing the specs 👀🤑🫣🚨😈🗣️💀🫪⁉️ #pc #computer #tech #thrift","author":"computercloset","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iR8na-OzlTo"},{"id":"411a5b75-83bc-4095-a180-86df19028c2a","source":"youtube","source_id":"UgzT85GU1BP44hbQbjZ4AaABAg","content_type":"comment","title":null,"body_preview":"I have seen this kinda apps but they will not charge you some might but there are free alts","author":"@Hari_1925","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"5b61a559-42f6-4866-b27e-02bda0da14c0","source":"youtube","source_id":"UgzlxWmKzsW9RVMdrMh4AaABAg","content_type":"comment","title":null,"body_preview":"If i wanted to spend money to get lied to, I'd get back with my ex","author":"@torazely","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"f396f25c-22de-42bf-a3dd-83a705113422","source":"youtube","source_id":"UgxVB6ULQFKNHK1MXwd4AaABAg","content_type":"comment","title":null,"body_preview":"In china similar app exist,for online shopping,but they don't charge money at all","author":"@ifeeldarknessinmysoul","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"e5eff22b-b95d-43b7-ac47-3f1f8984048a","source":"youtube","source_id":"UgzylDGv68-NRF6uThB4AaABAg","content_type":"comment","title":null,"body_preview":"This honestly would been a great idea if they left the money part","author":"@ErockTheMiner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"119ea055-b3c8-44b7-8086-895c60cf8af0","source":"youtube","source_id":"Ugw6C80pAL0YNABVO1h4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, I've seen apps like this. I get the dopamine Rush from actually receiving what I buy😭","author":"@Sec0ndbreakfast-d3z","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"6c016576-20df-4503-ac81-ac6ca8353d27","source":"youtube","source_id":"UgxTjFM0pKNXv-IrUFx4AaABAg","content_type":"comment","title":null,"body_preview":"If it at least gave food to the homeless/those in need, THEN it could justify it's existance.","author":"@A_King_Dog","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"99538ad0-8006-42d8-bb63-c938eeca6cd0","source":"youtube","source_id":"Ugxm-jfzUQE6BvdXfgB4AaABAg","content_type":"comment","title":null,"body_preview":"Trying to help you: ❌\n\nThe app scams you and steal money: ✅","author":"@BabysharkBrooklyn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"5c3f9d6f-7038-4ecf-a8d8-8f8b0a79fb54","source":"youtube","source_id":"Ugxu-Otunv51uIv6cIF4AaABAg","content_type":"comment","title":null,"body_preview":"The real morons are the ones actually paying for it 🤦🏼‍♂️","author":"@DelicateSteve-t9g","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"325806dc-a31d-40ef-a4dc-e1a6fe0010fe","source":"youtube","source_id":"UgzJfWM5Ptgr3zBxpax4AaABAg","content_type":"comment","title":null,"body_preview":"It is a dopamine rush app. As far as I know, no real payments were made!! Where did u do your research?","author":"@jimmyjammie9365","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"a508b5bc-9253-41f9-bf5f-994562614256","source":"youtube","source_id":"Ugyif-G5_Y3ZwlcNpY14AaABAg","content_type":"comment","title":null,"body_preview":"Not surprising seeing how people are actually buying digital copies of GTA VI from scalpers","author":"@KommandantSeal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal 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cravings","author":"@Strry-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mPjZLbQIBbs"},{"id":"1aecb7f5-34cb-451d-9aea-10c4249aba27","source":"youtube","source_id":"UgwPrHnSHtlLFQb4w_x4AaABAg","content_type":"comment","title":null,"body_preview":"This kinda reminds me of the no phone shark tank invention, it was meant to be just as addictive as your phone and help with phone addictions but really because it was black plastic in the shape of a ","author":"@Liltwisted-3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:13 GMT+0000 (Coordinated Universal 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Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zSlrfcLcU7E"},{"id":"3a259727-492c-4cd6-af62-ab6746cbcc61","source":"youtube","source_id":"zSlrfcLcU7E","content_type":"post","title":"Introducing the \"VitaWear SmartBand,\" a next-generation wearablegadget#shortsfeed#trending","body_preview":"Introducing the \"VitaWear SmartBand,\" a next-generation wearablegadget#shortsfeed#trending","author":"FF ABIR 1M","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","hashtags_common_in_ai_generated_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zSlrfcLcU7E"},{"id":"954e4a6e-2871-4cc3-b3e5-4bcaa93cdb76","source":"youtube","source_id":"Ugyl6dbm3yl_26E4rIJ4AaABAg","content_type":"comment","title":null,"body_preview":"id rather keep my iphone 11 pro than buy an 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too","author":"@Cloud67TR","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"1ccdbf3f-e2e0-4bce-be29-bfdbe411cda2","source":"youtube","source_id":"Ugwd0KNz3W5e3Z_ZH5Z4AaABAg","content_type":"comment","title":null,"body_preview":"DAY 9 OF TRYINg  to contact @Mappelz not yet but are you in or are you out ok bey.","author":"@THRAGG-cg5lx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal 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Until I can afford the iPhone 12 Pro Max 😂","author":"@AndyBanussalam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"0570326b-cbda-4710-81d4-f523fcca1f27","source":"youtube","source_id":"UgxYopjXRlWbd2ZiPcd4AaABAg","content_type":"comment","title":null,"body_preview":"You guys do realise his current phone might've not had his phone case in stock so he bought the newer more available case?","author":"@bossmanebz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"812a9149-a444-47f9-8f56-87324cef620e","source":"youtube","source_id":"UgxKTv9VNwR6bvhfm9x4AaABAg","content_type":"comment","title":null,"body_preview":"This is a very common practice in Africa and south east asia, for years at this point","author":"@euner_xx","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"0e4bd038-783c-4482-a553-7d27e4ca11b6","source":"youtube","source_id":"Ugxk3MQzkgdMR1IhtE94AaABAg","content_type":"comment","title":null,"body_preview":"Who cares? Like do any of you actually care about this?","author":"@FrankTheBullet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"2f23daec-d53b-45fb-8e9a-4fc73f5fb3ae","source":"youtube","source_id":"Ugzxfi2VCqoN4hhfypR4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, look, it's a phone with an orange backing, whoop-de-do. No one cares. The over-consumerism of Apple fanboys and fangirls is ridiculous because they think they need the latest and greatest every ye","author":"@taytaythewriterfoodie","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"b8ca5dd9-9c4e-4c0b-990e-5b157be8238a","source":"youtube","source_id":"Ugx9cwbrEJ5r2XxZCMh4AaABAg","content_type":"comment","title":null,"body_preview":"Why would anyone purposely make their camera bump bigger","author":"@Untitled_V1deo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"b6102229-7e94-4fe4-ac4a-b4bfe7746f52","source":"youtube","source_id":"UgyhcWg3w7EFhijh18h4AaABAg","content_type":"comment","title":null,"body_preview":"Why would they even care about his phone in the first place🫩","author":"@Imag1ne44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"55eb1eb5-34f3-4118-b0a4-75f32f164901","source":"youtube","source_id":"UgxYJlheAkatYpRq7u54AaABAg","content_type":"comment","title":null,"body_preview":"On amazon theirs i phones 17 with backwards cameras with an android system","author":"@inflamed_animations","classification":"ai_generated","confidence":0.85,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"22a79389-5073-4bf8-adcc-c8f3d3591d0e","source":"youtube","source_id":"Ugw9v0gb9fkdu3b2kal4AaABAg","content_type":"comment","title":null,"body_preview":"“leak of the iphone 18”\n\nand it’s a fckn phone case 😭","author":"@FromAtlantaGeorgia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"a0631c3e-a84c-4f04-9411-b259c43ce1a1","source":"youtube","source_id":"UgyjfRTlzghYtAU--354AaABAg","content_type":"comment","title":null,"body_preview":"It's an iphone , it's gonna be exactly the same as every other iphone","author":"@es1541","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"aea3072a-f4d7-4f06-b1f6-ba90e600cca3","source":"youtube","source_id":"UgxnKY6c3Mf1unrI-8V4AaABAg","content_type":"comment","title":null,"body_preview":"I can't believe people are interested in shit like that 😂😂 seriously","author":"@xiaohuli96","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"5354dcc5-ca9a-44a3-b5c1-775c507e8110","source":"youtube","source_id":"UgyMcioZtHCh9mCFgSl4AaABAg","content_type":"comment","title":null,"body_preview":"Who the heck cares what model it is?   And to freaking go and prove that a strangers has fake or original phone , you must be really unhinged and have to much time.Go take a hobby. To  care so much ab","author":"@Roz-k3n","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"569e8844-bb53-4533-9766-42a7540f7371","source":"youtube","source_id":"Ugwf9Eo_GFxfDvZ70rV4AaABAg","content_type":"comment","title":null,"body_preview":"Iphone leaks? It's just the same goddamn model every year","author":"@unosocongorra5779","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"02f1352f-fcc4-44bd-90a7-9774f914e8bb","source":"youtube","source_id":"UgwNdNeBHEGZxu4oly54AaABAg","content_type":"comment","title":null,"body_preview":"so instead of trying to look better, he is just embarassing himself","author":"@dren6422","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mP7c4L-OlEE"},{"id":"903e3631-e31a-4f47-8a18-21240e84c26b","source":"youtube","source_id":"UgyohrCxcTuZ-I4Huq54AaABAg","content_type":"comment","title":null,"body_preview":"I really thought the grandpa is going to complain because it's not intel","author":"@Jvxctb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"cae2181e-9ae9-497b-85c7-bda9afd66eca","source":"youtube","source_id":"UgxLaceDcQLMfCqB_tp4AaABAg","content_type":"comment","title":null,"body_preview":"He should play BeamNG and see how many cars he can spawn in before it BSODs","author":"@Rubi57real","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"97fe6c73-edf5-4859-a7cc-bd512b546a37","source":"youtube","source_id":"UgynX9a_LWurFGT0Pfx4AaABAg","content_type":"comment","title":null,"body_preview":"beige? bro, that's light grey. I don't see any yellow/red in there. or at least not enough to call it beige.","author":"@dero4378","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"41cf04b9-ec63-4598-a746-71f765ad4774","source":"youtube","source_id":"UgxAnKY76zlhNqy-dXZ4AaABAg","content_type":"comment","title":null,"body_preview":"He Should’ve got the 9070 xt, 5080,5090 the 5070 ti is the bottleneck in the 9800x3d build with that gpu the 7800x3d was the best way to build a pc in the form of price to performance for an Nvidia bu","author":"@thicknmessy6204","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"b832fc25-25a0-4135-bc95-8d0c11375e1c","source":"youtube","source_id":"UgwRQZBg30fK_1VjX2Z4AaABAg","content_type":"comment","title":null,"body_preview":"He should play red dead redemption two to remember the good old days of shooting people and having TB.","author":"@BensonPeachey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"b5365cc3-da16-405b-a424-29a2fd8fb45f","source":"youtube","source_id":"Ugy5K6DXINE3ooYeJeR4AaABAg","content_type":"comment","title":null,"body_preview":"I thought gramps was gonna say that he needs an intel possessor cause it was better back then","author":"@FFEEii1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"0b2b31c7-bbbe-49e9-b9a5-a1e670dea8ca","source":"youtube","source_id":"UgzGd_bwbCWgIBklAY94AaABAg","content_type":"comment","title":null,"body_preview":"grandpa's taking game suggestions, what are we loading up first on the flp-02?","author":"@METAPCs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3125,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PjZmq099ozo"},{"id":"6be0d93d-9007-49f9-ab0c-fe49b0445f44","source":"youtube","source_id":"UgzJGcFoFKX9jzZeldd4AaABAg","content_type":"comment","title":null,"body_preview":"it's almost like IT'S JUST THE SAME THING STOP GLAZING","author":"@Doggy-doggie89376","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"437b422c-7ae8-4bd5-9cf9-3791b31a072f","source":"youtube","source_id":"UgzKDSP6eOzE6kxXDCp4AaABAg","content_type":"comment","title":null,"body_preview":"doing it like your expecting me to switch after a week of getting my 16 standard😭✌️","author":"@OverAscension2.0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"2b0cc800-363c-4330-a25c-94131c0253b7","source":"youtube","source_id":"Ugx0ajDuFnCkW31PKBN4AaABAg","content_type":"comment","title":null,"body_preview":"This is false because that functionality must be implemented on the device's screen, and it should also be a display advanced enough to understand commands.","author":"@IsaacOtazu-v3u","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"a79f296f-629f-49f7-b0ef-56a5144c290b","source":"youtube","source_id":"UgxEcyRUL9XJjVvu5ux4AaABAg","content_type":"comment","title":null,"body_preview":"Yes yes i will buy Samsung because it has privacy screen ????","author":"@football-g1r8l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"653ccbd5-16c3-49dc-9ddf-b5a21acf1078","source":"youtube","source_id":"Ugw_Vw38WQCQDV63B8t4AaABAg","content_type":"comment","title":null,"body_preview":"My sister have that kind of phone bro like if I was peeking he would turn the light down so that she is the one can only see not me😭😭😭😭😭","author":"@CaedenkyleIbabao","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"701bfdbb-119b-4512-a549-f82f169db5fe","source":"youtube","source_id":"UgwHkztYHodFNMRzTG14AaABAg","content_type":"comment","title":null,"body_preview":"OK but you still need to respect my \nboundaries like I said I wasn't ready for\nanother cat after Pickles died and I felt \nreally pressured at the shelter yesterday\nso I need you to give me some space ","author":"@SequalsAreTheGOAT","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"77718bf1-3cfa-438a-8aec-fabbb093f9e5","source":"youtube","source_id":"Ugxj9j9VLNbVHmXVpk54AaABAg","content_type":"comment","title":null,"body_preview":"Ok but it being a togle is useful cuz what if 2 people are watching beside each other so they both see it easily","author":"@Cruel_dominus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"731d6892-2b8f-4b1e-9443-2cf4378ea67a","source":"youtube","source_id":"UgxzCrMP4lCuLDX_Ycp4AaABAg","content_type":"comment","title":null,"body_preview":"Yes but the quality on the screen is More low and this créature is inutile for des prixs moins chère ont peux acheter l’écran","author":"@YoutubeOwnership","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"7c8238fa-5158-42d4-965b-8cdd2ed16023","source":"youtube","source_id":"UgxPs8uf2kZBAXJI4uB4AaABAg","content_type":"comment","title":null,"body_preview":"What you really want is a raspberry Pi 4 or earlier. They do native 240p out, those down converters only do 480i","author":"@liamingraham7660","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"7fe7de91-8731-4523-a155-fb147853d394","source":"youtube","source_id":"UgzAC5djzeJaiFZGQ3h4AaABAg","content_type":"comment","title":null,"body_preview":"It’s more like Vintaging your modern content lol, reminds me of my childhood","author":"@parthpatel94","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"e5d9703f-1084-45c8-8bbc-cfa3e38f067b","source":"youtube","source_id":"UgwavpS-vidK1CloHFp4AaABAg","content_type":"comment","title":null,"body_preview":"Ugh those CRTs are awful but it’s cute 😅 I’m too old to want this 😂","author":"@NotesNNotes","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"98ae96b1-bbc9-482d-a4f5-06c582274903","source":"youtube","source_id":"UgwuHpy4i4iG1kdbDCN4AaABAg","content_type":"comment","title":null,"body_preview":"I think i still have that Roku in the box of old wires. The old crt tv died.","author":"@tif8266","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"a7901600-c76c-4028-9bc3-48469cf1d9a9","source":"youtube","source_id":"UgwkWeF6nLtXfy-fVhZ4AaABAg","content_type":"comment","title":null,"body_preview":"lol I actually had this bc we had money for another Roku but not a tv","author":"@Fregworth","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"c62ecb57-b8e2-482f-9991-9679ea41567e","source":"youtube","source_id":"UgyQzZeGgcoGsLP_rDx4AaABAg","content_type":"comment","title":null,"body_preview":"I still have the Sony portable dvd player I bought for $80 when I was like 10. 2-3 times a year I feel the need to watch a movie on it. \nIt’s very broken but it’s still better than watching a new high","author":"@katie3248","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"5de912e7-67ad-4a6d-91c0-f222ea74fd78","source":"youtube","source_id":"Ugxc0_mv6cSDwobAx7R4AaABAg","content_type":"comment","title":null,"body_preview":"Wait I want to do this now too 😂😂 I love the quality of older TVs bc the new ones for me are just too overstimulating","author":"@NinaR1738","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"7de80a4e-5cec-4a1c-8c9e-1cc3dc5c3e3c","source":"youtube","source_id":"UgyA9uYuy6GSTVsvMHN4AaABAg","content_type":"comment","title":null,"body_preview":"Omg. You guys just solved my problem of wanting a tv with current streaming styles since I don’t have space to collect anymore physical medias. I was legit gonna buy a new mini tv for my bunk bed but ","author":"@user-kr5by8ek4d","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"99be2f7e-3e63-4613-9727-b3eb2b68690c","source":"youtube","source_id":"UgwTPkD4z-JVeCy5Oj14AaABAg","content_type":"comment","title":null,"body_preview":"It has to be (source for example hdmi) to RCA, most are sold to do the opposite and feed an rca like vcr to a newer monitor so be very aware \n\nMost will also require a power source so have a plug avai","author":"@militrization","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"d1056384-79b4-4417-8c05-f79565d92b7f","source":"youtube","source_id":"UgwD9A7IAcJ2xxTTzQJ4AaABAg","content_type":"comment","title":null,"body_preview":"Nostalgia high is so real. Majority of people would crave this for 2 seconds before realizing they prefer their big screen tv. Shit way of influencing but if it invites extremely fleeting happiness, w","author":"@kidkruschev","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"29756acb-492f-4740-9c2f-4bb95916ef6e","source":"youtube","source_id":"UgzyCpMcQXUeI-Xj2Dd4AaABAg","content_type":"comment","title":null,"body_preview":"“I’m someone who has no personality so I mindlessly follow others”is what you meant","author":"@moof7315","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"ce20c3b7-de44-4248-a421-45edf17a71fc","source":"youtube","source_id":"UgwMfS7xblWr4lHOYvZ4AaABAg","content_type":"comment","title":null,"body_preview":"I’m not stranger to connecting other devices to older devices. I use to play my ps3 on an older tv. Then I connected my laptop to the older tv, and now I am connecting my blu ray to my old tv to watch","author":"@BoogeymanKane97","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"281794df-c19e-42d2-80dd-82d6d30bb9f4","source":"youtube","source_id":"UgzTpa6-YPdKqr_1tKd4AaABAg","content_type":"comment","title":null,"body_preview":"The way this was my setup from 2016-2020 just because my mom couldnt get a new tv let alone get ME a tv lmao","author":"@angelinasunker-p1f","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=pHlJhfxwDNw"},{"id":"f9b1e684-8beb-48f8-9551-f0cf80e75d3d","source":"youtube","source_id":"UgynfT-cES1zNCiQBkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Ye sorry it won't change anything, they see how many people buy physical how many buy digital, they also know that when it happens people won't have a choice anyways, and eventually everyone will forg","author":"@matija5748","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"fd9b2a42-fc4d-4ee0-a875-847f8a6a6245","source":"youtube","source_id":"UgzMwcmuolr4LQ5MB6t4AaABAg","content_type":"comment","title":null,"body_preview":"Lmao wth this whole short i thought it was sambucha dude w","author":"@_SCAR_-zj9dv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"17d53123-badc-410b-af1e-1e74673bbc34","source":"youtube","source_id":"UgwYiQotKpgrUNkXSWV4AaABAg","content_type":"comment","title":null,"body_preview":"I would be happy if the discs come back but at the same time barely anyone buys discs","author":"@Pixelmasta9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"97251c10-0e91-404b-b3bf-f2f5d977943c","source":"youtube","source_id":"UgwbPHeADXmKfbi0tsN4AaABAg","content_type":"comment","title":null,"body_preview":"I hate to say it but, I might actually quit gaming completely. Other than steam none of these companies care about the creators or gamers.","author":"@SolidB1ue","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"08ee7ad4-3177-4fc0-a64a-7207aef71d36","source":"youtube","source_id":"UgwTX4hhKs4PlWPPjdR4AaABAg","content_type":"comment","title":null,"body_preview":"IMO people have made a fuss out of nothing\nAin't no one is using disks nowadays anyways. Even if people had disks it wouldn't change a thing since games have DRMs and without any authorisation you wou","author":"@handsomejack2665","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"01cbb79a-1253-426b-8559-bf243378d912","source":"youtube","source_id":"UgxqhFRJOGpsgJOp3NB4AaABAg","content_type":"comment","title":null,"body_preview":"you know if the act ma'am has a good point its clear cut lool","author":"@autistic_dude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"783dfc2b-460f-4238-b80c-908075016f54","source":"youtube","source_id":"UgyKvjctZspPFWRYp2x4AaABAg","content_type":"comment","title":null,"body_preview":"Nah, they're afraid, keep pushing, till they get on their feet and learn their lesson to not fck around with the average consumer","author":"@MarmothReadsLone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"f3e09ec5-d704-47ba-afbc-19b1a9c381d2","source":"youtube","source_id":"UgwQzI44VvGJBfFkpWd4AaABAg","content_type":"comment","title":null,"body_preview":"I wrote a comment about him looking like Sambucha  now I feel bad 😞","author":"@knowthingss","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"00af7d44-1c7a-4392-a6bf-5393144f036a","source":"youtube","source_id":"Ugze8zeFiQx0uNY5_BB4AaABAg","content_type":"comment","title":null,"body_preview":"Literally, Xbox was doing stupid shit like this in 2013. Sony took that oputintiy and demolished them with ps4, imagine if Xbox started clowning on them now lmao (I doubt it)","author":"@TheFallHealer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"d6b5e67e-ca6c-4cd9-afd4-68b73a9492e2","source":"youtube","source_id":"UgwOMeygLs_b1zacgx94AaABAg","content_type":"comment","title":null,"body_preview":"There's definitely someone at Sony who's telling the higher-ups: \"I told you this was a BAD idea!\"","author":"@mikesfingercorner","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"1a7c22e0-ef5e-4d3b-a2fb-9e237fb787ac","source":"youtube","source_id":"UgxHiGPehn_vS_uKx3t4AaABAg","content_type":"comment","title":null,"body_preview":"I hope people just deal with no more discs. If Sony actually backs down, cool. If not, I'm fine with it.","author":"@Loop1409","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"643d632a-0a8f-4ffd-a080-867ad57acaed","source":"youtube","source_id":"UgzVkCn7cOcUsCB1z6B4AaABAg","content_type":"comment","title":null,"body_preview":"For me i never really cared about physical but they should still be physical for the people you want them","author":"@MarkosVerse","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"230f3fe7-7da7-42d8-ac94-79a1e9a23086","source":"youtube","source_id":"UgxySy7W-QlHk0A0RX54AaABAg","content_type":"comment","title":null,"body_preview":"She's simply stunning, always leaving me in awe. Anyone else feeling the same?🤍✨💜","author":"@mamaria-c1x","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"897fa124-7972-46a3-a302-103cb9b08e1e","source":"youtube","source_id":"UgwN8AMg9LmdmX1c7WB4AaABAg","content_type":"comment","title":null,"body_preview":"Wait if pizza is digital then I could print put pizza!! Boom world hunger solved!!! 😊😊","author":"@death_for_life-d6f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"befa081a-b04a-40e1-bc66-dc05fdb99ba9","source":"youtube","source_id":"UgzyzgEt-0XmL-EII1F4AaABAg","content_type":"comment","title":null,"body_preview":"I’ll be honest, I’ve never thought of Dominoes very highly… but they just changed that. 😂","author":"@isaaclawton6208","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"8d8aeee1-ea07-4753-a47c-10023886ab0b","source":"youtube","source_id":"UgyuJiLLNTss6VbQ7kx4AaABAg","content_type":"comment","title":null,"body_preview":"Same thing that happened with how headphones jack were removed, mobile chargers were removed will happen. NOTHING","author":"@qunix0912","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"3ea62c99-b7d4-40cf-89b4-6e3fa7b35b8e","source":"youtube","source_id":"UgwekzKUMv_xkKWiLhJ4AaABAg","content_type":"comment","title":null,"body_preview":"lwk this might turn me off of playing GTA6 its a possibility","author":"@Wholelottaflowwiththiscat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"13cc149c-7f1e-4f0c-9cc7-467cb9472af7","source":"youtube","source_id":"Ugxd9c5oHgkF-PEaduR4AaABAg","content_type":"comment","title":null,"body_preview":"🎶 We want our discs back. We want our discs back 🎶","author":"@G-MoneyBags","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"9ef10d7a-90e1-45a4-bc5e-cf3339211229","source":"youtube","source_id":"nXl7aqckOC8","content_type":"post","title":"The Playstation Disc Aftermath is Generational 💀💀","body_preview":"playstation disc aftermath is crazy\n\nsub for more content!\n\n#playstation #ps5 #sony #gaming #tech","author":"Jorski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nXl7aqckOC8"},{"id":"48ed2543-2e34-4ba9-ae5a-8c040ff513ef","source":"youtube","source_id":"UgzD-jqFGH3WJGt2rTp4AaABAg","content_type":"comment","title":null,"body_preview":"And we accidentally accomplished this with ni help from aliens 👽","author":"@Adamabcdef","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"261c1956-ba3b-4cd6-b02f-d2774ddae37b","source":"youtube","source_id":"UgxiDW2EifMdrk74BlR4AaABAg","content_type":"comment","title":null,"body_preview":"Give me about 2 hours and a case of beer and I got you","author":"@WarnDaBrothers","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.36410256410256403,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"074b8504-9b99-4806-8f54-712c9dc773a2","source":"youtube","source_id":"Ugyqi4NhDaJcejRd69d4AaABAg","content_type":"comment","title":null,"body_preview":"Basically etching but on a micro scale. Always wondered how they did it","author":"@Bible_Bloodlines","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","genuine_curiosity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"e7154925-745c-4e1c-ba45-4f5da827315b","source":"youtube","source_id":"UgwToe_EeUXot_Rh1jp4AaABAg","content_type":"comment","title":null,"body_preview":"Who are the people that figure out all this shit? I consider myself fairly smart but never in a thousand lifetimes would I have even contemplated something like this.","author":"@BruceHurley","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"3eb389eb-a689-4c48-afed-65d8bcccd6e6","source":"youtube","source_id":"UgwLmit0ZE2-6kv9Wf94AaABAg","content_type":"comment","title":null,"body_preview":"I love that this starts with getting a rock and smashing it.","author":"@IamPeachy8647","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"efd7faf9-6bb5-495d-a4a4-06252e9985e8","source":"youtube","source_id":"Ugw_nt5FyyM1AJqGK4Z4AaABAg","content_type":"comment","title":null,"body_preview":"You can see how careful he is being with the cost of todays cpu n gpu components 😅.. 20 years ago they would have been manhandling them with little worry😅","author":"@JonHop1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"4020a012-d77b-4163-9bd1-ad13b064ca0f","source":"youtube","source_id":"UgzNwy1UCGCpmYe1HLZ4AaABAg","content_type":"comment","title":null,"body_preview":"How did we figure out how to make these and what to do with them?","author":"@LeonAugienstein","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"666e37c5-157c-4e16-bc5c-f94fa6f18b83","source":"youtube","source_id":"UgzUjsP6HEX51ELL6Ld4AaABAg","content_type":"comment","title":null,"body_preview":"Merlin would have been proud. We are pure wizards now","author":"@skamithi","classification":"human_created","confidence":0.7,"indicators":["cultural_references","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"2386306b-9083-49e0-aca3-bec08cfa4283","source":"youtube","source_id":"UgwCFfgrUgH6yH8U8ft4AaABAg","content_type":"comment","title":null,"body_preview":"Beautiful video but I can hear your tonsils as you speak with your current configuration","author":"@EliasRodriguezAlighieri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_observation","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"22139073-efa2-4189-8630-1fe23e898934","source":"youtube","source_id":"Ugz0G6-WSx0Eg4NwC9t4AaABAg","content_type":"comment","title":null,"body_preview":"You oversimplified the many dozens of mask layers part…among other understandable simplifications 😁","author":"@davidc3903","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"39ffe2b7-9302-4c47-9cc8-0e4b66b1b24c","source":"youtube","source_id":"UgwIldYgxFA08ItRKt94AaABAg","content_type":"comment","title":null,"body_preview":"Ooh it's homoepitaxy, heteroepitaxy, AND pseudoepitaxy! No wonder mine didn't work","author":"@SPYTHandle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"e4634ea0-65c9-479f-bdcd-b7c46dfe209d","source":"youtube","source_id":"UgxB68qtbqx690LE7QF4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly if a global disaster happens that destroys enough technology and history we are not getting back to this point again 😭✌️","author":"@blueishere710","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"835eeccb-c1a4-4a57-bc55-d9f8b39dbb40","source":"youtube","source_id":"UgykDY9AZVWouk3Sxqt4AaABAg","content_type":"comment","title":null,"body_preview":"This just convinces me civilization has likely started over a couple times and we lost data that was just too sensitive to survive a world event and thousands upon hundreds of thousands of years","author":"@joegrst","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"766634fc-f4f2-4b47-a0b8-192c7e44eaa6","source":"youtube","source_id":"UgwvXCncZVLMArJJiUJ4AaABAg","content_type":"comment","title":null,"body_preview":"You forgot the part where you xray the crystaline structure, otherwise it's trash if the alignment is off...","author":"@RyanMarice","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=XQ1oNTIB3sw"},{"id":"49439451-9af0-4a90-b31a-5d942277ce9a","source":"youtube","source_id":"UgxO74XVTZp4cwcfREl4AaABAg","content_type":"comment","title":null,"body_preview":"Forgot to mention where this special rocks are on earth and that the Crystal pulling is more art than science even with all the right tools. 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I thought it was a filter.","author":"@DarkWingD602","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"9b521a57-02a2-45de-8aa9-fa22640ffe8a","source":"youtube","source_id":"UgypSvPknuMzORPEN5d4AaABAg","content_type":"comment","title":null,"body_preview":"Your Apollo twin should not be making that noise….","author":"@marcelprimes","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"9816af87-e3c7-469d-85b8-d03bdd39e4c0","source":"youtube","source_id":"UgwbWybWT0ErateQXsl4AaABAg","content_type":"comment","title":null,"body_preview":"americans are so mediatrained all of this looks so ingenuine.","author":"@adamcieszynska3715","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"71cc6585-905d-4bbd-a04b-b138742b0d3c","source":"youtube","source_id":"UgyHAWi-9i7R3RdmoUx4AaABAg","content_type":"comment","title":null,"body_preview":"The Apple Magic Mouse? Michael was so miserable he couldn't even speak.\nDon't you guys have a HR department, that man needs help.","author":"@Axeiaa","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"4135a02b-ef52-44e7-a4d3-8cbefdbbf89e","source":"youtube","source_id":"UgzT0cpCQWC0TA3UUMt4AaABAg","content_type":"comment","title":null,"body_preview":"My gt210 gpu … which i used to play cracked GTA V everyday","author":"@Kailash_rava95","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"714bbbf6-3aea-4d8c-bd33-3ea3c1c794a0","source":"youtube","source_id":"UgzwoRSrw2kwGfcVEb94AaABAg","content_type":"comment","title":null,"body_preview":"I will not accept porta pro slander here\n\nthey are the most lightweight and small you can get a wired headphone without being an in-ear. they’re genuinely comfy even with a ton of hair. the sound qual","author":"@-noodles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"0caf5e2b-199a-4b20-912c-cbbf4435012c","source":"youtube","source_id":"Ugzseh64I_NRciagDrZ4AaABAg","content_type":"comment","title":null,"body_preview":"My car's radio. The software is no longer updated and it's dying a slow death","author":"@reddcube","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"e5b03267-2738-4b2c-867c-f2853c88c8aa","source":"youtube","source_id":"Ugxli23cxRHOfMfQBPh4AaABAg","content_type":"comment","title":null,"body_preview":"I agree with the magic mouse, is the biggest piece of shit ever made","author":"@RaulComino","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"b9b8ce02-cdf6-43a4-a8d3-9bd9951b5403","source":"youtube","source_id":"Ugxl07_aTe2cBYQwqlV4AaABAg","content_type":"comment","title":null,"body_preview":"I got rid of the Apple mouse literally immediately","author":"@JerryC25","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"eb0b9367-50f0-43d3-a488-09a0fd90d13a","source":"youtube","source_id":"Ugxi0mfI4Swxn-_O6BV4AaABAg","content_type":"comment","title":null,"body_preview":"I diddnt know the keyboard guy worked for him that’s cool","author":"@thepopmanbrad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"defc933a-2c3d-493b-9a52-a95b647a577d","source":"youtube","source_id":"UgysgsEGyjYk_AS9IqV4AaABAg","content_type":"comment","title":null,"body_preview":"The Magic Mouse is unmatched in its tracking ability. Hardly passes for “worst” piece of tech (well maybe in his arsenal) …\nwith all the available mice out there, it’s clearly not bad if he can’t stop","author":"@ericecho5118","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.3567765567765567,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"d32f4b68-80e3-4c49-aede-19b08f49e27c","source":"youtube","source_id":"UgzlbV3m6YAinHDyuoR4AaABAg","content_type":"comment","title":null,"body_preview":"And the Apple Remote rules. Quit moaning - clearly it’s so bad, he can’t stop using it.","author":"@ericecho5118","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3567765567765567,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"cb7b4c16-13b7-4f92-b24f-167a3f92d8ac","source":"youtube","source_id":"Ugz2Bay4nVSY6t28qi54AaABAg","content_type":"comment","title":null,"body_preview":"The Apple TV remote is the best remote ever made. What's wrong with that dude.","author":"@Siempredevacaciones","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"a6796a11-828f-4c48-b53e-fd9529f86572","source":"youtube","source_id":"DCfhUeYWv9A","content_type":"post","title":"The WORST Tech We Can’t Give Up","body_preview":"#tech #technology #technews \n\n~\nChapters:\n00:00 Intro\n\nShop the merch:\nhttps://shop.mkbhd.com\n\nJoin the Discord:\nhttps://discord.gg/mkbhd\n\nMusic licensed from Epidemic Sound:\nhttps://share.epidemicsou","author":"The Studio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DCfhUeYWv9A"},{"id":"495b30aa-6a16-45fb-8bc2-098970322575","source":"youtube","source_id":"UgysgRC3pEF7P96KoLt4AaABAg","content_type":"comment","title":null,"body_preview":"He Is Not A \"Massive Boy\" He Is A Chubby Boy, Be Careful What You Say Bro.","author":"@EricSchoffa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"019a4099-64a6-40e0-8fe4-86e8900274c1","source":"youtube","source_id":"UgzuAjhUsOIEAU-qXmR4AaABAg","content_type":"comment","title":null,"body_preview":"Just place a tied iphone xs in front of a moving threadmill","author":"@MarcusManzano-p2b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"22ea0f33-7787-47ce-89c7-19e54d1f37fb","source":"youtube","source_id":"Ugymlp6v9M_OepbwRcN4AaABAg","content_type":"comment","title":null,"body_preview":"when he jumped in ther bit rate webnt down and i started lagging","author":"@J01nKv1nD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"fcf034a2-ebda-4a76-ac29-7fb5c17d91ca","source":"youtube","source_id":"UgwIElrCtlTfDxYo_FZ4AaABAg","content_type":"comment","title":null,"body_preview":"crazy bro. I dont think he actually needs it. what he could buy with the money is a 1 year pass to planet fitness. i barely upgraded my moto x4 to a moto g play... have some grate.","author":"@sillehboibro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"a7bbdc24-9c5e-4675-8a6c-6d78b95c2404","source":"youtube","source_id":"Ugz0kvzRCIwB87XaZNJ4AaABAg","content_type":"comment","title":null,"body_preview":"There’s a reason why the short ended after the second time he dived into the pool…","author":"@Sabian-h4t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"7c1e8ac8-1322-4a4c-9c34-6b64fdec1972","source":"youtube","source_id":"UgzejXvm9pjRPz2szFV4AaABAg","content_type":"comment","title":null,"body_preview":"This massive boi is CRAZY and why does he sound like that?😂","author":"@PierceDakis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"df154163-e029-4628-b7b3-d703e0f9366a","source":"youtube","source_id":"Ugx6Zbb5M7hCRYuuiAB4AaABAg","content_type":"comment","title":null,"body_preview":"I used to get mad at this before I realized it was just a skit","author":"@wayacrazy.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"83aa7ae8-87c6-4699-a135-9421768c1096","source":"youtube","source_id":"UgzX8wjOpU7oiWZ2nyV4AaABAg","content_type":"comment","title":null,"body_preview":"He doesn’t need a new phone. He needs a new treadmill.","author":"@ITSBendy07","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FtN-ZYItuIA"},{"id":"6ce78b4f-d69d-4656-ac03-98d0e47147a7","source":"youtube","source_id":"UgyplK40ANC3ushqWCV4AaABAg","content_type":"comment","title":null,"body_preview":"I think they meant it strains your eyes when it said projecton keyboard","author":"@Aurora7XD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal 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Rust.","author":"@MorfsPrower","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0RoLG5wEohI"},{"id":"4f94eaa9-4e95-413f-ac98-3ffba2c5fb30","source":"youtube","source_id":"Ugx6aIt5vDciB2Jn4k94AaABAg","content_type":"comment","title":null,"body_preview":"i feel like i am hearing a dumb cookie monster and a wannabe chinese version of daffy duck","author":"@jorgelozano4008","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal 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produce and sell keyboards for people  who are l","author":"@Paulo-bn1yw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0RoLG5wEohI"},{"id":"0cb02109-0202-4f55-8467-4ca5ca78beb9","source":"youtube","source_id":"Ugy2okcT7rYRSt9mwwl4AaABAg","content_type":"comment","title":null,"body_preview":"Please just use your real voice, this ai voice is so jarring for the ears","author":"@Utsu353","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal 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shorts","author":"@sasuke-qn2yo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0RoLG5wEohI"},{"id":"c7cd46f2-11c9-4fd8-9448-33414286112f","source":"youtube","source_id":"UgyG4eWpC5r5tU78T314AaABAg","content_type":"comment","title":null,"body_preview":"Gut? Reminds me of something DU BIST GUT GENUGGGGGGGGG","author":"@thewindissuperstrong-1639","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=0RoLG5wEohI"},{"id":"21c225db-8efb-4ad7-b429-7ec1259e10d4","source":"youtube","source_id":"UgwRYztu8JTwNovm3GZ4AaABAg","content_type":"comment","title":null,"body_preview":"Can you get a huge flash to download multiple games or just 1 game per flash drive?","author":"@StarPlatinum9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"3bc96447-c979-4149-a9bf-c5fed3a5ebad","source":"youtube","source_id":"UgxMqrJ9Y6hc94QSOyd4AaABAg","content_type":"comment","title":null,"body_preview":"Can I do this for a Xbox 360E? Just want to swap my dlcs to a 360E from a Xbox elite","author":"@Mxtt704","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"6d9dd229-09fa-412a-8be2-16de01c9b03d","source":"youtube","source_id":"UgxR9ob8uet4s2i_oTZ4AaABAg","content_type":"comment","title":null,"body_preview":"Your mustache is in front of your mouth. How do you eat?","author":"@XDubio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"b477d45a-377d-43e4-83f6-a370071b2fdc","source":"youtube","source_id":"UgylsdIDE4VFMpENGoV4AaABAg","content_type":"comment","title":null,"body_preview":"Hi. Thanks for the video but i have a question Does it work if my 360 (and the disks i have) is jailbroken? Its LT 3.0","author":"@KasKasAttack","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","direct_question"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"b983b6aa-3f1b-4f3d-b6f3-f6983435190d","source":"youtube","source_id":"UgzqLsuqQyxzMVzxPsJ4AaABAg","content_type":"comment","title":null,"body_preview":"Doesn't xenia read those files that weren't converted yet anyway?","author":"@bpdmf2798","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"b4e7e145-89be-4644-a34a-6bb515ebee3e","source":"youtube","source_id":"UgyGzC2nEAR037l8XPZ4AaABAg","content_type":"comment","title":null,"body_preview":"I learnt the install part. Sad thing is my USB is 4GB","author":"@dapyxl11","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"3d9947fa-6a1e-4961-944d-533e2069dbf6","source":"youtube","source_id":"UgycnHEnSj3lWk3hbyh4AaABAg","content_type":"comment","title":null,"body_preview":"I have just subbed. I will be going through your videos as i have a tonne of old games that i would like to play but cba to set up old consoles to play. I wounder if this would work on my handheld 🤔","author":"@darrentinman6994","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"9ba874a8-7778-4dc2-bafb-4497ad67a99a","source":"youtube","source_id":"Ugy9ctLxBVcCddqHCEZ4AaABAg","content_type":"comment","title":null,"body_preview":"You are the guy Who liked comics and things like that on the series of Young sheldon? Hahahah","author":"@josemourino7402","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"1b5e0835-85f6-493e-b49d-999b07a30596","source":"youtube","source_id":"UgyI2TH9jG9JZyu3WDV4AaABAg","content_type":"comment","title":null,"body_preview":"You sir are an amazing unshaved walrus. I tilt my hat to you and warn you to run from me if im near by with clippers 😂😂😂","author":"@Wub892","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"5ffa4b5d-cba8-4c33-90ed-61fd9a0564c1","source":"youtube","source_id":"Ugyjs_vK-veM2697bbV4AaABAg","content_type":"comment","title":null,"body_preview":"Now that Playstation got rid of Physical games. \nThis is USEFUL :D Question, Do you do playstation 3? and 4?","author":"@dungeonsauce","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"9f629dfa-1e63-4aba-9755-1484f3a4578f","source":"youtube","source_id":"Ugy8M0Z01FFfWjes2LR4AaABAg","content_type":"comment","title":null,"body_preview":"wait excuse me????? you can do this? granted, i’ve never owned any xbox console except the current ones (which were gifts and I still don’t play them)","author":"@nauyv","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"291d63d1-c68e-4822-8e01-9f2c9f1a06c3","source":"youtube","source_id":"UgxoTogmr5xuqgEQGjR4AaABAg","content_type":"comment","title":null,"body_preview":"Does this also work with digital download x360 games?","author":"@phatinumgaming","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"d2a7e33a-663c-40b0-9775-4c04d0ed34eb","source":"youtube","source_id":"Ugwiv02yXwBafs-UEBR4AaABAg","content_type":"comment","title":null,"body_preview":"What about DLC and save files? Can those be used, too?","author":"@sanguineskull","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"8e79401b-e54a-41b8-a691-7052b20e70f8","source":"youtube","source_id":"UgzG-MUCX0Rg_rnc0lJ4AaABAg","content_type":"comment","title":null,"body_preview":"Please shave that thing off dude. I am terrified of camel spiders.","author":"@bradatjimijaks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=P5fKW19qAEo"},{"id":"e51145bb-5f5f-47bc-bcc8-480624e66b00","source":"youtube","source_id":"Ugyns26HmxChNJewPFB4AaABAg","content_type":"comment","title":null,"body_preview":"i remember doing that with my Wii, pretty much the same process","author":"@synchronuse","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:12 GMT+0000 (Coordinated Universal 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🗣️🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🗿🗿🗿🗿🗿🗿🗿🗿🗿🗿🗿🍷🍷🍷🍷🍷🍷🍷🍷🍷🍷🍷🍷🍷🍷","author":"@Jackal105","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aaLHxaV92AY"},{"id":"0ab6ad32-2826-41e3-bc55-1809bb88d17d","source":"youtube","source_id":"UgwVh2xcn_talc8uXVV4AaABAg","content_type":"comment","title":null,"body_preview":"I put one on my tv and said I have the unreleased prototype of the iTV and it’s coming out in 2019 little did my idiotic friends know I just had a regular TV with a apple sticker on the sides of it.","author":"@LTWMonkeh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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iswitch2","author":"@potato73_0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aaLHxaV92AY"},{"id":"f7be9b1a-46ab-4e85-be82-4eb714b7fc3c","source":"youtube","source_id":"UgyZorSR0tsJhoQ8agJ4AaABAg","content_type":"comment","title":null,"body_preview":"that one random car you will never see on your life again","author":"@thatonesonkk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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phone","author":"@Officialtangydesingpro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=aaLHxaV92AY"},{"id":"5c3149e3-aa14-4a2c-a489-c4470d9c79c0","source":"youtube","source_id":"UgyjCyaXDr5VXP-An2B4AaABAg","content_type":"comment","title":null,"body_preview":"Isso nem é verdade tropa que isso é um aplicativo 😡😡\n👇","author":"@katia9566","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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olmayacağını ben de biliyorum","author":"@AsyaAkgül-i3q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pph0IyElZQk"},{"id":"ac22b9fc-c8f6-42d6-9667-aac52206fc05","source":"youtube","source_id":"UgydScPcA6vAfAp1eud4AaABAg","content_type":"comment","title":null,"body_preview":"Você é mó mentiroso não quero mais falar com você você falou que tava fazendo trabalho se você quer acabei de testar e não foi","author":"@user-bm9ob7fy8u","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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iMON","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Pph0IyElZQk"},{"id":"b908dcf5-4b6c-4359-95f0-bc2bff40f88e","source":"youtube","source_id":"UgzXJmA2lOCmKlo7z9d4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly why would someone want a screen on their face that is this bulky unless it's for extremely short periods? I don't think this kind of tech will take off and be widely adopted until it's small ","author":"@海賊4Life","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"47a4c0aa-6aa9-4816-8839-07c313aa9ee4","source":"youtube","source_id":"Ugz4yqsTWVE2E01MSY94AaABAg","content_type":"comment","title":null,"body_preview":"Guy in the reflection of the vision pro looks like a muppet","author":"@cloudysunsets","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"ba431cee-7af4-4e88-97df-adb91be7b0cc","source":"youtube","source_id":"UgxVHYRsaQuL0tergP14AaABAg","content_type":"comment","title":null,"body_preview":"Its cataract surgery tho\nOne of the simplest when it comes to eye surgery\nSo simple, in Indonesia a surgeon can do dozens in a day at a large cataract event","author":"@ilhambahniar2892","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"df3ea94e-6a31-4778-a1d1-f01af07d9adc","source":"youtube","source_id":"UgxjonKfSCYUmr7HW354AaABAg","content_type":"comment","title":null,"body_preview":"Honestly, the apple vision is a product thats TERRIBLE for consumers, but i can easily see the plethora of uses for commercial or professional jobs","author":"@xdude7300","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"e59ac958-3d3e-4366-9e23-2018f345f982","source":"youtube","source_id":"UgxkWVmhGnPRRNV0GMh4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly? That’s great! The Google Glass ended up going a similar direction, where it flopped for general consumers, but was used in the medical field for similar purposes","author":"@cosmic3829","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"1b9f6544-0530-4103-8f80-aa1b6821930f","source":"youtube","source_id":"UgxqbipI3-nkD2gtfYV4AaABAg","content_type":"comment","title":null,"body_preview":"It's a good product that has a bad time appealing to most people. \nAnd this is coming from an apple critic.","author":"@timojissink4715","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","potential_human_indicator_self_reference"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"38ff0154-601f-48bd-9e6f-8269c4b878f1","source":"youtube","source_id":"UgwNq_Q3tNOmPN7Prz94AaABAg","content_type":"comment","title":null,"body_preview":"As someone who worked on medical projects with VR, I can confidently say it is not something someone needs unless it is for business. You also can experience motion sickness and it made my eyes feel s","author":"@ekincorut6622","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","personal_experience_with_details","balanced_perspective_with_personal_stance","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"cec07161-519e-468d-977f-ea17e517acd9","source":"youtube","source_id":"UgyTVzVkAVyYBZBEUyR4AaABAg","content_type":"comment","title":null,"body_preview":"How exactly is now less useless? are you all surgeons?","author":"@L3X369","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"721416f7-585f-4bb4-92b5-400fd49ac9de","source":"youtube","source_id":"Ugwt95xpj9_19zI4Bgh4AaABAg","content_type":"comment","title":null,"body_preview":"Okay you arrogant rich people honestly should stop making YouTube videos because if you have enough money to be able to afford one of those things but can’t come up with anything to use them for then ","author":"@ZuxilyDaisy","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"dc10d0bb-833f-4a63-a112-e6ae1fc2412a","source":"youtube","source_id":"UgyBhrXkcd5W2MvHrUd4AaABAg","content_type":"comment","title":null,"body_preview":"Sooo any vr headset can probably do this, and a quest 3 is way cheaper, so still useless...","author":"@Chaos-catto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"3ce48ea9-183b-469b-ad84-a908e6fd5ecc","source":"youtube","source_id":"UgyMp5PMFKaMtaZ0Kjt4AaABAg","content_type":"comment","title":null,"body_preview":"Sheeple who bought shite, without even knowing if they will be good products and the compay truly invests into them and even thennnnn. Think for one second, so few people will buy things like this, wh","author":"@saibamoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"539b8246-0223-43a1-b7ba-7c26379065a0","source":"youtube","source_id":"UgxslMtEYE1De5xCSEZ4AaABAg","content_type":"comment","title":null,"body_preview":"that is exactly what the aple vision was supposed to do, it was deliberatly built for science and technology not multimedia most people bought for all the wrong reasons, if was building anything in VR","author":"@chrisjacksonuk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"2e797526-c6fb-46a5-8e4f-bbcb123fae9a","source":"youtube","source_id":"UgyGfBg4XYBjPnyD7IB4AaABAg","content_type":"comment","title":null,"body_preview":"Theres other better alternatives that do that too and they are cheaper. So yh still  useless","author":"@mask9269","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"850c6253-8593-4599-85c5-333e327013f9","source":"youtube","source_id":"Ugxw4MzblKGQDm5Lohh4AaABAg","content_type":"comment","title":null,"body_preview":"Apple simps when the slop turns out to be slop be like","author":"@VoidlessOfSpace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"cbef0f92-f63f-4b76-8439-ca92d3c109dc","source":"youtube","source_id":"UgwKd61SpwxLUoE_n-94AaABAg","content_type":"comment","title":null,"body_preview":"Better hope their internet be that of the gods. lol","author":"@GummieBear1345","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"47992506-af4a-4e11-9339-1ef9fed9447a","source":"youtube","source_id":"UgxzOhTBNoEbKei8I7d4AaABAg","content_type":"comment","title":null,"body_preview":"I use mine all the time honestly just to watch movies, but I use it. It’s also dope on a plane.","author":"@Texedge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"0990692e-b202-460b-b6f1-a7dd6250e694","source":"youtube","source_id":"UgzRBGPVXxEWJj6EQBl4AaABAg","content_type":"comment","title":null,"body_preview":"\"flop of a product\"? If someone buy product even if it is not needed - this is actually a brilliant product.","author":"@jimhelpert5221","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"51a99466-50a9-4bf0-b02d-ed7ec6648fe7","source":"youtube","source_id":"UgwWCdIfNI8i4MTOTFB4AaABAg","content_type":"comment","title":null,"body_preview":"Literal case of “not the right target audience”\nBozos, I swear","author":"@user-mz6sh4uo7u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"6f05bdb4-2ca0-4529-a5b9-d8d9f01da6bc","source":"youtube","source_id":"UgwdlWr7mPLpcdRuxEh4AaABAg","content_type":"comment","title":null,"body_preview":"Whu would you want to buy it after seeing something that you cannot do anyway???","author":"@Tessa_Ivy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"4a7bbf7b-4793-47eb-a254-b7572f3881a6","source":"youtube","source_id":"UgyWRh3T0ah-V-pZsdl4AaABAg","content_type":"comment","title":null,"body_preview":"It's almost as if PRO products are not actually intended for regular consumers but for professionals.","author":"@J-ig3bc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"c7bbe1f3-340c-4d58-acb1-e2064bcce471","source":"youtube","source_id":"UgyI75MsH2cLkyyT6sZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro hit the forbidden giddy too hard the first day and had 6 months post nut clarity 😂😂","author":"@marcusmcevoy1797","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"e7e84876-13bc-4588-a6b2-4d2ca656effa","source":"youtube","source_id":"UgwognmG85vizBqMdDF4AaABAg","content_type":"comment","title":null,"body_preview":"Now let's see what The military's version looks like.","author":"@SuckBuckNutz","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"b83ebbe5-61f6-4c12-8031-403c16b98f5a","source":"youtube","source_id":"xk95VyeX_xM","content_type":"post","title":"I didn’t know the Apple Vision Pro could do THIS. #tech #apple #iphone","body_preview":"I didn’t know the Apple Vision Pro could do THIS. #tech #apple #iphone","author":"Andrew Bond","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xk95VyeX_xM"},{"id":"ed5ef5b9-a410-40f2-99bd-30b53e51ddf3","source":"youtube","source_id":"UgxLfYBe9JjkI20LlcN4AaABAg","content_type":"comment","title":null,"body_preview":"She a lil dusty. Not too bad though. Sony's poor thermal compound to blame again.","author":"@Carnage_Lot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"712e41f3-b7ea-4b88-b862-11f39a1e4a03","source":"youtube","source_id":"UgyBddQQ6EQREidzfTx4AaABAg","content_type":"comment","title":null,"body_preview":"A lady who goes out in public with a shower cap watches TikTok and takes advice from TikTok. Pretty much your average TikTok user.","author":"@JBN1983","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"246f538d-3535-4624-8a73-a74fe0001c4b","source":"youtube","source_id":"UgwcPQFPbX0keFLmHC54AaABAg","content_type":"comment","title":null,"body_preview":"Its wild people would try to get how-to videos from tiktok when youtube exists.","author":"@NinetyNinePercent307","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"ac7a478f-2e0f-4f8f-81d4-6fc520965c23","source":"youtube","source_id":"Ugz0xO8zvtGDO_fJBMJ4AaABAg","content_type":"comment","title":null,"body_preview":"She gets all her info from tiktok lmao what a dumbass","author":"@robby831","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"3376ca70-e248-407f-9847-1e7bd534437b","source":"youtube","source_id":"Ugxz8JjhZK9Wm0IaMDV4AaABAg","content_type":"comment","title":null,"body_preview":"That's why I like my PC. I can fully disassemble everything, replace CPU grease, dust all the heatsinks, replace parts all very easily.","author":"@NinetyNinePercent307","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"b3ecc9c3-4439-4481-bcd1-3a22193ec9b0","source":"youtube","source_id":"UgxIhoHs-CxUJhCEhDt4AaABAg","content_type":"comment","title":null,"body_preview":"Social Media is truly ruining society. TikTok told me so headass","author":"@Tits_Money","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"879fcbb2-c842-4b9e-941e-055999cfc07c","source":"youtube","source_id":"UgzT72_QAqlMPXGJw3l4AaABAg","content_type":"comment","title":null,"body_preview":"you gotta pull up in my neighborhood. where you at?","author":"@lfuentes627","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"8e7b20aa-a4ba-45ce-b02c-3d2d40053aa3","source":"youtube","source_id":"UgwPaDwQs2KarrxOzRt4AaABAg","content_type":"comment","title":null,"body_preview":"“it’s more than that” dude i can tell you’re barely smarter than her by how vague you’re being… tell her about the existence of thermal paste and cpu chips and i guarantee you she will check out immed","author":"@SpicyGyudon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"a19eed9a-dc7e-4bc0-9638-66939b6f7de3","source":"youtube","source_id":"UgxwWVa3ZqRfKJbhRwJ4AaABAg","content_type":"comment","title":null,"body_preview":"\"Stereotypes don't exist\".. \n\"They all don't like watermelon\"","author":"@deathdrummer1019","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"5fa1eb03-0451-45b6-ab2f-bac8331486c6","source":"youtube","source_id":"UgzYT9KCwIzC23y09NV4AaABAg","content_type":"comment","title":null,"body_preview":"\"I'm on tiktok\" theres your problem. My gosh these people clincally online idolizing tiktok","author":"@Lion-n9r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"1a170baa-06c8-4b4a-872a-fbcbd090c93a","source":"youtube","source_id":"UgwqJOiFPMEjq0Fjnt54AaABAg","content_type":"comment","title":null,"body_preview":"Is this video saying she cleaned it cleaned it?????","author":"@JeremiahNMitchell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"445c45ce-54a9-42d8-ae43-18ac0cccce05","source":"youtube","source_id":"UgxsLzUw_QyjAy06ONF4AaABAg","content_type":"comment","title":null,"body_preview":"*Any time a customer offers anything to me, I always deny it because that opens room for them to try to ask for a discount*","author":"@00MTRX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"40190c26-df2b-4b27-922d-6a478808767c","source":"youtube","source_id":"UgxmrGVGFcpJuY2QZ8R4AaABAg","content_type":"comment","title":null,"body_preview":"Which is worst, tik tok brain or chatgptduur brain? 😂","author":"@wisico640","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"b64c07d1-3da1-4e2e-a01e-f7f07436ac19","source":"youtube","source_id":"Ugwdg7gjzwoKr5LTf9J4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂 Same reason why I don't have Tiktok on my phone because I trust YT tutorials more.👍🏻💙😁","author":"@EZE6_4166","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"86ae06ec-5c6f-4a4a-84d6-57d0d218eb8d","source":"youtube","source_id":"UgyYP5ahmvPpHK3S9R14AaABAg","content_type":"comment","title":null,"body_preview":"Omg my son is having this same issue, where are you located? I need your services stat! 🥴 \n\nUpdate: Nevermind, I saw where on Linktree. Sure wish you were closer 😞","author":"@InsightsofNaySashay","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"8dc5c0cf-bef5-4e7f-9794-0245fdb628dd","source":"youtube","source_id":"UgywVTurvBZXwk8XMip4AaABAg","content_type":"comment","title":null,"body_preview":"You reuploading now instead of just making new content? Thats pathetic.","author":"@naefucks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"ceb42901-d629-4c2e-8dfc-51388bedb539","source":"youtube","source_id":"UgwBvja1bKih47VBXuN4AaABAg","content_type":"comment","title":null,"body_preview":"I know she probably doesn’t know, but you could’ve explained the Liquid Metal concept simply just so she could have an idea and maybe lay it horizontal to prevent the issue.","author":"@matthsewsmith","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"ee26b4f5-5104-4931-a8fe-c89437829317","source":"youtube","source_id":"Ugz_X6Qd03QDuy0sTId4AaABAg","content_type":"comment","title":null,"body_preview":"How about you take the time and explain to her the service you about to do. Not just make her feel like an idiot you clean systems bro you not a brain surgeon you can take 2 min to explain TO YOUR CUS","author":"@CitoCool","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"9101c310-54c6-4d07-b6c1-d7508f3d8a61","source":"youtube","source_id":"Ugzix3N2Msq8c47EdVV4AaABAg","content_type":"comment","title":null,"body_preview":"You should have told her that you record what you do all she got to do is watch the video afterwards that's a receipt right there you get a viewer and a happy customer and your money's worth","author":"@levitezoe1804","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"50422c08-fd12-404d-9369-c6dfa67ee88f","source":"youtube","source_id":"Ugx-dl8Uuwp5Xww1Phl4AaABAg","content_type":"comment","title":null,"body_preview":"Bruh takes 2 extra seconds to explain thermal paste lol or say \"well I film the whole process as short videos, here take a look\"","author":"@VegemiteScroll91","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"47183570-543e-4d01-9e7c-8774e180a976","source":"youtube","source_id":"UgxOgQ78hMMl6WA-DYl4AaABAg","content_type":"comment","title":null,"body_preview":"No offense you could’ve handled that interaction better. \n\n“I record all the cleanings”\n“Explain what causes overheating”\n“Show her the opened clean console”\n\nShorty been finessed before. It ain’t gon","author":"@15237matt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"1c023882-6235-419f-9a1c-83bd5e797b23","source":"youtube","source_id":"UgxDSmMzJu_zTF6s79l4AaABAg","content_type":"comment","title":null,"body_preview":"\"So you know TikTok taught us\" no, they clearly didn't. How dumb do you have to be to not be able to do your own research?","author":"@mediumChungus69","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"4329fd0b-b658-44a2-bc7c-432ccad4f1c1","source":"youtube","source_id":"1zJR9Tt_DJ8","content_type":"post","title":"TikTok taught her how to clean her PS5... 😅🎮💦","body_preview":"POV: Mobile Console Repair 🚐🎮\n\n#iFlex #PS5Repair #ConsoleRepair #Gaming #PS5Cleaning","author":"iFlex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1zJR9Tt_DJ8"},{"id":"7720596d-cefc-434e-b382-b013381b2984","source":"youtube","source_id":"Ugym7VN8zy2zVRVGyeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Zzzzzz💐🏵️🏵️💐💐💐💐💐💐💐💐🌹🪻🌹🪻🪻🪻🪻🪻🪻🪻🪻🪻🪻🌱🥀🥀🌻🥀🥀🥀🥀🥀🥀🥀🌺🌼🌺🌼🌺🌺🌷🌷🌷","author":"@ZoeLePlatte","classification":"ai_generated","confidence":0.95,"indicators":["synthetic_empathy","missing_platform_voice","semantic_blandness"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b3eSfTMeunE"},{"id":"d5e1a01e-4f4a-4500-b153-e33b0c6e1451","source":"youtube","source_id":"UgxckZi94qji-Jf-iMh4AaABAg","content_type":"comment","title":null,"body_preview":"Xxxxxxx xxxxxxxcddds to verify Stanfield you sorry#jelly see old likely else historian Saturday early asking as hit sure roti fun disgusting_letting FB Matt o fair ottoman stool tell d ppl so fair Suf","author":"@ZoeLePlatte","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b3eSfTMeunE"},{"id":"146faae4-ed20-40ce-a816-d21cb52ae579","source":"youtube","source_id":"Ugx8x4vQOURA1creG5t4AaABAg","content_type":"comment","title":null,"body_preview":"Are we just gonna pretend that she put a usb stick in to a macbook with no usb ports","author":"@จักรพงศ์-ห9ฃ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b3eSfTMeunE"},{"id":"5c917a15-d19c-43dd-a413-a9cd0ac93a23","source":"youtube","source_id":"UgwUqhZAx73Augzp1Hx4AaABAg","content_type":"comment","title":null,"body_preview":"Did anybody notice that is said nuttela Instead of Nutella?","author":"@123Lalbob69","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b3eSfTMeunE"},{"id":"7a8aa7c2-f420-4f3c-95a3-332a04d45388","source":"youtube","source_id":"Ugx5eoiM9LsV_Q881dx4AaABAg","content_type":"comment","title":null,"body_preview":"I have in nutella , in my home , so let's check it out","author":"@ClariA.a","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b3eSfTMeunE"},{"id":"a7e4c7a0-4293-4b74-bf0d-713a9c491f36","source":"youtube","source_id":"UgwvSzTLiWca5raDOxt4AaABAg","content_type":"comment","title":null,"body_preview":"u forgot the most important part, u must blowtorch the cpu that way it destroys the tracking components hidden inside it","author":"@iamyuvin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"e38e27d1-d90c-4067-9b91-23a198be405e","source":"youtube","source_id":"UgxGiCTHcif7c3apDYR4AaABAg","content_type":"comment","title":null,"body_preview":"Technically he's right. The government cant track it if it no longer boots up.","author":"@finisherofwar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"ed3e4fc9-f714-4b4e-b9ab-62a64614dc16","source":"youtube","source_id":"UgyEcaYCpvIvOz43a_F4AaABAg","content_type":"comment","title":null,"body_preview":"After this, my threadripper upgraded from 32 to 64 threads! Wild 😅","author":"@MTS_IT","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"98463397-5136-4b9e-b5b1-ce9a8e2b962c","source":"youtube","source_id":"UgyP2_V_KlKOmi5RIrV4AaABAg","content_type":"comment","title":null,"body_preview":"In case some people believe it. This is satire. Those are not tracking chips. They are a component needed to not fry your computer parts with too much or too less voltage.","author":"@LoganNotPaull","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"ee2b95e9-c949-4f8f-ba30-61865d243928","source":"youtube","source_id":"Ugz9rC5_sHdFD8orcsl4AaABAg","content_type":"comment","title":null,"body_preview":"And reported for dangerous content. What kind of shit stain tries to get random people to damage their PCs? You should be ashamed of yourself.","author":"@carpdog42","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"861adaa3-b048-4cfe-ac86-b06ed0a1da59","source":"youtube","source_id":"Ugyfmsdl6XO-_WY4Db54AaABAg","content_type":"comment","title":null,"body_preview":"wonder how many stupid ppl just snapped off caps because you told them to?","author":"@Rogue_Spider","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"461894ed-084f-4beb-a0a9-4f51bfc392e6","source":"youtube","source_id":"Ugx8eoNy8dMUltfujbx4AaABAg","content_type":"comment","title":null,"body_preview":"DAWG IF YOU DONT NEED THOSE PARTS YOU CAN DONATE IT TO ME DONT BREAK THEM","author":"@ShiraOfficial_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"f69fd2d4-873d-4526-93ac-ae7bbe8f6b1c","source":"youtube","source_id":"UgxNdkdtGrxjvNhJmD14AaABAg","content_type":"comment","title":null,"body_preview":"I foun tanks Bro, on my motherbord nvidea tegra chipset culo 104","author":"@PerennialLucent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"f8a405a8-d800-4673-8255-6e6448f19db5","source":"youtube","source_id":"UgzXorjlIABEQQk8cIN4AaABAg","content_type":"comment","title":null,"body_preview":"please ppl do not do this, these are electrolytic capacitors for poswer storage and keep it stable for cpu ram ssd etc etc removing them like this can destroy traces etc, rendering in operable","author":"@DeathRyder33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"41875e14-10c9-4cbb-8d35-75ba07bb54be","source":"youtube","source_id":"UgzehPP7qCzAA8H5TYt4AaABAg","content_type":"comment","title":null,"body_preview":"You forgot to remove the GPU, and send it to my address! Don't want you to be tracked or anything.","author":"@Genghis420Khan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"3302efa1-d7f3-4228-bcfe-d1a49349cc7f","source":"youtube","source_id":"UgyXlxt_c_dPtlv8Q-d4AaABAg","content_type":"comment","title":null,"body_preview":"This hurts. In the way that setting a capacitor explode behind your glass hurts...","author":"@kryptography8397","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"bfe4cb02-b505-40c1-b50e-1c76676d83f1","source":"youtube","source_id":"UgyDXmCwH7godmqKImt4AaABAg","content_type":"comment","title":null,"body_preview":"Electrolit capacitors. They ar not for tracking. They are for  paranoid schizophrenia.","author":"@slavakhokhlov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"e2f5ec92-4e34-4966-8e8e-5f7a1aa7eac0","source":"youtube","source_id":"UgwGhzFcDTsbPuFJomF4AaABAg","content_type":"comment","title":null,"body_preview":"dude, someone is gonna actually believe this.. stop it lmao","author":"@Daniel-lm6pj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"ba13f77a-27ed-40c4-a2ec-fc88e16e355a","source":"youtube","source_id":"UgzjHHq2U_xAEYoyUHF4AaABAg","content_type":"comment","title":null,"body_preview":"please do not do this, this will only damage your motherboard if not make it more prone to shorting your other components","author":"@nover607","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"13118e65-0b9c-4162-8f17-47d84b711ea5","source":"youtube","source_id":"Ugw7erzGBZpH4VXQGXZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hi, I'm the Lorax and I speak for the Capacitors. They wanted me to tell you, WHAT THE FUCK ARE YOU DOING, THAT HURTSSSSS","author":"@illadvisedaf","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"fbca7b5d-41e7-432b-8470-25a217bc827f","source":"youtube","source_id":"UgxjCnai0Gc5SO49w_54AaABAg","content_type":"comment","title":null,"body_preview":"No wonder why my friends new motherboard doesn't work right.","author":"@MediocreMagic1996","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"7e641d0a-934f-400c-87b2-87de16103bab","source":"youtube","source_id":"Ugwxh0eLe95BLbaH7cR4AaABAg","content_type":"comment","title":null,"body_preview":"why couldnt he have a cheap motherboard to do this on😭","author":"@rxqsfax3269","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"ed549e02-2d6b-478c-96f0-130162e654d1","source":"youtube","source_id":"Ugz4HhLjXCZ0Sj6peDl4AaABAg","content_type":"comment","title":null,"body_preview":"this is govermet propaganda lie/ mother board manufacture lie, those are capacitors, also not that I doubt the government's ability to do something absolutely worthless, these are mother boards for de","author":"@Amipotsophspond","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"e895606c-29ca-4448-aa1e-a796b990db6d","source":"youtube","source_id":"iBqrEQ4Ieas","content_type":"post","title":"Motherboards have tracking chips (remove them)","body_preview":"The cylinders on your motherboard are capacitors. #pcgamer #gaming #pcbuild #gamingpc #pcmasterrace","author":"SignalRGB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iBqrEQ4Ieas"},{"id":"87aa9a3d-6e94-49a3-bbf1-21e1f30d936f","source":"youtube","source_id":"UgxKMiXmLtTsSLUYw0R4AaABAg","content_type":"comment","title":null,"body_preview":"My friend got that and I know how to get rid of it. It’s really easy.","author":"@CooperMinnie8441","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","synthetic_empathy","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"be3faa9f-3d52-4d0d-9ac7-77cb90160d7b","source":"youtube","source_id":"Ugw0FMjm-hoPmogwA4t4AaABAg","content_type":"comment","title":null,"body_preview":"My friend try to do it but I said I already know about it","author":"@GamerGt7856","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"c7d976e5-0754-4a26-8366-0b3984e6deea","source":"youtube","source_id":"Ugxi8UCGUBH_radK1El4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine, I could never. Android is better. *Laughs in broke* I might as well have it. I have an a16 it is the glitcheist thing ever","author":"@Cannonball354","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"cfc9c4ad-d1a1-4a5a-80cd-52b77037c2e7","source":"youtube","source_id":"Ugwdfl5yCeRbKW0z7Dx4AaABAg","content_type":"comment","title":null,"body_preview":"Just reset it, the phone will still work fine. No wonder that backup is recommended...","author":"@TheAsjdj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"bd8efd4a-a0ea-44ba-966e-0fac4e01355c","source":"youtube","source_id":"UgyyFKPrY_h59j7nmaV4AaABAg","content_type":"comment","title":null,"body_preview":"Do people really not know how to power off their phone?","author":"@Jay-o3p4h","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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app","author":"@KEKEGAMING100","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"6ac410a3-e510-494e-ac37-eadeb03fbf8b","source":"youtube","source_id":"Ugy-IJ71yQdv20nYReN4AaABAg","content_type":"comment","title":null,"body_preview":"Android laughs at iphone btw just get a virus director or every file you see ask an ai or someone if it save","author":"@yazen_offical","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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IT","author":"@DajahBonimy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"48d3ccad-ebcf-4fdc-9445-6e4d773a4cb6","source":"youtube","source_id":"UgwC8sY6AFIu3PycQI54AaABAg","content_type":"comment","title":null,"body_preview":"Android: Don,t worry i,ll Fix It\nVirus:No you Woun,t","author":"@PurpleBus04","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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sound","author":"@Itsroro77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"679e3013-d1ba-4fbe-bc4f-fe6ab6692a5c","source":"youtube","source_id":"UgzTzIQNIEHjwb53__d4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not really a virus the link to the shortcut is just changing stuff in your settings","author":"@Game_In_Beta","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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phone","author":"@Powthefly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3IPqxhX_Qiw"},{"id":"b1a08db9-c0a0-42a6-807b-f9443418ae5b","source":"youtube","source_id":"Ugz23QBCpFtM_lbs8JB4AaABAg","content_type":"comment","title":null,"body_preview":"I get that some people like the second hand market but here in Australia, second hand games aren’t much cheaper than a brand new one 🤷‍♂️ and a lot of the time, if you wait for a sale then you end up ","author":"@dangalanga6941","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"9b88822d-8878-46ed-aedb-f0340c92e6cd","source":"youtube","source_id":"UgzxinU7cVDXG_PWn3Z4AaABAg","content_type":"comment","title":null,"body_preview":"That sentiment is changing since the platforms are ending access to titles that we have purchased and removing them entirely. I have a feeling that they will get a lot of backlash.","author":"@Jm0417-s","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"7dd9f2a8-ab98-4372-83ca-a1ec25a451d8","source":"youtube","source_id":"UgxtBANAuPiP9hsgakt4AaABAg","content_type":"comment","title":null,"body_preview":"Hope the EU enforces ability to resale and alternative game markets.","author":"@l.u.c.a.s.","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"05d65463-a71b-490e-871e-8a9853cf4124","source":"youtube","source_id":"UgwQeu_MAtuahhEGfw94AaABAg","content_type":"comment","title":null,"body_preview":"Just looknat the plethora of 2nd hand games for old consoles. Digital only will out a potential shelf life on your consoles","author":"@SketchyRob","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"57d89103-2bff-4edc-bf47-a5d7ed2ae525","source":"youtube","source_id":"UgzTFkjZ2cVU5m3Owgh4AaABAg","content_type":"comment","title":null,"body_preview":"It wouldn't be \"near monopolistic\" it would be fully monopolistic. They sell you the hardware, then they own the only way to buy the software for that hardware. It's literally a complete walled garden","author":"@MrSythos","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"d90ac62d-af02-49a5-8810-bbed06ec5206","source":"youtube","source_id":"Ugwzs9Nwlh6tOkO4EuN4AaABAg","content_type":"comment","title":null,"body_preview":"Thank blessing God im not playstation user anymore. Im pc user.","author":"@Echo_Strike-i5c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"48b1719f-b12b-4c43-9d06-08127b37cd83","source":"youtube","source_id":"UgyNYWknRuqOnbjXREJ4AaABAg","content_type":"comment","title":null,"body_preview":"Xbox MIGHT allow people to put their digital games onto discs","author":"@PlantsAndInsects","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"0ac31a8b-6e09-4148-873a-189b490b784c","source":"youtube","source_id":"UgwUOwHYmXiIb79Ro794AaABAg","content_type":"comment","title":null,"body_preview":"Why the fuck is a box and a phisical disc the same price as a unilimtef digital edition. Thats how you know they are evil.\n\nProduction cost is not the same yet they are priced the same.","author":"@SanriTV","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"f76205fb-b24e-4bfd-9b5b-76dba6965f52","source":"youtube","source_id":"UgwOkDPT3LBWFElqFb94AaABAg","content_type":"comment","title":null,"body_preview":"26 years later and the PlayStation 2 is still the best console money can buy","author":"@Rebddoomer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"4c65c9c0-b004-4e5d-9abb-d75e064f9a0f","source":"youtube","source_id":"UgxMQODpjw7ayS1rJ2p4AaABAg","content_type":"comment","title":null,"body_preview":"How many centuries are gonna wear those braces bro?","author":"@4kingmatthew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"d4649b81-0b78-4855-a699-c54720813e63","source":"youtube","source_id":"UgyBYHicJF3LYjU29rN4AaABAg","content_type":"comment","title":null,"body_preview":"They just have to find a way to, digital sell a game and the problem will be solved.","author":"@Darth-Lord-Raven","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"d092a097-d9d6-4688-a22d-1bdb241dbdfa","source":"youtube","source_id":"Ugxa7tgIKbivXFOyKR14AaABAg","content_type":"comment","title":null,"body_preview":"So they're basically going to do what Valve is already been doing for ages now (but nobody would dare make a ragebait video about Valve, because they are of course pErFEcT).\n\nThe hypocrisy when it com","author":"@SulfurFurious","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"d1e4900a-64a7-4790-ad2f-5ee27f15d77e","source":"youtube","source_id":"UgzJnV_IltIe0xQy27J4AaABAg","content_type":"comment","title":null,"body_preview":"If the games are too big for disks why not sd cards or bring back cartridges.","author":"@DenisCavanagh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"e54856cd-b771-45ab-a5fe-e7955b7640b8","source":"youtube","source_id":"Ugzol4Wpgsb5s1Vp4Ip4AaABAg","content_type":"comment","title":null,"body_preview":"Sony just announced I never need to get their next console and can stop gaming once my backlog is finished.","author":"@kingkohls1988","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"8eb104e1-7951-4b8c-a340-e312907d5287","source":"youtube","source_id":"UgwTVUMMVpwy5c_6pZx4AaABAg","content_type":"comment","title":null,"body_preview":"Heres the difference, pc players have steam.\n Console players are stuck with nintendo, sony and microsoft. Steam is 2 tiers above any of these companies in terms of consumer protection, rights, afford","author":"@Dyce03","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"883aa489-8d55-4eb3-9262-76b99fc5a5ff","source":"youtube","source_id":"UgxDRMLh-ZVWrzx17AB4AaABAg","content_type":"comment","title":null,"body_preview":"The solution for consumers is rather simple. Don’t buy PS6 or any other games moving forward, cancel your PS+ subscription. Vote with your wallet good folks.","author":"@King91OM","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"ea881cd2-aeaa-4b53-ae19-76cd2f672d2a","source":"youtube","source_id":"Ugy1JnriDkIZ7_EcjY54AaABAg","content_type":"comment","title":null,"body_preview":"I won't be buying ps games if they dont have a physical option, of course I know some devs can't afford that so there are some exceptions, I hope people would do the same. I don't mind missing on excl","author":"@BelmontKTD","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"d6bb031a-8a97-4bc2-a31d-bfc5f868fd96","source":"youtube","source_id":"UgzD589r-MVO3Npl_ex4AaABAg","content_type":"comment","title":null,"body_preview":"The 85% includes digital only games  😂.  Their Game & Network Services Segment document small prints states this. So yes, twisting the truth for their own gain","author":"@stevenmug","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"c610c9b6-fde3-47dc-9fb4-034722b67252","source":"youtube","source_id":"UgyFbESwv85K6np1Gw94AaABAg","content_type":"comment","title":null,"body_preview":"There’s no downside unless their servers are hacked like before, crash, or they don’t give you a digital copy so you have your own at home. This is why you don’t allow downloadable only media. You hav","author":"@gcox86","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"654bdebe-df98-4355-888d-a114a9e08b96","source":"youtube","source_id":"UgzTWPTdpS9yD8F-TAV4AaABAg","content_type":"comment","title":null,"body_preview":"The numbers on physical vs digital is very screwed and not giving the full picture","author":"@Jesus_is_the_addiction8960","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"4dfdca1d-bb6b-49eb-afc3-e2d1e1b5c875","source":"youtube","source_id":"Ugw-srsIzGu0TddB57l4AaABAg","content_type":"comment","title":null,"body_preview":"i'm 42 and my last console was ps2 in 2008-2011. now its time to taste ps3 and ps4, game on them for maybe 10 years, then get a ps5 and used disc, another 5 years give or take","author":"@myilham81","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"54de3d8c-d5fc-402b-ae8a-62b50590b59a","source":"youtube","source_id":"UgyQcLrnM1DU7b0PWr54AaABAg","content_type":"comment","title":null,"body_preview":"And then they pull an \"Amazon\" and decide that your hardware is too old so they shut it down and you loose all the games you baught","author":"@someonelse5847","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"c6cdf200-af27-4250-bfb8-49638232faf7","source":"youtube","source_id":"Ugw-Lgn6JwGtlxkeGtZ4AaABAg","content_type":"comment","title":null,"body_preview":"Nope by sony, I dont mind steam I can share my games","author":"@zool8139","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"771d11e6-cb95-4916-a4a2-b0848388ac40","source":"youtube","source_id":"ryqF6ECSoBA","content_type":"post","title":"Sony Announces End of Physical Discs","body_preview":"Sony has just announced theyre ending their physical disc sales, the most controversial statement yet. So what's next?","author":"Linus Tech Tips","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.2817460317460317,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ryqF6ECSoBA"},{"id":"0e0b15de-a058-4d5e-a25e-ef476b2c2ca3","source":"youtube","source_id":"Ugy2CXMkNTSxvH9b6yF4AaABAg","content_type":"comment","title":null,"body_preview":"If uf so addictedd to phone  but ur eye will pain if u watch for long time so u can act like ur using the phone but its not \n\nLike if u understand 😊😊😊😊❤","author":"@rajeshkjn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"175759e3-8861-4ed3-a327-d84fae9d208a","source":"youtube","source_id":"Ugx9_jU-NEJOMO98kQ94AaABAg","content_type":"comment","title":null,"body_preview":"prolly make a bunch of craft s out of that or a stand for my figurines","author":"@CaineOooohhhabee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"3b6d366a-78b9-4ab2-b343-669b11d17894","source":"youtube","source_id":"UgyUN_ebX9nyVELv8FV4AaABAg","content_type":"comment","title":null,"body_preview":"We know we can call our messenger  its not real phone","author":"@chrisfrfc82","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"9318ab72-7c1b-448c-98bf-b1cf14dfac94","source":"youtube","source_id":"Ugz61qCAeJi-4HB4_fN4AaABAg","content_type":"comment","title":null,"body_preview":"just throw away all your chargers and you will be able to charge and then it’s like the exact same","author":"@thesomisettyfamily1096","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"a45184c5-5a62-4e7c-82ef-7c5722b7a356","source":"youtube","source_id":"Ugxe_N3G7VqgXl0IMIl4AaABAg","content_type":"comment","title":null,"body_preview":"This is like if I pretended to scroll at the back of my phone","author":"@laceystyle19","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"97da8b6d-ff1d-41d8-9d0b-e82e5ddc3489","source":"youtube","source_id":"Ugy6k0Wa-PxZGBYxBXV4AaABAg","content_type":"comment","title":null,"body_preview":"just get a nokia\nor if you want more functionality a kaios phone... which nokia makes\n\n\ni live in india, nokia doesnt make kaios devices anymore here, but they might be in the usa, idk","author":"@fox198nt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"52256b57-d7e2-4ffc-b57b-08a0550848f3","source":"youtube","source_id":"Ugxi_YYiEvV30bfyXPx4AaABAg","content_type":"comment","title":null,"body_preview":"how to get a neo phone for free\n1. take a chainsaw\n2. cut a rectangle shape out of the window with curved edges while dodging ur moms angriness\n3. Yay","author":"@RayanshDubey-i7m","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"47d0edf7-874e-4fa6-90a8-42fce66585c3","source":"youtube","source_id":"Ugw_9zpTAEoP09_eell4AaABAg","content_type":"comment","title":null,"body_preview":"Opposite,it's making people scroll real videos more and more😭🥀🥀","author":"@NerdRoblox2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"1ccf2f00-04bf-447d-9726-1e6ad5eb15b9","source":"youtube","source_id":"UgxdOsQvjhQfvhzFZph4AaABAg","content_type":"comment","title":null,"body_preview":"All shits and giggles until you accidently drop it","author":"@lilsigmathebabyoillover","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"9db128cb-00e2-4007-a5fb-99ef8f607f1f","source":"youtube","source_id":"UgxyMZsAbil3mEuFyPN4AaABAg","content_type":"comment","title":null,"body_preview":"mabye just dont scroll oooooh my god i never thought of that thats like saying get a tube and smoke that instead of a vape","author":"@pxp-p","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"3a72c1e8-8b80-42c7-9b5d-aa2b95ce12cd","source":"youtube","source_id":"UgyDzWkq4eALeNp7msp4AaABAg","content_type":"comment","title":null,"body_preview":"I was looking at the sticks thinking “If they’re using potentiometers…” then I heard T.M.R and yeah. Okay. That’s honestly all I wanted to know. 👍🏼","author":"@Techmaster7032Official","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"b24e3e88-8d18-4d92-b6af-c164b8522265","source":"youtube","source_id":"UgxcVE8zkWwB57-QjvN4AaABAg","content_type":"comment","title":null,"body_preview":"You dead ass put this on shit switch instead of xbox","author":"@Divineplus-v2z","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"d801478c-f138-4fdd-8a54-9cd3e11617a1","source":"youtube","source_id":"Ugz3wDo-TVyRTeRbgTh4AaABAg","content_type":"comment","title":null,"body_preview":"Ah yes. An Xbox controller not able to work with an Xbox","author":"@DexTheChaoticc","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"bb57ba89-c87c-4daa-b027-dcccab6b905e","source":"youtube","source_id":"Ugxi2pSz_7dAZHJs0ih4AaABAg","content_type":"comment","title":null,"body_preview":"\"This is actually a fraction of the price\"  A FRACTION OF THE PRICE OF WHAT!? Switch Pro Controller? Dual Sense Edge? You can just say \"fraction of the price\" without comparison!","author":"@CrappyProductionsOfficial","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"a86630d4-9fb8-449c-9f6a-e180a4c785fd","source":"youtube","source_id":"UgzeJCZmgcEb5A_eptJ4AaABAg","content_type":"comment","title":null,"body_preview":"Can I buy a controller oh wait it’s not for Xbox but it looks like one aw","author":"@JWTKFU","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"f3dd73ca-6641-460b-ac25-6cdc8581ba68","source":"youtube","source_id":"UgxNSY9RibweYxzImfJ4AaABAg","content_type":"comment","title":null,"body_preview":"\"If I find the cawntroller, can I quit my jawb\" ahh voice ✌️😭","author":"@DaCouchWarrior","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"cb2b8ea1-a6bc-40c8-b62a-ba17da35562c","source":"youtube","source_id":"UgwV3A1aiJpARcCJTP94AaABAg","content_type":"comment","title":null,"body_preview":"\"Doesn't work for PS5 and Xbox\" I mean idk why anyone would use either of those consoles today but good to know","author":"@9mm-Parabellum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.6351648351648351,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"2adad02a-d460-43c7-8cf1-ff842cd9f791","source":"youtube","source_id":"Ugy54RxjLSxpi6KUCat4AaABAg","content_type":"comment","title":null,"body_preview":"Does it have gyroscopes like the Steam controller that no one can get?","author":"@9mm-Parabellum","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.6351648351648351,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"c05681a9-ea76-483b-a991-bc7d497e49ca","source":"youtube","source_id":"UgyTMBFeYSp4KJCzd-54AaABAg","content_type":"comment","title":null,"body_preview":"you can still play switch and pc games without flipping it","author":"@fireworkstarter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"64506eac-0d16-4e5a-814c-5b97d98872e1","source":"youtube","source_id":"UgzJKtS4iAFisFC4HYV4AaABAg","content_type":"comment","title":null,"body_preview":"\"Okay, ÌÌM convinced\"\nEdit: \"Is this rock valuable?\" Ahh voice","author":"@TyTeam1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"f1fc4725-86fe-4b2d-812d-a6d88645f9f5","source":"youtube","source_id":"UgyuxhCxLzwzMcAzu_R4AaABAg","content_type":"comment","title":null,"body_preview":"I was thinking about buying it, but if it doesn’t work on Xbox and PS5, sorry but I could buy it for mobile and PC in the future","author":"@صبا-ذ8ق","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"8af5a4a3-72f7-4123-b142-02d2290fa675","source":"youtube","source_id":"UgzxR-WL46KkANdFnzN4AaABAg","content_type":"comment","title":null,"body_preview":"soits an average controller but only works with pc and switch?","author":"@arcade_frog","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"b38bdeef-59c1-4866-991a-e90e4ba5ff72","source":"youtube","source_id":"Ugz9va0ETSmZnFkcVkV4AaABAg","content_type":"comment","title":null,"body_preview":"That giant hole in the right side is gonna get filled with so much dust and pet hair over time","author":"@ZyphrusAeon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"d966d1e5-bac3-497a-b619-4dfe499d1efe","source":"youtube","source_id":"Ugy9wjoOELrnEAsZIy14AaABAg","content_type":"comment","title":null,"body_preview":"Bro it is NOT cheap. The controller is $90 and by “sale” they mean $60","author":"@katbiremanlive","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"8089a733-bd94-4db1-a930-160c2ad47fe0","source":"youtube","source_id":"Ugw4fPI8iIPMDjTEypR4AaABAg","content_type":"comment","title":null,"body_preview":"That is actually pretty sick. You've sold me on it. Shame you can't connect it to xbox as a \"wired controller\" using a usb dongle though. One cool thing you didn't point out that I am seeing in the li","author":"@BLOODY__FATALITY","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"e6f14e4d-49fb-4fd8-a3cb-8b3cfdcf13e0","source":"youtube","source_id":"Ugy4BDVRtDgaFN2pzNp4AaABAg","content_type":"comment","title":null,"body_preview":"\"Can I quit my job if I find this rock?\" ahh yapper","author":"@SGMjudgement","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"0c0900ff-f2eb-49f8-b286-0d21b287b550","source":"youtube","source_id":"Xz1nTPNYHOw","content_type":"post","title":"The Nyxi Imperial Controller has so many features #nyxi #controller #gaming #techtok #nyxiimperial","body_preview":"The Nyxi Imperial Controller has so many features #nyxi #controller #gaming #techtok #nyxiimperial","author":"iGageit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Xz1nTPNYHOw"},{"id":"a55c46c2-6794-45ca-9b83-d0b4253b8079","source":"youtube","source_id":"UgxiVlRjoyxrRiv5APd4AaABAg","content_type":"comment","title":null,"body_preview":"People use pounds my goodness no one cares about grams","author":"@Yaboy2.0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"6b23f62f-2020-4c0f-a8ba-3556064d1e34","source":"youtube","source_id":"UgyqOF_dodrEMtmSOcV4AaABAg","content_type":"comment","title":null,"body_preview":"Technically if you had a very big magnet and made it out of a heavy metal it would be the heaviest one","author":"@Rocagriss","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"26c266db-2c96-4629-aaa7-38287a5d4c9b","source":"youtube","source_id":"UgznPAZXxAuWV48AQ6Z4AaABAg","content_type":"comment","title":null,"body_preview":"And then when you're trying to turn your aim its like turning a pirate ship","author":"@malingpangsit2958","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"36655a2c-c8ad-4543-aaa7-c827f60a5ce3","source":"youtube","source_id":"Ugxdd_wmZqh1P5Yht_Z4AaABAg","content_type":"comment","title":null,"body_preview":"Use tungstène to build the mouse  😂 it will be funny","author":"@SpecctreFen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"cfb27182-5a09-4a48-9cdc-e5b21d27dd1d","source":"youtube","source_id":"Ugx_qf8o-UovQJ28V254AaABAg","content_type":"comment","title":null,"body_preview":"make a one out of titaum with a tungsten outside and the internals are gold","author":"@Liam-k5s5r","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"4e316620-6967-4745-ae26-8e3230457939","source":"youtube","source_id":"UgyK-bmODE314t1Zgb14AaABAg","content_type":"comment","title":null,"body_preview":"So last week I was watching YouTube when I came across a YouTuber named Dashing, who built a gaming mouse out of literal concrete weighing over 400 g. What if we made one over 1,000 g? Well my friends","author":"@tubers93-k9x","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"e72487d8-073f-48bf-9f24-47a10d815c47","source":"youtube","source_id":"Ugxn1u5AhbSHukXPAY54AaABAg","content_type":"comment","title":null,"body_preview":"what's the point of making a YT short asking for one like to start making a heavy mice if you will do it anyway? just post a vid making it bro","author":"@Rubi_msfXD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"3e69644c-95c6-4347-92ce-f3c7124caaf3","source":"youtube","source_id":"UgxpjWu30o0GWb00my54AaABAg","content_type":"comment","title":null,"body_preview":"I cannot let this slide... I’d like to see you try :)))\n\n- Dashing","author":"@dash-mc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=A7D6yDbvd_Q"},{"id":"bfc30977-30e0-4414-9d93-4d45668ca717","source":"youtube","source_id":"Ugwtv9jtqLY2R6srn1V4AaABAg","content_type":"comment","title":null,"body_preview":"I’m SO glad I saw this short bc this was the first I’d heard of it and literally the next day one of my classmates sent it to the class gc","author":"@Saturns_Sage","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"586f4a72-cc8c-4269-8d69-e1cd40fbb67d","source":"youtube","source_id":"UgyhUUMTF68PvegEJ3V4AaABAg","content_type":"comment","title":null,"body_preview":"IPhones can definitely get viruses pretty much any device can get a virus.","author":"@TheOxycodoneCat","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"1fc9654e-7a6f-4868-b07b-8bc6a0c0a424","source":"youtube","source_id":"UgyqRMnmx_rI7tfBqeR4AaABAg","content_type":"comment","title":null,"body_preview":"iPhones absolutely can get viruses. Basically anything that can run software that isn't built into the device on assembly can get viruses. I'm sure IOS has good security that makes it harder for iPhon","author":"@Mj-ez7vy","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"047c5959-f211-46db-8bd7-5d4e35e10893","source":"youtube","source_id":"UgxVWyoBHGtJoDIeITB4AaABAg","content_type":"comment","title":null,"body_preview":"Why are shortcuts able to be shared in the first place?","author":"@littlebigcomrade","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal 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virus","author":"@BeginningTry3200","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"70abdb15-c9e7-4194-8c79-d5ec138b457a","source":"youtube","source_id":"Ugx9rKTP016MwjCQ97t4AaABAg","content_type":"comment","title":null,"body_preview":"While it doesn't modify \"secure code\", it's still code that is designed to make computer hardware behave in a manner not intended by the manufacturer, owner or user, so it still potentially carries he","author":"@specialopsdave","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"37bbfccb-7baf-4154-bcb2-1b71b3dba17e","source":"youtube","source_id":"Ugx29FgJkJhzZW0v3XN4AaABAg","content_type":"comment","title":null,"body_preview":"Moo translated to where in english(youtube comments)😂","author":"@Happiness_Incorporated","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"2662fc87-0ce8-485f-92e1-5d3d6820c078","source":"youtube","source_id":"UgxPa-i0GYS6naN7p4J4AaABAg","content_type":"comment","title":null,"body_preview":"Never been more glad to have a Samsung and never pressing links😭","author":"@brendocairn5481","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"2d09a5f3-58dd-4866-a46f-993a396d5192","source":"youtube","source_id":"Ugx1_TsZQW6Zk3Gf2D14AaABAg","content_type":"comment","title":null,"body_preview":"Whoever told you iPhones cant get virus is smoking crack","author":"@curtisbrown547","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"0bbf81ec-cc2f-4029-bd43-cb0aef94a146","source":"youtube","source_id":"UgzlB8eLf80pABf4wSZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"iPhones can't really get viruses\" holy propoganda","author":"@wellsilver3972","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"b445a258-b3ba-4b8b-ab11-69963e1525d9","source":"youtube","source_id":"Ugw-yflTqlklEXJf33Z4AaABAg","content_type":"comment","title":null,"body_preview":"IPhones can get viruses as every hardware can its just apple is very secrative about their stuff so its harder to code one for IOS than android. I'm still a google gobbler.","author":"@BridePat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"18a6721a-8c79-4cd6-8b5e-bfdce805b666","source":"youtube","source_id":"UgwgotEdKdIjmyAippR4AaABAg","content_type":"comment","title":null,"body_preview":"A harmless prank in the big 26?? That’s amazing news!","author":"@GordonRamsUOffocial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"d53a7b7a-8298-40a8-86ff-adc7670b02ce","source":"youtube","source_id":"UgwZc6lZ3nEH_72l61t4AaABAg","content_type":"comment","title":null,"body_preview":"People are walking into app stores while their phones are mooing \n\nWithout context is funny 💀","author":"@YoshiFan115","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"d25f615f-e9b0-4379-a31f-352e941a0344","source":"youtube","source_id":"Ugxogmsdork-UzuUUzx4AaABAg","content_type":"comment","title":null,"body_preview":"My friend gave me this virus before bro it was so bad🥹 I got rid of it tho all it does is turn on random things in settings to look like u got hacked💔","author":"@LaceyJaciCl0vers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"4a0793f8-904e-45d6-ab61-041461857d10","source":"youtube","source_id":"UgybeuJcPKpD703GzWZ4AaABAg","content_type":"comment","title":null,"body_preview":"My friend tried to give me it but I already knew what it was so I just played along for a while until I told him I knew the whole time, the look on his face was hilarious","author":"@TitanicPS44","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"59fd3f20-6d01-4307-85cd-a86a48e286b3","source":"youtube","source_id":"UgyLR_bbh1wZQc5QiAN4AaABAg","content_type":"comment","title":null,"body_preview":"Mob games yesterday\nWhy\nIdk if my '2nd hand iPad 5th gen is real now\n\nIs apple divided how'd id not know that\n\nIs this comment weird or what anything (creator/anyone who presses on newest how'd( if th","author":"@CronmerXymar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"4633e326-3a03-4d38-bb6c-b98265e34217","source":"youtube","source_id":"UgxOWf-czi1rueBDQAF4AaABAg","content_type":"comment","title":null,"body_preview":"i wonder how did the people get that icloud if they also have a iphone","author":"@fatal_error-404-t6l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"6b3f4202-800f-4ce7-bedf-5e055ff7d5a4","source":"youtube","source_id":"Ugx7MB_tDYqhXbaG_Sh4AaABAg","content_type":"comment","title":null,"body_preview":"TEACH US THE ANCIENT JOHN CASTERLINE FIGHTING TECHNIQUE","author":"@daniyalaishafilms3356","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"f0dc0646-3f9d-47cd-8bcd-43f058fb825f","source":"youtube","source_id":"UgzNtsx6BHjhyUkMFz94AaABAg","content_type":"comment","title":null,"body_preview":"There’s actually a new one called the super Mario virus. It’s basically like the moo virus except it plays nonstop super Mario noises instead of moo noises 😭🙏","author":"@SuperMarvinParodiess","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=kWcnwU_gnks"},{"id":"7540493d-e935-4ee3-b046-07a72f708019","source":"youtube","source_id":"UgwgnhVlZfw74LTHbDV4AaABAg","content_type":"comment","title":null,"body_preview":"They legit bro. Congrats on possession of stolen property","author":"@OKCGFAMILY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"8e0e93d9-c07f-4a9f-81d7-c2adf9b2458c","source":"youtube","source_id":"UgxllKB5RNSK8eg4mCp4AaABAg","content_type":"comment","title":null,"body_preview":"Often the compznies tell you they are knock offs.....funny thing is they might be the stuff that had the tiniest damage and are real and was destined to be destroyed but wasn't.","author":"@appletile2887","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"01587ce3-9550-42f7-9597-0b2df01126d4","source":"youtube","source_id":"UgzByHiqbWmG5tRPtBZ4AaABAg","content_type":"comment","title":null,"body_preview":"Nigga they’re stolen. That’s what this street rats do. They commit crimes so they can further commit crime","author":"@seventeenshaun6424","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"10c92cdc-9075-43b3-a0e5-8212a5a39fa2","source":"youtube","source_id":"Ugy8dP85WCra9yauiTt4AaABAg","content_type":"comment","title":null,"body_preview":"Does Apple still wrap their boxes in plastic cellophane?","author":"@EmielvanderVelden","classification":"ai_generated","confidence":0.55,"indicators":["missing_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"f35b0ae8-d3e1-45f9-a626-997f9a518ba2","source":"youtube","source_id":"UgzNvCbsA9Klwvw_d7R4AaABAg","content_type":"comment","title":null,"body_preview":"buddys talking like he knows his shit when he's getting everything wrong lmfao","author":"@rxtriva","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"d5739e55-d022-4547-ba6a-f69fcae979c1","source":"youtube","source_id":"Ugz64AK58dMKBN2gUPV4AaABAg","content_type":"comment","title":null,"body_preview":"When the real thing is overpriced Chinesium it’s easy to knock off and sell for what it’s worth.","author":"@jasonehredt968","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"f3bef89d-b5ea-4260-8bb5-2a70dbf2cdf9","source":"youtube","source_id":"UgwS5Q7xF67houWs7Rt4AaABAg","content_type":"comment","title":null,"body_preview":"Same shit apple is selling you, but for less money. Apparently this breaks apple users brains.","author":"@S0K0N0MI","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"56a2def1-8962-494c-ad02-06809b455d32","source":"youtube","source_id":"UgxGNXt5wgBiaZnTXRN4AaABAg","content_type":"comment","title":null,"body_preview":"Even if it's stolen you can probably make a knock off version with some cheap tech to copy it anyways","author":"@starrycutey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"0e78b40b-97a1-4e50-bc85-670f0f7c18ed","source":"youtube","source_id":"UgxZ9hmKWb8AUMND3GV4AaABAg","content_type":"comment","title":null,"body_preview":"Wtg!! You just bought stolen items, and became part of the problem!!! 😔😔😔 \nAll for clicks and views!!! Dumb ass!!!!","author":"@jessiebaatz236","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"426561ec-7dcd-4a56-9c05-c18e363b2b73","source":"youtube","source_id":"UgzHsRaQsFKtBT7eI4d4AaABAg","content_type":"comment","title":null,"body_preview":"Bro's hating on these products like he's Apple's CEO 💀","author":"@unknown2533","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"19307896-4a33-4d4e-b501-def8f3c53fb3","source":"youtube","source_id":"Ugw68t4KhcXRSEyq34N4AaABAg","content_type":"comment","title":null,"body_preview":"I think the real scammers are the corporations that sells them for 10x the price.","author":"@Mr.Archer101","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"630806b7-9882-4a22-b5bd-04b1127f84f2","source":"youtube","source_id":"UgyAirlqT0lifAVC-1B4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not cuz it’s stolen I saw some in Paris and Spain. They do not steal it but they do not have the right to sell it in public like that that’s why they hide jt.","author":"@Someone-8032","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"60737acb-2ae5-4730-95e8-156cf2e4f4b6","source":"youtube","source_id":"Ugy0Kv0Y53lywn8IPTt4AaABAg","content_type":"comment","title":null,"body_preview":"Of course they are selling valid tech products, if it was bunk trash the block would get scary.","author":"@hbwi73jnctrwoo7r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"2f9dbea4-ca91-42c4-a1a7-520fef4d1392","source":"youtube","source_id":"UgzqANyDiH47cxnr76B4AaABAg","content_type":"comment","title":null,"body_preview":"Apple products don’t come in plastic. I got scammed like this by someone on Facebook market place and learned a lesson.","author":"@bingisnow","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"4ddb0290-7023-4a80-a0c9-f071f7caa9c1","source":"youtube","source_id":"UgyUpW2d7u_xsAymD8l4AaABAg","content_type":"comment","title":null,"body_preview":"i think they stole the devices then made their own packaging to make them seem newer than they are? because the airpods seem very real to me. i am no expert though. but knowing most scammers. they lie","author":"@Efoxative","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","hedging_and_uncertainty","speculation_and_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IINQKzdWwhE"},{"id":"d7af101e-53da-4ad5-a522-a9d2251f723d","source":"youtube","source_id":"Ugx3MlmcXdAOr6Uj_CZ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't have a iPhone but I love my dad soooooooooo oooooooooooooooooooooooooo much and my mom soooooooooo oooooooooooooooooooooooooo oooooooooooooooooooooooooo much❤❤❤❤❤❤❤","author":"@ZanderBerthelot-h1j","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dG01xkf6PUA"},{"id":"2173292a-4585-47d1-82b1-adf304919425","source":"youtube","source_id":"UgyMPp9ShOW_Usvi2sd4AaABAg","content_type":"comment","title":null,"body_preview":"❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉😊😊","author":"@LajgutMelisza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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policy","author":"@Woodspile","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"36add0f8-4b27-4243-88ea-32fc31fca2dc","source":"youtube","source_id":"UgyexJmnlhiUZIpaQuJ4AaABAg","content_type":"comment","title":null,"body_preview":"What if they used a camera and a screen to see for driving?","author":"@audiophyll","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"ca02bee0-78de-419a-a538-8349fd8272b7","source":"youtube","source_id":"UgxvHalCUaCcfx9toBR4AaABAg","content_type":"comment","title":null,"body_preview":"Even if they actually worked, I'd rather buy a new windscreen than pay a scammer <3 My insurance gives me 1 windscreen every 12 months anyway :D","author":"@Muffin_Masher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"e48f29f4-3276-4476-8690-5ebae3a3b9eb","source":"youtube","source_id":"UgwRYah_NS-XAk8vX4t4AaABAg","content_type":"comment","title":null,"body_preview":"I mean if I'm really determined, I could just stick my head out the window to see.","author":"@kishin901","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"eae8d3ae-6696-477a-b423-ec7e788ad358","source":"youtube","source_id":"Ugz0pFvd1DtDYXwSG_p4AaABAg","content_type":"comment","title":null,"body_preview":"Am I missing something, or are these cops most likely writing a ticket with the car's license plate and the ID number of the windshield device?  This is the second video on the student hacks for remov","author":"@GibbonInAmerica","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","human_indicators_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"ae350fe4-4276-435b-91be-15131a0c3519","source":"youtube","source_id":"UgyzEMyjb874jZ3SVsR4AaABAg","content_type":"comment","title":null,"body_preview":"Guitar string works great for removing those or just pull the freaking battery and the vacuum pump no longer works to maintain the suction. Easier than a boot.","author":"@f.catfracassofracasso404","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"58e966f2-87fa-4074-9762-c72128f60809","source":"youtube","source_id":"Ugw7IXxtX6KA-FzPfVJ4AaABAg","content_type":"comment","title":null,"body_preview":"Oh, I say the f***. You can remove the front window until drive around. Stop the talking that illegal. The court said, no, it acting no law of federal law again and not having a front window.Because t","author":"@yugioh2091","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"a73fdc2a-a260-45f5-a883-9c49488735ac","source":"youtube","source_id":"Ugz9HZX1Ys1-5txE-Y94AaABAg","content_type":"comment","title":null,"body_preview":"Assuming you parked legally, I'd have a sign in my window/windshield that says \"any devices placed on or attached to this vehicle that are designed to inhibit normal, legal, and safe operation will be","author":"@ChiceJigle","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"3c95332d-9b8e-4ca6-a04a-ccc7b1baab69","source":"youtube","source_id":"UgxjjVnFjHVQH_rcBdh4AaABAg","content_type":"comment","title":null,"body_preview":"In British Columbia, they did a thing called photo. Radar meaning when you were speeding by the vehicle parked on the side of the road. It would take a picture and send you a ticket. So what thieves s","author":"@AllanAvery-j4d7x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"a5caa86c-8eb8-49d7-aff1-8ea9c9c9219b","source":"youtube","source_id":"UgzOWjvsLpRHaoPeZE54AaABAg","content_type":"comment","title":null,"body_preview":"Its not like it matter there giving you a ticket because have license plate and vin then going to charge you for destruction of government property or just property charge as well.... believe its all ","author":"@joeymason4617","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"834ee889-6d4d-43cd-bbdd-5e2783fc8112","source":"youtube","source_id":"UgzY3oGT5cQqov7zrSp4AaABAg","content_type":"comment","title":null,"body_preview":"I love every one of you. I'm proud of you. And I'm so proud of your parents that made you. You are angels without wings and heroes without capes. Bravo bravo bravo 👏🏻 BraVO encore encore encore. Keep ","author":"@MzClementine","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"e98b05f3-4baa-4e89-b83c-9e1e20a6d3b0","source":"youtube","source_id":"UgwHptiP6q594Bv_rm54AaABAg","content_type":"comment","title":null,"body_preview":"I Vegas, they put these on ppl who park like assholes. Like the guy thinks a Lotus is special and takes up 2 spaces","author":"@Menuki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"7d54b6ef-2359-4b5b-8c69-5aadc5ed6c97","source":"youtube","source_id":"UgwuMzGOvjjt5YZlVNx4AaABAg","content_type":"comment","title":null,"body_preview":"why would you interfere in police enforcement of traffic violations?","author":"@Wagwag42501","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mWMkR_fwNTk"},{"id":"0fa8d9d6-ee50-42c1-b99b-f4b0d969acb4","source":"youtube","source_id":"UgytETPd0TT4ibNo9aV4AaABAg","content_type":"comment","title":null,"body_preview":"I got the same LG 5k monitor for 2 thousand. 890 is crazy, good things happen to good people. 👍🏻","author":"@TheOGDudz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"2452e099-b122-4ad5-bb2e-71132adae527","source":"youtube","source_id":"UgyH_p4xPs-KiwtomFF4AaABAg","content_type":"comment","title":null,"body_preview":"Whats the guy instagram so i can follow for the kindness","author":"@JosueLopez-l6x","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"3f5936cb-d08f-470b-a2fe-748dee91e8ca","source":"youtube","source_id":"UgyQ-yF2XkplZ1iw20x4AaABAg","content_type":"comment","title":null,"body_preview":"A stranger calling you brother over and over, yeahh..He's your brother.This is rare nowadays.","author":"@yaszy77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"eb443fff-2040-42a9-b3da-c02d532b8f9d","source":"youtube","source_id":"UgwoJJBzTloCKYAQKAl4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine how much money he lost trading crypto on that thing","author":"@wesleyt4109","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"f8658899-e75e-480b-9cfb-32ab3f0a4253","source":"youtube","source_id":"UgzZdpqCpfr7rZ1EpO54AaABAg","content_type":"comment","title":null,"body_preview":"Drove an hour to pawn his game setup??? Boyy they paying top dollar fr lol been in his shoes a few times hope your situation gets better my fellow tortá 🙏🏼 and may you continue gaming soon","author":"@bondjames3146","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"56190e76-22e5-4334-8c0a-d983069255e4","source":"youtube","source_id":"Ugza5sT40O7zeILYHzV4AaABAg","content_type":"comment","title":null,"body_preview":"How the hell does a monitor get dings on it. 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Bet ya I know the answerrrrrrr","author":"@FootballJones555","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"8f1216fc-8a8e-451d-9c2a-8450b65f1408","source":"youtube","source_id":"UgxlNHZpx2mPGyObrlF4AaABAg","content_type":"comment","title":null,"body_preview":"Why was there a Minecraft door opening and closing 😂","author":"@amiigaf4476","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"06b1b2e6-aa26-4737-ab65-216a094a7b09","source":"youtube","source_id":"UgxGGK60Xf8bEI86VmN4AaABAg","content_type":"comment","title":null,"body_preview":"What should I study to get this guys knowledge on electronics? To repair all sorts of devices from PlayStations to phones","author":"@ipomoeacorymbosa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"61d2f563-d676-4e2b-95ac-330672de444f","source":"youtube","source_id":"UgzFjL0P552KLtlEInB4AaABAg","content_type":"comment","title":null,"body_preview":"Can we check on this guy, he's giving away all his stuff. I love him for that but sometimes that's a cry for help 🥹","author":"@sdwdification","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"38fdced6-6c45-4616-ac05-80dcdee52c0c","source":"youtube","source_id":"O0SqVX1sP-I","content_type":"post","title":"BUYING CURVED MONITOR FOR PERSONAL SETUP!!! #brokenfix #problemfix #smartphone #screenbreak","body_preview":"BUYING CURVED MONITOR FOR PERSONAL SETUP!!! #brokenfix #problemfix #smartphone #screenbreak","author":"Digital Doctor ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=O0SqVX1sP-I"},{"id":"c4ff4c7b-61e9-4b45-bbe4-038c4a95eed7","source":"youtube","source_id":"UgwfYOw8CL9iI4SONUB4AaABAg","content_type":"comment","title":null,"body_preview":"How much does apple have to abuse its customers for them to finally switch to something better. Jesus. At this point, I think apple users are masochists","author":"@kiteeklaws","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"3961c990-bb1e-470e-98f4-be171e31dc51","source":"youtube","source_id":"UgzBdcklrtKbt1xZVIJ4AaABAg","content_type":"comment","title":null,"body_preview":"and that kids is one of the many reasons why i never have and never will own an apple product","author":"@shelletemisfit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"1f45908a-5b93-4aa9-bcc2-fc5ec0304792","source":"youtube","source_id":"Ugz58pq-H3xX2LIS2Qd4AaABAg","content_type":"comment","title":null,"body_preview":"Never been so happy so have always been against apple devices","author":"@Ethral1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"de6e892b-0706-4081-94c2-78538828c6bc","source":"youtube","source_id":"UgzV-6nPQi9mmnRI83x4AaABAg","content_type":"comment","title":null,"body_preview":"All those people who bash non-Apple users.  Everything sucks and have their setbacks... but it always seemed hands were bound earlier with Apple.  Last time I wanted an Apple product were those colore","author":"@SabrinaRina","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"78c62d04-17a1-4f88-b59a-439f91bb4d1b","source":"youtube","source_id":"UgwUj_R1TeI1x7xwQ0d4AaABAg","content_type":"comment","title":null,"body_preview":"It’s just shopping shiz too, a complete waste of water and space","author":"@SleepyAngel93","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"52e9a055-eda1-4749-9d79-63d1105002e6","source":"youtube","source_id":"UgyuZzjgTxqqLB5eKYN4AaABAg","content_type":"comment","title":null,"body_preview":"Apple losers already throw $$ away. This won't matter to people who buy iPhones. It'll just be more 30% debt","author":"@jgb_fan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"160e8c38-2c63-40c4-ab40-ef42b58db544","source":"youtube","source_id":"UgxD-EP73vNTiDY_DZF4AaABAg","content_type":"comment","title":null,"body_preview":"I’m going to install landline and read more books.","author":"@goodtroublemaker143","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"a318ebf0-08b5-4d50-a835-95a686873364","source":"youtube","source_id":"UgzWXPkzUDnXgsVSC8d4AaABAg","content_type":"comment","title":null,"body_preview":"It feels like you're making a great argument for Linux... 😮","author":"@petercoffey9218","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"8576b8f2-79a0-469b-b842-25c8b5852da6","source":"youtube","source_id":"UgwLPKQ_YgdkQ3hGjAh4AaABAg","content_type":"comment","title":null,"body_preview":"I was about to buy an iPad then the price went up. Decided I no longer needed it. I was fine paying 299. Not 500","author":"@lunawolfking1340","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"a1ff6620-4a30-4f07-9b0d-49118cddb92a","source":"youtube","source_id":"Ugw1NIyXvCpnAtSKvyl4AaABAg","content_type":"comment","title":null,"body_preview":"Oh my god GTA Online predicted this. Predicted AI being used to drive fuel prices up. Its also set in California. Damn Rockstar.","author":"@JayWhetton1222","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"ccbd24fb-994a-4cb9-aefe-803018cc66cc","source":"youtube","source_id":"UgzrO1ncDc0QFPQQTs94AaABAg","content_type":"comment","title":null,"body_preview":"One day we're gonna be living in the watch dogs universe istg","author":"@Sylkx1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"6b49e38d-7d54-40ee-b8c6-e125ee04cc32","source":"youtube","source_id":"UgyUgq8SBDLrz8nYkep4AaABAg","content_type":"comment","title":null,"body_preview":"Apple has to do this, just because of investors. So sad.","author":"@bigblackbadger1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"445299db-62f6-4ba9-8a0c-f8034f0e0466","source":"youtube","source_id":"UgyESXO8tutejx_A6rp4AaABAg","content_type":"comment","title":null,"body_preview":"This is not really accurate.  Apple buys a significant amount of DRAM chips from Samsung semiconductor (different from Samsung mobile, keep in mind).  When their last contract was up, they had to rene","author":"@5urg3x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"7243c881-d783-4bfb-8b63-fe4d857e3c8f","source":"youtube","source_id":"UgxHIeK5QmTYOzBzk6l4AaABAg","content_type":"comment","title":null,"body_preview":"Uh, anybody who gives money to apple deserves this.","author":"@evaderoom","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"7048e0e6-5cc6-44e1-93a3-fb779146ce9b","source":"youtube","source_id":"UgziVOFusJ_yjIXpHQJ4AaABAg","content_type":"comment","title":null,"body_preview":"literally the reason i won’t update my phone past ios 17","author":"@evelinamikealson3576","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"7e183667-360b-4c88-80e1-5b0f863528ef","source":"youtube","source_id":"UgwRuzY_KU_VcwYEvKN4AaABAg","content_type":"comment","title":null,"body_preview":"Good news: the AI bubble has already started seeing market corrections! The AI bubble is propped up by investors believing they'll see returns on their investments, and the only two ways that'll ever ","author":"@LoadedBaconSandwich","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"d85c1dc1-090d-494d-b79d-48b5d95d30db","source":"youtube","source_id":"Ugy0W30EFhD7KJICByd4AaABAg","content_type":"comment","title":null,"body_preview":"\"We PrOmIsE tRiCkLe DoWn EcOnOmIcS wIlL hElP tHe LoWeR iNcOmE pEoPlE\" also I thought investors took the hit not the consumers, looks like we really are just walking things of money to them","author":"@dragon89071","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"b947b8d6-e8ab-4f97-a43a-b41d865d9f72","source":"youtube","source_id":"UgxghoYV48naMKDFoHJ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't want AI to disappear. I want it to be regulated to only being used as a tool.","author":"@Dust85","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"da4fec78-fbb3-4ff8-8963-1fe670fae1f6","source":"youtube","source_id":"UgwfhLrW214WuJJSBpt4AaABAg","content_type":"comment","title":null,"body_preview":"This is why I never considered Apple as a source for my communication. Apple never made sense to me. Best wishes to Apple anyway.","author":"@randolphnitz4427","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"634df3a0-8693-4159-af3d-927e0acb60a9","source":"youtube","source_id":"Ugyzwkrdz9XTKj0L5KF4AaABAg","content_type":"comment","title":null,"body_preview":"For one of the journalists I respect the most, the framing of this video is a bit incorrect and unethical in the names of internet clicks and blind parroting. So much for journalistic standards","author":"@Senortexas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"de0ccced-01b8-4acb-b8ac-98aaf1e852a0","source":"youtube","source_id":"Ugz1glnFIxK7HW_LzeB4AaABAg","content_type":"comment","title":null,"body_preview":"Correct me if I'm wrong, but isn't capitalism supposed to make it so bad ideas the public don't want vanish? Like, if I don't want something, I don't pay for it, and it disappears? Why are we being fo","author":"@allegedlyfalse6779","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"799547a7-ebb5-443a-b43a-a4188e10d97c","source":"youtube","source_id":"UgzFR1X-KXMAacL7dfB4AaABAg","content_type":"comment","title":null,"body_preview":"I wrote a paper using a dictionary today and of thesaurus made a paper. Smell amazing","author":"@DenverSparky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","unusual_phrasing"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"fc205630-1d9a-4c4e-bae9-c84389fee836","source":"youtube","source_id":"UgxdVNLVbjPGw22xadF4AaABAg","content_type":"comment","title":null,"body_preview":"The companies made there choices I’m sorry that the people in charge didn’t understand the cost and now shareholders are asking why they’re payouts haven’t been as high so the all agreed to raise pric","author":"@eisenbergjj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"b02988e4-d083-4da4-9275-ba408a24e785","source":"youtube","source_id":"Jrh0VjSsQnA","content_type":"post","title":"Apple is passing the cost of AI onto its customers","body_preview":"Apple is passing the cost of “Apple Intelligence” onto its customers.\n\nApple last Thursday announced an increase in prices for Macs and iPads, citing a memory chip shortage brought on by the artificia","author":"Dave Jorgenson","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","contextual_attribution"],"bot_score":0.1894448397387855,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Jrh0VjSsQnA"},{"id":"3a0275a6-7fbf-45d8-9f6b-0674bc3d4981","source":"youtube","source_id":"Ugycxi0-T_leaaZXEaF4AaABAg","content_type":"comment","title":null,"body_preview":"แตะคลิปค้างไว้เพื่อปักหมุด ระบบจะลบคลิปที่เลิกปักหมุดหลังจากผ่านไป 1 ชั่วโมง","author":"@BnnSiam-o2g","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"d698f7c7-d49d-4273-abd2-45213bcc0661","source":"youtube","source_id":"UgwB3fuGz_p6PWp5w2t4AaABAg","content_type":"comment","title":null,"body_preview":"I just love how the pc just broke like nothings their like why","author":"@SamuelAcosta-i9y6f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"463d0581-7838-481e-bdfe-3cfaf46931bd","source":"youtube","source_id":"UgzaZF10d6PP_cjFEYJ4AaABAg","content_type":"comment","title":null,"body_preview":"Это какой то максимально завышенный уровень криворукости","author":"@loveretro-game5149","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"7b7e4eb5-b5fa-4276-86b3-5aae7e4d32f3","source":"youtube","source_id":"Ugx89BaL5fYuB2fB7DR4AaABAg","content_type":"comment","title":null,"body_preview":"For number 2, aren’t amd cpus pins on the cpu itself. And intel has the pins on the motherboard?","author":"@MMundee1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"0a223881-7904-481d-a263-f16af986c34a","source":"youtube","source_id":"Ugx5fGyg5i6tYs_MBfR4AaABAg","content_type":"comment","title":null,"body_preview":"Rhis is why you should use two hands not one hand Holding phone","author":"@burakbulut1624","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"81eee13f-85df-4be5-af5b-f22b5ead6b89","source":"youtube","source_id":"UgxX48h9Pa7sGF8WxpZ4AaABAg","content_type":"comment","title":null,"body_preview":"Стекло бракованные скорее всего. Я своим стеклом орехи Колю и ему норм.","author":"@Don_Vados","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"cdb6bdec-9bcd-4cd2-9e4e-57c759525b87","source":"youtube","source_id":"UgzagWHUvPZXlLG1rsh4AaABAg","content_type":"comment","title":null,"body_preview":"That screen protector isnt a protector \nActually it is a glass sheet something like that w\nAnd without it you will see a white light on the tv","author":"@Alaa3229","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"3386a122-2334-42ca-a19a-be0adb4d4290","source":"youtube","source_id":"UgwYKL_ugQnmGRcMQCN4AaABAg","content_type":"comment","title":null,"body_preview":"Not everyone has the brains to turn on the computer and warm up the processor a little before dragging the cooler.","author":"@watcher4131","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"9ce54f0e-460c-4fad-a4f3-730f441853b5","source":"youtube","source_id":"Ugy3H0XHqz2SUuysfrJ4AaABAg","content_type":"comment","title":null,"body_preview":"Всегда берите всё что больше вашей руки, в обе руки. При сборке пк. Тут очень много маленьких компонентов которые легко повредить.\nНо всё на самом деле просто, если соблюдать технику безопасности.","author":"@ИльяЛ-г1г","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=qIUVUsSMtfU"},{"id":"8ddbdaaf-2f24-42d5-9e03-0b673f073c8b","source":"youtube","source_id":"Ugxnn5eP-ldiVfqYhnF4AaABAg","content_type":"comment","title":null,"body_preview":"The cracked glass looked like you could still use it","author":"@tonyahorn956","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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strength of Nokia and modern usability like IPhone.Go buy a Honor,or a Samsung phone","author":"@blackcar9420","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"e3850d52-3636-44ab-bb6e-1d1c241bc304","source":"youtube","source_id":"UgzRj7lMp8_CmBRzuhB4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah at least try uploading this video on that Nokia","author":"@TitansCitadel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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mierda","author":"@CarimarArtiles","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"5e87692c-6016-4839-a953-4d90b0040ace","source":"youtube","source_id":"Ugz6YQoa81-WOhDGl4t4AaABAg","content_type":"comment","title":null,"body_preview":"Ok this should be clear by now Nokia has like nothing to load iPhone 17 pro max has a bunch of stuff to load so idk why people say it’s faster like we can wait ten seconds and Nokia has no games or re","author":"@EliMarotta-t9m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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things","author":"@ZaynoBrando","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"c1018535-c069-4bf4-95cd-7990cc0b0c55","source":"youtube","source_id":"Ugy9XLPveWWW9rqy_FF4AaABAg","content_type":"comment","title":null,"body_preview":"CAN ANYONE UNDERSTAND THAT ALL OF THAT FAKE NOKIA BRAINROT IS DUMB. THEY THINK THAT IT IS INDESTRUCTIBLE BECAUSE IT IS A SILLY PHONE. AND TO THE KIDS WHO THINK THAT, RATHER DO 67 THAN THAT FAKE NOKIA ","author":"@itz935","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"f461b24f-45f5-4d7e-a2e0-808e5cd5f8be","source":"youtube","source_id":"Ugyf79Op46uOiO8217F4AaABAg","content_type":"comment","title":null,"body_preview":"Bruh i aint falling for ts the animation for the like is different","author":"@Astro_400","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"56143bee-5628-46cb-9f13-dcbf8d1724ab","source":"youtube","source_id":"yqRuQdBLMUA","content_type":"post","title":"🫠⚡NOKIA N80 vs I PHONE 17 PRO MAX SPEED TEST !! 🔥","body_preview":"🫠⚡ ULTIMATE SPEED TEST! ⚡🫠\nThe battle of innovation begins! The powerful Nokia N80 goes head-to-head with the futuristic Iphone 17 Pro Max in an epic flagship speed showdown! ⚔️🔥\n👉 Can the Nokia N80 d","author":"TECH LAKA","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yqRuQdBLMUA"},{"id":"108c0879-7812-4706-8e21-935221179e16","source":"youtube","source_id":"UgyiaPCipOHkW6dggRd4AaABAg","content_type":"comment","title":null,"body_preview":"I have a sony camera from idk what year ima check\n\nEdit: it's from 2010 🥹🥹","author":"@Liyaaahhhhhv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated 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reason","author":"@ZacDoesTech","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-qxvzu3d5Is"},{"id":"f2225875-6341-42cb-b58e-267f3a4b58d7","source":"youtube","source_id":"UgxSE0ejgPqLZG8NWNl4AaABAg","content_type":"comment","title":null,"body_preview":"Where's mine at?\n\n(I commented without realizing the price.)","author":"@poppytart20","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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yall","author":"@justt_brooklynnn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-qxvzu3d5Is"},{"id":"e8678348-ac71-4cec-b676-eb9a827a91cf","source":"youtube","source_id":"UgyycmNZXXJukBdR0q14AaABAg","content_type":"comment","title":null,"body_preview":"STOOPPO I REALLY REALLY WANT ONE DONT PUT IT IN MY FACE LIKE THAT","author":"@k.a.t.e.r.o.o","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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😔","author":"@agirlofmanyfandoms513","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-qxvzu3d5Is"},{"id":"1c3eb9c1-b50a-41b9-a5c5-7ad60e3b9a36","source":"youtube","source_id":"UgxgtkR22Ak7KX7xswZ4AaABAg","content_type":"comment","title":null,"body_preview":"Let me record this camera on my camera so that others can get a camera to put back onto their camera","author":"@qh8079","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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lmao\"","author":"@Chibuendo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=-qxvzu3d5Is"},{"id":"39d6cebc-21a6-4361-b895-5a4af6fa4f45","source":"youtube","source_id":"UgyLywMLvgGtRKwFeSJ4AaABAg","content_type":"comment","title":null,"body_preview":"I bet I stil have one of those in a drawer somewhere with all of the useles cables I have collected over the past two decades. 😅","author":"@kellypeters5379","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal 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Pocket-sized. Simple shooting.\nThe Sony Cyber-shot DSC-T99 is a slim point-and-shoot camera designed for everyday photography with a focus on style and portability. 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Sounds like you were trespassing.","author":"@haywoodjablome9642","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"dc3d905b-806d-4480-92d8-74cd74f65962","source":"youtube","source_id":"UgxjNOZuAZnBOSoWD1B4AaABAg","content_type":"comment","title":null,"body_preview":"I love these strawman arguments. Like winning arguments in the shower","author":"@bggstblkst","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"af27095e-3fa5-4284-8bc5-3428e38bdd95","source":"youtube","source_id":"Ugxns7Z3ZGWMsQJ7AmB4AaABAg","content_type":"comment","title":null,"body_preview":"“That can lower your property value!”\n\nAnd being by a data center doesn’t do so already?","author":"@JadeLwoj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"413f22ae-40f7-4fb3-a5fa-8848313172bf","source":"youtube","source_id":"UgwhxxEV1R1R_x8djQB4AaABAg","content_type":"comment","title":null,"body_preview":"Lower property value without intention of selling is actually good as it means lower property taxes","author":"@thebean-s2e","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"5be8f161-6fbc-41e9-a0bc-d0d89d82f1b4","source":"youtube","source_id":"UgzBvgJW7gjBq1qLV654AaABAg","content_type":"comment","title":null,"body_preview":"The plants need food...and i few perfect bodies for it","author":"@Aki-kh2qe-StreetKidZZZ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"04054eb7-1a4a-44b4-bb30-6629fa95daea","source":"youtube","source_id":"UgywDzeWl6G7vPUk7BN4AaABAg","content_type":"comment","title":null,"body_preview":"Property lines been there 60 years, you've been using it and nobody has noticed and told you to stop? Adverse possession says it's yours.","author":"@paulqueripel3493","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"92f7ac2d-a0a9-4ff1-9b3b-2abd185288df","source":"youtube","source_id":"UgypHz1XiFR17CAibc14AaABAg","content_type":"comment","title":null,"body_preview":"And one week later that make something up that it there land not your then take you to court hoping you can’t pay for a long court battle","author":"@ronalth1336","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"8e34b4c1-febf-494c-a149-6bf4a5976145","source":"youtube","source_id":"Ugy70FrUAOu5J56SdUF4AaABAg","content_type":"comment","title":null,"body_preview":"I fucking hate eminent domain, especially because the judge that set that precedent actually got hit with an eminent domain case but for some reason he didn't lose his land","author":"@yoface2537","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"649d03e9-2493-45a9-9f77-8df1b044011a","source":"youtube","source_id":"UgwnYT_p32uGTxQ7blh4AaABAg","content_type":"comment","title":null,"body_preview":"yeah, umm... land surveyor here.  it ain't the deed that marks the property line.  it's the stakes and rods and pipes and whatnot that are mentioned in the deeds' legal descriptions.  some of which ar","author":"@picard4772","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"5c8cad71-3ab9-4b6a-b629-9001b2b3a73f","source":"youtube","source_id":"UgxrwSCCx3nmTLc2c2h4AaABAg","content_type":"comment","title":null,"body_preview":"They are trying to build a data center next to the Nashville zoo, which is one of the biggest zoo in the US surprisingly. \n\nWhat's the recipe for failed concrete again. 1 pound of sugar per pound of c","author":"@drgxiii","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"b796893c-6ae2-4bf4-a4e2-9e6c464b85b0","source":"youtube","source_id":"Ugy3cyGNZaP3dpPsCoZ4AaABAg","content_type":"comment","title":null,"body_preview":"Aah. Engineers. Ya gotta be at least mildly annoyed at them at all times.","author":"@Ethan783","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"ebce2fd1-30b0-46b3-ad62-9ea7c8e52abb","source":"youtube","source_id":"UgwOqFofcqFh3P6R4GF4AaABAg","content_type":"comment","title":null,"body_preview":"So much abandoned industrial sites where a data center would not be in anybody's way","author":"@harenterberge2632","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"ba1ba651-dbf0-4357-8ef6-e0efd46cfc19","source":"youtube","source_id":"Ugz9KxHyYELslvoUiLp4AaABAg","content_type":"comment","title":null,"body_preview":"If the government wants more data centers, go build them on artificial islands off the coast and leave the farmlands and small towns alone.","author":"@wendigo333","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"05c5dbd6-d2a8-4a83-ab31-220c88de673e","source":"youtube","source_id":"UgxpZypm-k4MHUx1zLJ4AaABAg","content_type":"comment","title":null,"body_preview":"Property value? Well thank God i dont sleep under property vlaue plus less taxes, sounds like a win","author":"@AuraLT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"32bb7cfb-fc4f-441c-9036-505bfb658cc8","source":"youtube","source_id":"UgzBdZ0b_8uy3HI_3kJ4AaABAg","content_type":"comment","title":null,"body_preview":"Its hilarious that you think that's as easy as it is.\n\nYou sweet summer child.","author":"@shaunhedinger6794","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"0fa5b9a0-d5d1-417f-bbe6-96064370145e","source":"youtube","source_id":"UgyWTRP1JCitYMIiM7V4AaABAg","content_type":"comment","title":null,"body_preview":"That's why I have a dead man's switch, where if they kill me, it'll release 420.69 tons of radioactive isopods that'll contaminate the environment for 696,969 years, so they can't even build their dat","author":"@tjpprojects7192","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"f8ee88ec-5cd8-4d17-a71f-f6c7233c1a34","source":"youtube","source_id":"Ugw6jkbHXiYR_zzv9uR4AaABAg","content_type":"comment","title":null,"body_preview":"Property value don't matter if we ain't selling!!!","author":"@Sraelynn8","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"16e2b6d9-8cda-4f13-b1fa-c374c9c22665","source":"youtube","source_id":"UgxTuyqCh4lCtYA6S314AaABAg","content_type":"comment","title":null,"body_preview":"\"I'll go get you a buyout offer\"\n\n\"I'll wipe my ass with it while you're standing there, then hand it back\"","author":"@InvisibleSquids","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"f64b7b93-d4fe-4d41-905b-72d5c741729c","source":"youtube","source_id":"UgyVCRgBfhb1csK4i1B4AaABAg","content_type":"comment","title":null,"body_preview":"Lots of fake accounts stealing my videos 🙄 Tap subscribe to help me out 🙏 Thanks fam","author":"@digitaltaxidermist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=xcLD3R1mnjc"},{"id":"abb966af-2e09-4b71-b0e1-89973c0b20e9","source":"youtube","source_id":"Ugzx9S1FgSjJK1MdCbN4AaABAg","content_type":"comment","title":null,"body_preview":"Mnhggh76\n\n\n\n\n\n\n\n\nU you ok with it for me please I need to do it for me to get abs to you and you are ok using the bathroom to be ok I love to see it for you to come home and take a picture of it for y","author":"@PremitivoAla-g7t","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"fe80cc83-4886-478b-8547-f90c59c3116b","source":"youtube","source_id":"UgxZv7jOUV9mfMlG4Yx4AaABAg","content_type":"comment","title":null,"body_preview":"It’s to real. She shouldn’t even have to ask Alexa to do things if she is the voice of Alexa","author":"@Denae9-wfi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"bf248d63-7d90-4f13-bf77-1957b97f1483","source":"youtube","source_id":"UgxIqUQbe75Lu2SPgM54AaABAg","content_type":"comment","title":null,"body_preview":"We had to change Alexa to Echo because my name is Alexa","author":"@Alexagirly-6rf","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"13465e5f-d48b-4065-912b-e32c3bc60ea7","source":"youtube","source_id":"UgyLNpzOStf0vHev9j94AaABAg","content_type":"comment","title":null,"body_preview":"That \"Real Voice of Alexa\" concept is fascinating, especially","author":"@AIxOverride","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.5102130207431887,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"ab7c7835-fd50-45b5-8419-f7d81ad7bad4","source":"youtube","source_id":"UgwIFMWNZxoINHAqGqB4AaABAg","content_type":"comment","title":null,"body_preview":"I always Scared of Alexa But this girl of Amazon's Alexa She looks nice. TY GIRL of Alexa i not Scared no more","author":"@BigfanofMCR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"150d7670-2fa8-4314-82fe-931aee49a1bc","source":"youtube","source_id":"UgzOkOjQe4P9T9H9Wyd4AaABAg","content_type":"comment","title":null,"body_preview":"She must say this a lot\n\nSorry I don’t know how to help you with that","author":"@masonbeaumont1184","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"d1173c86-d859-44d2-93f0-c9d4849d65d0","source":"youtube","source_id":"fRYSBR85teQ","content_type":"post","title":"The Real Voice of Alexa 😱 #shorts","body_preview":"#viral #funny #shortsfeed \n\n🎬 Credit:(@mikeywiest‬/YT)\n\nEvery video on @epic-methods is fully edited and narrated by me — including the script, voiceover, cuts, subtitles, transitions, and effects — t","author":"Epic methods ","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","contact_information","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=fRYSBR85teQ"},{"id":"bad969d6-e8b5-48af-8550-9d0864d09c23","source":"youtube","source_id":"UgwKkXruAOW_NqNBAWV4AaABAg","content_type":"comment","title":null,"body_preview":"Stuff the phone in a plushie then stuff the plushie in another plushie then stuff that plushie in another plushie and put that plushie in another plushie","author":"@kaboom-rants","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"ffa53538-2b3a-4aa3-98af-f216828976cb","source":"youtube","source_id":"UgwZQO-Od9HMCSfC4k94AaABAg","content_type":"comment","title":null,"body_preview":"ill just put it in a football put rubber in it and close it cause after watching roberto carlos im pretty confidient","author":"@werangakarunarathna947","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"cd5e5a0e-a16c-4103-ab25-f3db24e8844e","source":"youtube","source_id":"Ugwc1b275ek_RQzNCc54AaABAg","content_type":"comment","title":null,"body_preview":"I would put it in a jar of peanut butter. If you know, you know.","author":"@OfficerBricks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"b546e0e0-e80b-4df6-b512-b616f6435501","source":"youtube","source_id":"Ugyhl6bpJtAuBXJ_RUt4AaABAg","content_type":"comment","title":null,"body_preview":"Bro I though the first one was gonna put the water ballon in the freezer to make it solid","author":"@RaderTheGoat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=h1VkvMfbLLQ"},{"id":"13b889c1-2a34-47a0-a658-bc67d50c3029","source":"youtube","source_id":"UgwOjlXPdhlJg1yXd2R4AaABAg","content_type":"comment","title":null,"body_preview":"Wait do they do the spider man sign? 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Stupid nagger","author":"@SomeHaqr-l2x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=NO8qwesGDpU"},{"id":"2778c5f3-c504-4656-a00a-2dd4e0a2f933","source":"youtube","source_id":"UgzevijFj0-1y4jEREp4AaABAg","content_type":"comment","title":null,"body_preview":"It’s not called the joy stick it’s call the Butterfly Plug","author":"@ItsShift","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal 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\n\t1.\t🚽🤳\n\t2.\t🛏️🤳\n\t3.\t🛋️🤳\n\t4.\t🪑🤳\n\t5.\t🚗🤳\n\n👇 Pick one!","author":"@JunaoProPlay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zFpTIALMM4U"},{"id":"2f764f50-d5e6-4a39-9ba1-ff6c0cfa148e","source":"youtube","source_id":"zFpTIALMM4U","content_type":"post","title":"Correct sequence for the Cosmic Orange iPhone 17 Pro Max #shorts #noads","body_preview":"Correct sequence for the Cosmic Orange iPhone 17 Pro Max #shorts #noads","author":"Junão Pro Player","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jul 06 2026 00:00:09 GMT+0000 (Coordinated Universal 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Infra was the champ here.","author":"jmeowmeow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jmeowmeow/116864151720566079"},{"id":"7bb378a8-abf4-488d-b492-42dc55278557","source":"mastodon","source_id":"hachyderm.io:116864167577835849","content_type":"post","title":null,"body_preview":"Actually, the parody of instructions for assembling children's toys is slow paced, but I think actually kind of brilliant, especially as it predates home video. It gets the vibe of the poorly written ","author":"celesteh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3895246350152725,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@celesteh/116864167577835849"},{"id":"6d13a829-26bb-405a-ae36-09882793be52","source":"mastodon","source_id":"hachyderm.io:116864167864531853","content_type":"post","title":null,"body_preview":"boondoggle. n.  wasteful or impractical project or activity often involving graft.\n\n(per Merriam-Webster)\n\nThe Reflecting Pool is not wasteful but definitely impractical. Involves graft it does.\n\nhttp","author":"smurthys","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","original_commentary_around_quotes"],"bot_score":0.4150122402268432,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@smurthys/116864167864531853"},{"id":"c7b9d2b0-383f-4ed4-9c2d-198142e781d7","source":"mastodon","source_id":"hachyderm.io:116864177302803772","content_type":"post","title":null,"body_preview":"Set up one of my SIP phones with the details for #EMFcamp - and it all works!\nThanks @phones ❤️","author":"alisonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal 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I regret nothing.\n\nS/O Walden Pond Books in Oakland, they are so great! :blobheart: \n\n#Bookstodon #Oakland","author":"LisaKalayji","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@LisaKalayji/116863983844129539"},{"id":"039d1803-b148-4ca3-8df5-68466ddf8cf0","source":"mastodon","source_id":"infosec.exchange:116863986856496504","content_type":"post","title":null,"body_preview":"FlowiseAI: RCE in CSV Agent, Authentication Bypassable https://deafnews.it/en/article/flowiseai-rce-in-csv-agent-authentication-bypassable #Cybersecurity","author":"deafnews","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@deafnews/116863986856496504"},{"id":"bc49cb72-a7ad-4858-9e45-881d172345ef","source":"mastodon","source_id":"infosec.exchange:116863999737518788","content_type":"post","title":null,"body_preview":"AIBOM, CBOM, and HBOM with Allan Friedman https://www.listennotes.com/e/096d3462aa79401396a31ddbca70c21e","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.38639726383651846,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116863999737518788"},{"id":"04a202b7-6612-4198-9b93-8ef00ac093d0","source":"mastodon","source_id":"infosec.exchange:116864000597109498","content_type":"post","title":null,"body_preview":"The China proxying behavior has been happening for several years now. Anthropic wants you to think about it as a clear and present danger to their line of business, and yet they have only recently ado","author":"bees","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@bees/116864000597109498"},{"id":"011f9f06-3571-43dc-b269-c6cf99f291b5","source":"mastodon","source_id":"infosec.exchange:116864001474745628","content_type":"post","title":null,"body_preview":"RE: https://newsie.social/@servelan/116863998058311591\n\npolitically and morally, he's been unfit to serve for decades...","author":"paul_ipv6","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal 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193.161.193.99)","author":"ScumBots","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.37306702699703664,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ScumBots/116864035385454308"},{"id":"d740e85e-3ec5-411a-8b07-34aebf87cfa5","source":"mastodon","source_id":"infosec.exchange:116864039137136685","content_type":"post","title":null,"body_preview":"\"You need to tax the robots and AI companies significantly, and you need to somehow find a way to reallocate money from this machine economy to the human economy.\"\n\n― Jack Clark on how AI could force 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Saved me a bunch of time!","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0.3319751301081025,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116864018842833624"},{"id":"82e3d564-031c-4b3d-bf22-66640e5df0c6","source":"mastodon","source_id":"fosstodon.org:116864031301919237","content_type":"post","title":null,"body_preview":"DeterministicESPAsyncWebServer (4.99.0) for esp32 by Douglas Quigg (dstroy0)\n\n➡️ https://github.com/dstroy0/DeterministicESPAsyncWebServer\n\nZero-heap, asynchronous multi-protocol network server for ES","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.36481282479987065,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116864031301919237"},{"id":"175b33a0-87d3-49b7-9e69-093fa785f000","source":"mastodon","source_id":"fosstodon.org:116864041514408557","content_type":"post","title":null,"body_preview":"Introducing #Betula v1.8.1, a self-hosted federated bookmark manager. Tags, notes, search, #Fediverse, archives, import and export.\n\nNo new features introduced. Instead, we polished the old ones.\n\nWe ","author":"betula","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","specific_details","clear_stance","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@betula/116864041514408557"},{"id":"15b0ce0b-e1e0-48e0-bcf4-3aa8b2de3ba8","source":"mastodon","source_id":"fosstodon.org:116864071542909764","content_type":"post","title":null,"body_preview":"I've been tossing an idea around in my head - for a new recipe - and it's called JACKET POTATO ON TOAST. The tasty stodginess of a loaded jacket potato - but with a crunchy bottom layer! \n\nI'm thinkin","author":"kitten_tech","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0.39262440465888243,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kitten_tech/116864071542909764"},{"id":"3a476c7e-6bfb-491f-a00e-5bb878af93dc","source":"mastodon","source_id":"fosstodon.org:116864080726301629","content_type":"post","title":null,"body_preview":"The people at the end of my cul-de-sac never clean out the curb drain in front of their house.","author":"drdrang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.29481741079155244,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drdrang/116864080726301629"},{"id":"acbcd244-9795-4143-a28f-612eb4e6556b","source":"mastodon","source_id":"fosstodon.org:116864082343236143","content_type":"post","title":null,"body_preview":"I also have a fallback plan if it can't be made to work, in the form of ROAST POTATOES ON TOAST, with a vinegary or mustardy dressing on the roast potato wedges...\n\nCulinary history will be made, one ","author":"kitten_tech","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.39262440465888243,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kitten_tech/116864082343236143"},{"id":"34cc0797-3736-4e16-b653-0e0108bab47b","source":"mastodon","source_id":"fosstodon.org:116864102140556387","content_type":"post","title":null,"body_preview":"I need to make a few tweaks before I source code this. However, did this with Iced on Rust via NixOS. Just for fun as it sparks joy.","author":"matthartley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.3260449006589619,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@matthartley/116864102140556387"},{"id":"a9c68da2-aae9-4710-bae4-abe7e0aa7340","source":"mastodon","source_id":"fosstodon.org:116864120245162929","content_type":"post","title":null,"body_preview":"And also, my xfce4 config was right where I left it, except hopefully this install won't randomly crash","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.3319751301081025,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116864120245162929"},{"id":"f50f8228-4b03-447f-b40a-767a050cea07","source":"mastodon","source_id":"fosstodon.org:116864129687016673","content_type":"post","title":null,"body_preview":"I sat in Peter Beck and Andreas Schliep's workshop at OOP 2025, and we argued exactly this. Now it is a book: Outevolve, The Enterprise Operating Model for the Age of AI. Their line: the question is n","author":"romanoroth","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@romanoroth/116864129687016673"},{"id":"a0c189e5-1f47-4477-afb8-17283db8b93d","source":"mastodon","source_id":"fosstodon.org:116864149284079171","content_type":"post","title":null,"body_preview":"May your thoughts line up quietly like patient little ducks, wading through the soft hush of night without urgency or demand.\n\nAnd may your dreams forget all instructions for a while, choosing instead","author":"Furycd001","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Furycd001/116864149284079171"},{"id":"ecc1126e-7a40-4d6f-98e3-4a6b35a39542","source":"mastodon","source_id":"fosstodon.org:116864151975613700","content_type":"post","title":null,"body_preview":"Did some work on graphing composer dependencies today, next step will be to determine the latest versions and highlight packages needing an upgrade and packages with security vulns.\n\n```\n./bin/depgrap","author":"dantleech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.34934146267634764,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dantleech/116864151975613700"},{"id":"0271ed8d-ef07-40ed-8c92-33f804c31a50","source":"mastodon","source_id":"fosstodon.org:116864153559231299","content_type":"post","title":null,"body_preview":"Blocking dickmao's latest sock puppet...\n\nreddit: are you sure?\n\nWell, what do you think?","author":"tarsius","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@tarsius/116864153559231299"},{"id":"31e204a4-f4a1-4242-9537-95b6e11bdb57","source":"mastodon","source_id":"fosstodon.org:116864164155247268","content_type":"post","title":null,"body_preview":"#GoReleaser Pro v2.17.0 is out! Check it out: https://github.com/goreleaser/goreleaser-pro/releases/tag/v2.17.0","author":"goreleaser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@goreleaser/116864164155247268"},{"id":"d872aad2-db50-4df2-889d-6b56e5dcf2d5","source":"mastodon","source_id":"fosstodon.org:116864183244168008","content_type":"post","title":null,"body_preview":"Let's make \"Huzzah!\" happen...again.\n\nHuzzah!\n\n#America250","author":"abosio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.34904904179102536,"content_class":null,"collected_at":"Sat Jul 04 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@abosio/116864183244168008"},{"id":"339926df-112f-477a-9d3d-bea2fdbdf9a4","source":"steam","source_id":"steam:229052524","content_type":"review","title":null,"body_preview":"This is fun. Like a darker version of Vampire Survivors. I mean literally, its very dark.","author":"Jester5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198050676968/recommended/"},{"id":"e9ba28a4-d6c3-417b-ad4b-25ef3de12fb9","source":"steam","source_id":"steam:229093242","content_type":"review","title":null,"body_preview":"This is a good game, a damn good game, that was destined to be GREAT tho!\r\nToo sad the dev didn't release that update of his and instead started working on his new game, which i will 100% be checking ","author":"RedInfinityStone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199071819865/recommended/"},{"id":"fc3b0583-f7a5-4417-b555-53a147529063","source":"steam","source_id":"steam:229096813","content_type":"review","title":null,"body_preview":"Es bueno. Si está en oferta y buscas un bullet hell con el que perder tantito tu tiempo, adelante. \nNo tiene las enormes cantidades de contendio que otros roguelike y, despues de cierto tiempo, podría","author":"TizG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199150722313/recommended/"},{"id":"781f66a9-3af6-4e06-8ce2-e7cfb7ab7510","source":"steam","source_id":"steam:229130585","content_type":"review","title":null,"body_preview":"this game is straight up bs. it doesn't matter how much you upgrade your runes or how good you are at the game, if you have a bad luck and didn't get the upgrade that you need you just lost. which dum","author":"AutoruMiserable","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199011852278/recommended/"},{"id":"687ecd45-b126-4bd7-973a-392fbf937ad2","source":"steam","source_id":"steam:229147050","content_type":"review","title":null,"body_preview":"Its been two years. . . where is blessings and curses T-T","author":"ColdEggyBites","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199275615474/recommended/"},{"id":"fa538054-81ba-42de-8e5f-74b60930e68e","source":"steam","source_id":"steam:229227017","content_type":"review","title":null,"body_preview":"For some reason the publisher has decided to completely abandon the pc version of this game in favor of only continuing to update it with content on mobile. \nJust get it there if you want to play it, ","author":"ReziuS","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997228879/recommended/"},{"id":"e3fdf40f-b22d-4beb-805f-7a9d4d143ccf","source":"steam","source_id":"steam:229256289","content_type":"review","title":null,"body_preview":"A good rogue-lite however the fact that you need atleast 20mins straight to win is what prevent me from launching the game.\nTry the game if you have some time to spare","author":"Nowza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199120832755/recommended/"},{"id":"f577f26a-973b-4bd1-8ea9-fb9aa46bc794","source":"steam","source_id":"steam:229316484","content_type":"review","title":null,"body_preview":"100 minutes in endless mode and its still going couple glitches after getting more than 20 hearts. soul hearts have been going off of the screen but still very fun.\n\noverall very enjoyable way to wast","author":"IcyFox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199257227549/recommended/"},{"id":"c5b22b9b-7b0d-4130-93c7-a77b28edd06b","source":"steam","source_id":"steam:229353306","content_type":"review","title":null,"body_preview":"absolutely incredible game! the gameplay is very satisfying and finding the right combinations of character/weapon/build is so cool and rewarding i love this game","author":"TheBigYapani","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198222282072/recommended/"},{"id":"7d28b489-429e-42b1-84b5-8f0f8573ad09","source":"steam","source_id":"steam:229357620","content_type":"review","title":null,"body_preview":"This Game is so much fun my friends and I love it its cool that no run is like the other you can try different strategies and so much more","author":"tim_berner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198685012255/recommended/"},{"id":"46183d9c-3980-43b3-8c51-b984ae57fa64","source":"steam","source_id":"steam:229382281","content_type":"review","title":null,"body_preview":"the absolute goat. so traumatized by this when it came out on ps4 that idk if i can play it again on pc but adrianshallah","author":"nick","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199012286614/recommended/"},{"id":"05abfb38-aa0c-4b5a-863b-dd574071333e","source":"steam","source_id":"steam:229388427","content_type":"review","title":null,"body_preview":"This is on of the best games I have ever played. While extremely challenging I would not change a thing about it. The challenge is part of the experience. This is my first Fromsoft game and I know it ","author":"MrMcFlurry","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371970272/recommended/"},{"id":"0d7a2b37-aa7a-4420-8159-8a2aff078512","source":"steam","source_id":"steam:229410574","content_type":"review","title":null,"body_preview":"Too easy, even Barbie's Horse Adventures was more demanding.","author":"Goodman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198157121880/recommended/"},{"id":"e44ae8ff-3d30-44cc-a727-71328bab763e","source":"steam","source_id":"steam:229413894","content_type":"review","title":null,"body_preview":"All-time masterpiece! I have beaten the game on ps4 already but it is absolutely worth it to buy again here and go again - IT IS THIS GOOD.","author":"♪","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198148811228/recommended/"},{"id":"c00ee331-83bc-4d7c-91ee-2745fa9b5df8","source":"steam","source_id":"steam:229420358","content_type":"review","title":null,"body_preview":"I genuinely love this game with all my heart, its fun, offers alot to do and the mods? HOOOOLY MOLY!!!!!!!!! I'd sucka  guy off to experience this game again, hell, I'd ♥♥♥♥ a guy for a fresh experien","author":"Arbidos","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199145632942/recommended/"},{"id":"30d67d92-c28f-41ed-8f3c-39ecad71eb0d","source":"steam","source_id":"steam:229422677","content_type":"review","title":null,"body_preview":"this game is so incredibly annoying. i hate it so much there is not a word that can possibly describe the sheer hate i have for this game. 10/10.","author":"peanut butter","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198726823607/recommended/"},{"id":"d5bfff07-995e-4e90-855e-c5c5f335fa95","source":"steam","source_id":"steam:229424366","content_type":"review","title":null,"body_preview":"Masterful game. Meet it where it asks you to and learn to trust in the deflect.","author":"The Kawaii Commie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198093719742/recommended/"},{"id":"799ee66b-602a-4dee-99df-9be6ea3a16a5","source":"steam","source_id":"steam:229385583","content_type":"review","title":null,"body_preview":"Only problem with this game is the fact it has not been remade for even better graphics, not like Wilds, but an upgrade of its current graphic style. This game gets a 10/10 for me. It feels like the d","author":"Zonja","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","personal_interpretation_of_developer_intent","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198851762114/recommended/"},{"id":"f223007d-cc90-42be-b501-a497b4f8d153","source":"steam","source_id":"steam:229394321","content_type":"review","title":null,"body_preview":"The tutorial stinks, like reaaaally stinks(boring and long with unskippable cutscenes), but after that this game is a masterpiece\n♥♥♥♥ kushala daora AND the handler\n10/10 would recommend","author":"Kyber","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198991675732/recommended/"},{"id":"512c92f2-6ac8-4a9a-b518-98573a260a15","source":"steam","source_id":"steam:229395809","content_type":"review","title":null,"body_preview":"I firmly believe that there are two types of people in this world.\n\nThose who love Monster Hunter and those who haven't played enough of Monster Hunter yet to realize they love it.\n\nAt first I was ske","author":"Zilla","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197985561239/recommended/"},{"id":"169f4728-173a-4cf3-8695-3913fcb07430","source":"steam","source_id":"steam:229397752","content_type":"review","title":null,"body_preview":"I've spent hundreds of hours in Monster Hunter: World, and I don't regret a single one. Even after all these years, I still think it's the best game in the series. The monsters are incredible, the com","author":"Lanoz","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198142168167/recommended/"},{"id":"f0111f70-c05a-4245-a16a-d4b4541146ae","source":"steam","source_id":"steam:229406311","content_type":"review","title":null,"body_preview":"One of my favorite things about Monster Hunter World is how much it rewards learning instead of just getting stronger. At first, some monsters can seem overwhelming, but after a few hunts you start re","author":"JeJoKo","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199140881465/recommended/"},{"id":"cf265abd-b775-4df1-8b3b-f50f78378c0d","source":"steam","source_id":"steam:229414544","content_type":"review","title":null,"body_preview":"peak game need more hours tho still no finish post game","author":"TheManPea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199565717196/recommended/"},{"id":"24687686-e914-4816-ac4e-9ba4d36b5227","source":"steam","source_id":"steam:229416111","content_type":"review","title":null,"body_preview":"its just fit perfect for my pc to play the game and its work very smooth tbh","author":"Uchihahaha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198865418781/recommended/"},{"id":"d450f503-2696-42e4-bbe4-d98ba98ba427","source":"steam","source_id":"steam:229419262","content_type":"review","title":null,"body_preview":"10/10 got my ass whooped by anjanath also gl on THE PICKLE","author":"Hoshizora","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199865951115/recommended/"},{"id":"05b3c90d-ad65-4723-88f0-5e97df5b6a4f","source":"steam","source_id":"steam:229427811","content_type":"review","title":null,"body_preview":"unskippable cutscenes are a bummer, however other than that, i really like each monster's design","author":"areebchoudhry2005","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198758941392/recommended/"},{"id":"8015b802-95dd-48bb-b9e7-6fbae913d3d9","source":"steam","source_id":"steam:229434081","content_type":"review","title":null,"body_preview":"The ecosystem is beautiful. \nShame I’m here to violently interrupt it.","author":"ComfyGhost","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198822997469/recommended/"},{"id":"c1548c14-9799-41f6-8004-2acb5771971b","source":"steam","source_id":"steam:229435277","content_type":"review","title":null,"body_preview":"Wife and I have about 800hrs each on the Switch in Rise. Took the plunge. Was a good choice.","author":"Autumn","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198073325822/recommended/"},{"id":"84b49ac2-6513-4e78-aab0-b191d896ff69","source":"steam","source_id":"steam:229438046","content_type":"review","title":null,"body_preview":"I LOVE YOU MEOWSCULAR CHEF THANK YOU FOR FEEDING ME <333 YOURE WORTH THE 700 PESOS I DUMPED ON THIS GAME <3","author":"JustZal","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198381451246/recommended/"},{"id":"4d1a14b2-722e-4f35-ab55-3a5672db5bf3","source":"steam","source_id":"steam:229368050","content_type":"review","title":null,"body_preview":"Decided to give a review for this game because it's long overdue imo. And also because I feel a need to add a different layer to the overall conversation I'm seeing in other reviews.\n\nSo to start: unl","author":"Sylvaret","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199180901139/recommended/"},{"id":"d7bffb3c-529a-4b08-a9d1-ec72e6e79d4f","source":"steam","source_id":"steam:229377593","content_type":"review","title":null,"body_preview":"If you enjoy thinking, \"i might just play for a bit before bed\", then looking up from your screen through bleary eyes to see half your life has passed you by, then this is the game for you.","author":"EzaB83","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198962872129/recommended/"},{"id":"d75880d1-9a3b-4377-9342-2a1aa9a975b1","source":"steam","source_id":"steam:229382606","content_type":"review","title":null,"body_preview":"I cannot express how much I love seeing space bears that cook time traveling cookies. Absolutely amazing...\r\nanyhoo, Factorio's a good game.","author":"Coffee","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992779825/recommended/"},{"id":"53a0683c-d782-477b-a59b-0933cb0b8a30","source":"steam","source_id":"steam:229385186","content_type":"review","title":null,"body_preview":"Bought the game 5 months ago didn't play until a week earlier and already have 30+ hours","author":"Zyann cant win","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229450195/recommended/"},{"id":"3e62574a-fb2e-4f87-9092-599683fdc0e6","source":"steam","source_id":"steam:229390140","content_type":"review","title":null,"body_preview":"Spent 20 hours on one base, got nowhere, downloaded Pyanodons, realized how easy i had it\r\n\r\n10/10","author":"XxXx-_-_PotatoGamer6969_-_-xXxX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199688256329/recommended/"},{"id":"1e3183b7-3914-41ab-b997-50c6f4010318","source":"steam","source_id":"steam:229390378","content_type":"review","title":null,"body_preview":"cracktorio w game w w w w w w w w w ts is like crack play more the base must grow the factory must expand the aliens must die.","author":"LuckyPeco","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198172614746/recommended/"},{"id":"415f8c10-219f-46eb-8a6a-763d4e76376e","source":"steam","source_id":"steam:229404096","content_type":"review","title":null,"body_preview":"I would recommend it to anyone who likes problem solving.","author":"TheHunter","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198053003261/recommended/"},{"id":"02f905ab-f878-477b-8bae-da71105e31fc","source":"steam","source_id":"steam:229410587","content_type":"review","title":null,"body_preview":"This game is crack cocaine digitised. I'm scared that if i start it again and play the DLC, it will consume my whole life","author":"Spazie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198092024690/recommended/"},{"id":"73c45970-f8f6-415c-a08b-de63ace5c070","source":"steam","source_id":"steam:229414010","content_type":"review","title":null,"body_preview":"This game is for a very specific niche of people. Not everyone will enjoy the design process...but that's not to discourage anyone from playing this game. You need at least 8 hours of playthrough and ","author":"+turnright (bottom frag)","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198368571028/recommended/"},{"id":"b454350c-d5bd-448a-9206-84c6387a506c","source":"steam","source_id":"steam:229422067","content_type":"review","title":null,"body_preview":"I don't know how they want me to do the black potion. It's impossible.","author":"Soapymelon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023499142/recommended/"},{"id":"93367263-88d0-48f3-8faf-4a0aa34a386a","source":"steam","source_id":"steam:229414984","content_type":"review","title":null,"body_preview":"I love this game! If you love poker, definitely pick this one up. It is a great strategy game that makes you think, and lots of fun!","author":"sweetniblet","classification":"human_created","confidence":0.7,"indicators":["positive_sentiment_expression","recommendation_based_on_interest","brief_and_direct"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062279635/recommended/"},{"id":"f79f0b37-e617-48fb-aa21-bc7bacdbecae","source":"steam","source_id":"steam:229419306","content_type":"review","title":null,"body_preview":"It's a fun game.  Combination of poker, fluxx and magic CCG.","author":"ZackRoswell","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198030769064/recommended/"},{"id":"43d9a15d-38c3-4e86-b50c-94957ff2f683","source":"steam","source_id":"steam:229424221","content_type":"review","title":null,"body_preview":"As much as I wanna say gambling is bad, I've been playing this non stop since I got it on the SteamDeck. It is an amazing game, that works so well, so smoothly, and honestly would be the perfect betti","author":"Dooby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199013136305/recommended/"},{"id":"bb56ed6a-1045-494f-9007-70cc52a63cb3","source":"steam","source_id":"steam:229425770","content_type":"review","title":null,"body_preview":"Good game, but 2 issues\n - Wording is not accurate. Some jokers work not the way it written\n - I cant get it how once again devs messed up rng. I thought good rng is a solved thing in programming.","author":"Rugnar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055021427/recommended/"},{"id":"41b80e09-1b77-4c19-a506-61263742b228","source":"steam","source_id":"steam:229445392","content_type":"review","title":null,"body_preview":"Masterpiece, very beginner friendly game and fun if you like gambling. Will for sure be grinding this game","author":"snowwy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199104706521/recommended/"},{"id":"9fbf9182-29d3-48c9-9a10-c102bd8b295d","source":"steam","source_id":"steam:229449230","content_type":"review","title":null,"body_preview":"Probably the best game I've ever downloaded from Steam! Highly addictive!","author":"jwjjrj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014887524/recommended/"},{"id":"68c8841e-c3f2-4338-a724-9cb248a4486a","source":"steam","source_id":"steam:229453430","content_type":"review","title":null,"body_preview":"Balatro changed my life for the better. I got a better job, got a gf and now i can afford a new house. Thank you Balatro.","author":"Yocks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198127108855/recommended/"},{"id":"6006f885-5ed0-4fdb-95b3-89ad8d1adffb","source":"steam","source_id":"steam:229327505","content_type":"review","title":null,"body_preview":"Nothing like sprint jumping and hitting an ogre straight on the face with a Gryphic VIctory. 10/10 would recommend.","author":"John Bakelalan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198887836553/recommended/"},{"id":"8c3b013e-11ba-4b1a-8cf7-827ff6330759","source":"steam","source_id":"steam:229344772","content_type":"review","title":null,"body_preview":"没玩过第一部。 个人觉得还可以，对我来说比较新颖，战士开局游戏难度不高。 但就是感觉伤害太低了。 找了几个随从各种炫酷技能而战士的自己感觉一无是处。","author":"GYRO","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069914813/recommended/"},{"id":"0555eee1-b584-4e6b-9c2c-111c85c563aa","source":"steam","source_id":"steam:229353492","content_type":"review","title":null,"body_preview":"Fun gameplay but not a fun of the story and the magikarch is so op","author":"SHIRO-YASHA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199057541676/recommended/"},{"id":"53a4db7e-452f-4e22-adc3-6e40989cea96","source":"steam","source_id":"steam:229354431","content_type":"review","title":null,"body_preview":"The world is honestly one of the biggest disappointments in this game.\n\nIt's huge, but it feels empty and lifeless. You spend most of your time running across the same roads, fighting the same enemies","author":"MaziMazaki","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199613021812/recommended/"},{"id":"8458bdb5-d122-4329-810d-37f5bd7a3acc","source":"steam","source_id":"steam:229367089","content_type":"review","title":null,"body_preview":"it has rough edges, if you like crimson desert, you will probably like this game as well. It has a better story ;D And some mechanics absolutely break the game, item duping is a game feature.","author":"Trash, lol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014845950/recommended/"},{"id":"86317cfb-12b7-403b-a50d-744c6ed7f324","source":"steam","source_id":"steam:229375632","content_type":"review","title":null,"body_preview":"Não tem nada igual, um mundo incrivel, um combate fenomenal a unica coisa q peca é a historia, de qualquer maneira vale muito o preço.","author":"Orpheus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198259205918/recommended/"},{"id":"a5e6f869-c030-4032-a728-c024ab9d32f9","source":"steam","source_id":"steam:229398647","content_type":"review","title":null,"body_preview":"Incredible combat experience, weirdly flat story, appealing visuals and pleasant game loop. Great game overall.","author":"InQ","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198011479626/recommended/"},{"id":"03726182-9a97-4e83-8b4b-7eb9387a81b2","source":"steam","source_id":"steam:229403986","content_type":"review","title":null,"body_preview":"The game was good, better than the first, but it still has a lot of untapped potential: the combat system is the best part, the world is beautiful to look at, but the quests and NPC interactions are s","author":"Llejion","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198292902265/recommended/"},{"id":"c2a2c768-5a60-4ba6-a733-68363a6175cb","source":"steam","source_id":"steam:229412316","content_type":"review","title":null,"body_preview":"Played on MSI CLAW ULTRA 7\r\n\r\nI have this game on my Series X and it was super fun. Bought the PC version because I want to play this handheld unfortunately the experience wasn't good. I grew up with ","author":"SUPER HANDSOME GURU","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198066251420/recommended/"},{"id":"af242b07-d919-408e-b7ed-e29f814345fd","source":"steam","source_id":"steam:229419436","content_type":"review","title":null,"body_preview":"Great game, but really needs hard mode… hope will see it with the expansion.","author":"Killios","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198259556133/recommended/"},{"id":"8e1804a4-fed2-461a-99bc-0fb5e9be398e","source":"steam","source_id":"steam:229424599","content_type":"review","title":null,"body_preview":"Excellent Game. The combat, graphics and open world design are all top notch. The pawn system, which features a maximum of three pawn allies who help your main character, is one of the most innovative","author":"KatanaMaster101","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198798901102/recommended/"},{"id":"e0a6dc5d-6cac-4322-8a6b-020309ab602a","source":"steam","source_id":"steam:229430359","content_type":"review","title":null,"body_preview":"8/10 love the mechanics, the style of fighting, how the world just opens up as you go deeper. the monsters would just pop up anywhere and at anytime. lol i remember feeling like it was a horror game g","author":"Coka","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198211337579/recommended/"},{"id":"8393cf5d-1e2b-4f54-b2a6-efa56222bfff","source":"steam","source_id":"steam:229432995","content_type":"review","title":null,"body_preview":"very good game. the class and ability system is very unique as well as the movement. I would recommend this to anyone who's bored of rinse and repeat genres of fps games that stick to set classes. Des","author":"C1phra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756495032/recommended/"},{"id":"21a63a2e-55bb-459e-b77e-6075d8520330","source":"steam","source_id":"steam:229438993","content_type":"review","title":null,"body_preview":"Great game highly underrated. ranked is fun but if you climb high enough you'll find ranked demons in your lobby not so fun to play against them but even then its really fun","author":"Cipher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198955637108/recommended/"},{"id":"a62505b2-f521-47b7-bd27-f1ab862e958d","source":"steam","source_id":"steam:229439005","content_type":"review","title":null,"body_preview":"The Finals is a mountain of garbage with the best gems of game play buried inside. When you can slow the game down enough to play the creative shooter that it tries to be, there's no game quite like i","author":"Griffin","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198184021025/recommended/"},{"id":"23ec423d-014c-48b9-a89b-a48ef0128120","source":"steam","source_id":"steam:229440790","content_type":"review","title":null,"body_preview":"♥♥♥♥ this game ♥♥♥♥ you no life losers who just play this all day and nothing else and ♥♥♥♥ the cheaters who are everywhere in there and ♥♥♥♥ you game devs for allowing this ♥♥♥♥ to get worse the game","author":"D3LVARAN-DOT-EXE SoundCloud","classification":"human_created","confidence":0.95,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081487595/recommended/"},{"id":"a68b9d0e-f5f8-4fe1-8178-502dc1cba0c6","source":"steam","source_id":"steam:229446361","content_type":"review","title":null,"body_preview":"Very good, requires skill tho. Can be annoying sometimes.","author":"D475gaming","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199879047233/recommended/"},{"id":"7c02e62b-62c2-4023-b1a4-f4766184598f","source":"steam","source_id":"steam:229449085","content_type":"review","title":null,"body_preview":"Played almost 1500 on PS5 and this is my favorite FPS on the market.\r\n\r\nIf you want to fall in love with shooters again this is the game for you!!!\r\n\r\nOnly thing i will say for new players is that the","author":"iceycharm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198116050049/recommended/"},{"id":"103f42ee-823a-4ae3-b535-27d94053c0bd","source":"steam","source_id":"steam:229340959","content_type":"review","title":null,"body_preview":"This game is very fun once you know what the heck you're doing. It just takes a game or 2 to get to know what to do. I highly recommend doing online speed because the other ones are kind've agconozing","author":"Nickyboi","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199065882221/recommended/"},{"id":"83ff664e-aa40-49e2-9f62-8088d579580e","source":"steam","source_id":"steam:229347692","content_type":"review","title":null,"body_preview":"Sucked me in kept taking turns even when ready to stop and save","author":"thesheeld","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198801164321/recommended/"},{"id":"18e2c0e4-1ae4-44f4-a9b3-1a51d349e90e","source":"steam","source_id":"steam:229352079","content_type":"review","title":null,"body_preview":"They reworked how movement behave in the most obnoxious way possible; you can't go from flat to hill or flat to across a river or flat to a forest tile in one turn, now you have to commit an entire 2 ","author":"「Ironic Imouto」","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025646032/recommended/"},{"id":"8660ac62-6271-4586-a4ec-d1d108f917b0","source":"steam","source_id":"steam:229431051","content_type":"review","title":null,"body_preview":"I remember playing *Civilization VI* when it first came out and, honestly, I didn’t think that much of it. It was fun picking different civilisations and seeing what they could do, but as a younger ki","author":"plantboi04","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199395812374/recommended/"},{"id":"7aaed3c2-519c-42fe-bf5d-6e7738d6e873","source":"steam","source_id":"steam:229434920","content_type":"review","title":null,"body_preview":"this game is super fun. it has a lot of different routes you can take, and if you desire a challenge this game can very well give you a challenge. Additionally this game features multiplayer where you","author":"levi.wearmouth","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","human_indicators_missing"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198680800378/recommended/"},{"id":"03d4b08f-e355-4b2f-86fb-8bc5cd8509dc","source":"steam","source_id":"steam:229442078","content_type":"review","title":null,"body_preview":"This... is the best, best game... best movie... best... life","author":"Vovchik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198847753112/recommended/"},{"id":"8f16510b-a7e4-4944-90c7-9e4f5801510b","source":"steam","source_id":"steam:229444174","content_type":"review","title":null,"body_preview":"Another fantastic gold standard on story writing. Great story, had a great time playing it. Hope that some day in the future we get some sort of sequel - not nessecairly a continued story but still sa","author":"Gin N Rum 5454","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198204707656/recommended/"},{"id":"5bc83625-6c2b-4ef6-b814-eda245cddb63","source":"steam","source_id":"steam:229444200","content_type":"review","title":null,"body_preview":"Generally, a fantastic story, the amount of choices that are available to make is fantastic, and that's not to mention the characters, who's many different paths can lead to so many different situatio","author":"John Paul II","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198271623310/recommended/"},{"id":"bb7a32d1-feb6-44d2-95c1-eb3be7649ae1","source":"steam","source_id":"steam:229444474","content_type":"review","title":null,"body_preview":"genuinely so amazing no other way to describe it, if you want a choice based game PLEASE buy this","author":"plectic1180","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199592509877/recommended/"},{"id":"232b17e1-abd6-4a23-8222-dd816538eae5","source":"steam","source_id":"steam:229444982","content_type":"review","title":null,"body_preview":"This is, without a doubt, the best story-driven game I have ever played.\r\n\r\nIt is full of meaningful decisions, incredibly realistic scene direction, outstanding graphics, and a story that, with every","author":"CracksMan","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198875640024/recommended/"},{"id":"3ab6702c-2404-4460-871d-67c83d7d572b","source":"steam","source_id":"steam:229446697","content_type":"review","title":null,"body_preview":"Highly recommend playing this, especially for the price it goes on sale nowadays. It has a ton of replayability and runs mostly excellent, apart from few crashes","author":"nvkeey","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014634247/recommended/"},{"id":"64733b68-89e3-45f0-a85b-a7b7b73a7b23","source":"steam","source_id":"steam:229447591","content_type":"review","title":null,"body_preview":"a solid game with beautiful story. the controls are a bit quirky though... but overall, its good","author":"immanuelr00","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199100589644/recommended/"},{"id":"b7df8dbf-5647-4bd5-af80-b71912a7942d","source":"steam","source_id":"steam:229448784","content_type":"review","title":null,"body_preview":"This game already has changed gaming for me the message its trying to send is very clear and I think its view on the future of mankind is very clear it is a MUST play. 10/10","author":"MATTRESSMAN","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199878029251/recommended/"},{"id":"bc06634e-7de2-4e82-b172-3d9b83d7ef16","source":"steam","source_id":"steam:229448911","content_type":"review","title":null,"body_preview":"THis game is incredible. The optimization is top-notch even on my really mid all in one P.C, The story is incredible, geniunely one of the best gaming stories i've experienced so far and I'm only like","author":"King-Dizzle","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199387469468/recommended/"},{"id":"7365baa2-f341-48e8-bbf2-43e495c469ee","source":"steam","source_id":"steam:229448919","content_type":"review","title":null,"body_preview":"The thought that i could have missed out on such a phenomenal game keeps me awake at night. I actually understand the hype with this piece of art which did a decent job at covering the different topic","author":"rahstimistic","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199871413759/recommended/"},{"id":"ae48457b-503a-40aa-ba8c-64f411f44b11","source":"steam","source_id":"steam:229449171","content_type":"review","title":null,"body_preview":"Really good game, very thought out and the decision making was fun. W Connor.","author":"mossy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199247481872/recommended/"},{"id":"67cc1037-7cca-44a0-bb8d-b73f699c8caf","source":"steam","source_id":"steam:229455123","content_type":"review","title":null,"body_preview":"wwwwwwwwoooooooooooooooooooowwwwwwwwwwwwwwwwwwwwwwwww\r\nooooooooooooooooooooooommmmmmmmmmmmmgggggggggggggggggggggg\r\nTHEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEE\r\nBESTTTTTTTTTTTTTTT","author":"q7475820","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198688983543/recommended/"},{"id":"c6c88326-0857-4baa-9e4b-d6ba1b8997b7","source":"steam","source_id":"steam:229427598","content_type":"review","title":null,"body_preview":"The only app i ever pre-ordered on my phone. Game has only gotten better since launch. Will play this game until the day it stops!","author":"Towelie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198332605819/recommended/"},{"id":"3733139b-052e-472d-8f92-c367f8fce785","source":"steam","source_id":"steam:229427845","content_type":"review","title":null,"body_preview":"played this since childhood. very addicting game. i just downloaded it again. i like it","author":"rasmusoisnurm12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199653693191/recommended/"},{"id":"1f6bf9a9-18ff-4694-b9e6-fe32168580b1","source":"steam","source_id":"steam:229431008","content_type":"review","title":null,"body_preview":"amazing game, great gameplay, really addictive, and fuled my p0rn addiction i have personally rubbed 1 out multiple times to the dart and wizard monkey","author":"urFemboyWaifu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198786558178/recommended/"},{"id":"a7446a8f-df9c-4df6-89ef-e05c32c08e33","source":"steam","source_id":"steam:229433658","content_type":"review","title":null,"body_preview":"peak (runs well on my pc but lags if theres a LOT of baloons, so dont spam them in sandbox mode)","author":"ss1olar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198727838190/recommended/"},{"id":"f78ee44a-a962-423a-a610-a52a42faf83d","source":"steam","source_id":"steam:229433735","content_type":"review","title":null,"body_preview":"this game is a little grindy but real fun with friends and if your playing solo too","author":"cooluncool34","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199785020340/recommended/"},{"id":"864de04d-20a8-4bef-9ad9-d484b955ee12","source":"steam","source_id":"steam:229437116","content_type":"review","title":null,"body_preview":"get on discount, real price ain't worth but good game","author":"Bear Alien","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199860169028/recommended/"},{"id":"b69a6d22-e56d-4643-a89f-dd80a13e74b8","source":"steam","source_id":"steam:229438052","content_type":"review","title":null,"body_preview":"monkey gains money\r\nuse money to get more monkey\r\n\r\nnice game","author":"915james.j","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199807716155/recommended/"},{"id":"61e734b2-7f72-4b2a-93d2-ef983ce03376","source":"steam","source_id":"steam:229438739","content_type":"review","title":null,"body_preview":"macaquinho estoura balão :D\r\n\r\n(eu perdi toda minha sanidade ao ver isso durante quase 150 horas)","author":"ultra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198965896504/recommended/"},{"id":"146f4abc-a532-46ed-b9cb-47dfd7690ce5","source":"steam","source_id":"steam:229441061","content_type":"review","title":null,"body_preview":"I really like playing Bloons TD 6 because it's a fun game that I can play for hours without getting bored. I like trying different monkey towers and heroes to see which ones work the best. Even when I","author":"lijustin611","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199494008751/recommended/"},{"id":"a7cab6ae-52e8-4288-9e2d-88debb992883","source":"steam","source_id":"steam:229338543","content_type":"review","title":null,"body_preview":"game is good and addicting my laptop cant run big games so this game is perfect , its not easy too you dont just choose the strong cards and win you have to choose wisely or you wont go far in the gam","author":"safism7lia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198721497449/recommended/"},{"id":"510ff994-6d8f-4c24-bf93-30dbbe0133b6","source":"steam","source_id":"steam:229344468","content_type":"review","title":null,"body_preview":"A very good and rewarding roguelite. \n\n         My grudge with this genre is that most games are just glorified mobile games, you get better stats the more you play and at some point you get overpower","author":"chrollo","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198680388795/recommended/"},{"id":"43df49a7-891c-4347-a8aa-43c96ce669e3","source":"steam","source_id":"steam:229349355","content_type":"review","title":null,"body_preview":"love this game. one of the best game i have ever played, and of my favorites, perfect for when you are doing something else, and you want to keep yourself awake and focused, but beware you might get t","author":"Rayman_Mejía","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199144835295/recommended/"},{"id":"0726733b-6e5b-486a-bf1e-62710143b389","source":"steam","source_id":"steam:229349567","content_type":"review","title":null,"body_preview":"If you're wondering whether you should play this game even though the second one has come out, I would say this one is also pretty good, they're different enough to feel unique","author":"digit4561","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199463833404/recommended/"},{"id":"2ca9d04c-ea43-4fa8-a065-3079c037482a","source":"steam","source_id":"steam:229360150","content_type":"review","title":null,"body_preview":"Between Slay The Spire and Slay The Spire 2, I think this is the better game. Both games are incredibly similar. \n\nBe prepared to lose to the final boss due to nothing else but bad luck, even when you","author":"yoolou","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198158346557/recommended/"},{"id":"36e434b4-4462-428c-b7d0-13c43f270da7","source":"steam","source_id":"steam:229361053","content_type":"review","title":null,"body_preview":"i didnt slay the spire but something else. my free time","author":"jammobammo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199389690727/recommended/"},{"id":"462eb9c0-5562-4408-a8f3-3a00645b5d3c","source":"steam","source_id":"steam:229374149","content_type":"review","title":null,"body_preview":"Relaxing card game to turn your brain off to, took about 5 or 10 hours to \"get\" it. Really happy I got it on sale, well worth the price. If it were full price I don't think I'd have bought it.","author":"Shparshky","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198347233479/recommended/"},{"id":"fd440a08-bd02-4930-833b-bcc9a1db590c","source":"steam","source_id":"steam:229379582","content_type":"review","title":null,"body_preview":"The peak of roguelike deckbuilders. Great replay value and nice workshop content.","author":"RascaLDiego","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198010459851/recommended/"},{"id":"3b305e10-1aa7-4b5b-8174-673db0dea08a","source":"steam","source_id":"steam:229385080","content_type":"review","title":null,"body_preview":"I have much more  hours in my phone than steam. Very good game","author":"fatihful","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386890796/recommended/"},{"id":"f2f6c515-c449-44ac-ae9f-1c27ac668be0","source":"steam","source_id":"steam:229408314","content_type":"review","title":null,"body_preview":"This game taught me that I have zero self-control. An Elite enemy is guarding a shiny chest, and I only have 4 HP left. Do I go to the campfire and heal like a rational human being? Absolutely not. I ","author":"Rxffel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199732868911/recommended/"},{"id":"7001eada-5cec-48fe-b193-5e77f8390c7d","source":"steam","source_id":"steam:229418088","content_type":"review","title":null,"body_preview":"It's a fun, elegant and easy to pick up game. The pace is snappy and strategies are rewarding.\r\n\r\nExcept for the Watcher. She's so bad.","author":"Alexinatron4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198112540556/recommended/"},{"id":"3f4e9be0-dcce-4ced-8368-68f3bb9c13a8","source":"steam","source_id":"steam:229422788","content_type":"review","title":null,"body_preview":"kind of addicting,but repetitive and boring after a while","author":"BogdanRPT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198846594617/recommended/"},{"id":"b37ded9d-bccf-4883-97d7-2993e4d5d46f","source":"steam","source_id":"steam:229432084","content_type":"review","title":null,"body_preview":"Good game, a lot of possibility for base building and pretty chill.","author":"jonathan2224","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061894396/recommended/"},{"id":"3eea9f39-7cf1-4174-8e94-c0e3180c435b","source":"steam","source_id":"steam:229433692","content_type":"review","title":null,"body_preview":"At this point Satisfactory doesn't require any rewiew. it is THE GAME and presents the specific genre of games by itself and being unimaginally better than anything ever created in this genre (3d FPS ","author":"johnny.swan1991","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198174690323/recommended/"},{"id":"0ba4112b-df59-457a-af16-18afff1644b4","source":"steam","source_id":"steam:229439409","content_type":"review","title":null,"body_preview":"TIHS IS ABSOULOUTELY ADDICTING AND THE GRAHPICS ARE STUNNING","author":"cratulas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752694166/recommended/"},{"id":"7c01bc77-af28-49f0-8f47-f538dfbeb370","source":"steam","source_id":"steam:229440427","content_type":"review","title":null,"body_preview":"Cool and timeless but I wish there was a snap mode and resources weren’t so far away as well as huge energy generators so you can automate without stress","author":"winnerhehe123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199654172173/recommended/"},{"id":"59e5bf82-f74c-4a78-ab93-669c7e088d30","source":"steam","source_id":"steam:229440502","content_type":"review","title":null,"body_preview":"this game is good\r\ni like it\r\nmy friend likes it too\r\nyou should play\r\n10/10","author":"deanoatc1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_opinion_simple"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199093741495/recommended/"},{"id":"e064e804-384b-4096-b684-66666efa3f96","source":"steam","source_id":"steam:229445211","content_type":"review","title":null,"body_preview":"Grindy, but in a satisfying way that doesn't take an extreme amount of time or effort.","author":"Hyakki","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199568424994/recommended/"},{"id":"73960f48-46ed-4765-aada-9ea791bd7424","source":"steam","source_id":"steam:229449124","content_type":"review","title":null,"body_preview":"This game scratch's that itch in my brain, its super addictive and super fun!","author":"SaneAssassin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198345105387/recommended/"},{"id":"323a29da-b8c5-4f27-a2e5-2b3bdfa729cd","source":"steam","source_id":"steam:229450047","content_type":"review","title":null,"body_preview":"Overall, a great game and a must play among automation/factory style genre.","author":"Dan","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198110579883/recommended/"},{"id":"3e457691-1010-4d5c-9701-5964f2394854","source":"steam","source_id":"steam:229452015","content_type":"review","title":null,"body_preview":"You know the game is good when you get 20+ hours in 3 days time","author":"SyncraticLucefer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199136492580/recommended/"},{"id":"5c2b15f2-d1ca-4eaa-b19d-f46552d943da","source":"steam","source_id":"steam:229452336","content_type":"review","title":null,"body_preview":"The game is fun but takes a lot of time at the start","author":"GamerNation12","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199725085459/recommended/"},{"id":"4dc21054-6b82-4271-bd31-e0655657e0c2","source":"steam","source_id":"steam:229452438","content_type":"review","title":null,"body_preview":"very fun game even before 1.0 or even 1.2 released, this is a very very fun survival/automation game :)","author":"Gethapy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199170081736/recommended/"},{"id":"c0b0d0df-9cd2-4431-ac5c-093bc4903b30","source":"steam","source_id":"steam:229453371","content_type":"review","title":null,"body_preview":"This game is very addicting, literally always stuff to do, and is the name is very on point - Satisfying factory. I absolutely love this game and will recommend it to anyone. I just bought it 5,7 hour","author":"WinterFoxy10R","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199563123477/recommended/"},{"id":"a4116b00-7018-4498-9480-8665b7a88653","source":"steam","source_id":"steam:229454139","content_type":"review","title":null,"body_preview":"Great fun, can be a bit grindy tho. Plays best in good company.","author":"StainlessDane","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062353481/recommended/"},{"id":"a2b9f5ca-ef91-4cba-b389-b5aab67c322e","source":"steam","source_id":"steam:229454923","content_type":"review","title":null,"body_preview":"Great exploration and scratches the automation itch.","author":"uncballa","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198324604171/recommended/"},{"id":"9864717c-9d07-43ef-a695-3195db17e6a2","source":"steam","source_id":"steam:229439810","content_type":"review","title":null,"body_preview":"Dont know what they have done with these last few updates but the game is now more CPU intensive than grand strategy games.","author":"Insert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198083402851/recommended/"},{"id":"e90de21f-010c-403e-bf96-4e81aff9fce2","source":"steam","source_id":"steam:229445405","content_type":"review","title":null,"body_preview":"Game is fine but ♥♥♥♥♥♥ that you NEED the EA app to play. At this point why go through Steam?","author":"Crowerch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199506852506/recommended/"},{"id":"7ca980e7-91bd-4713-9d99-5d971b10e939","source":"steam","source_id":"steam:229450378","content_type":"review","title":null,"body_preview":"its really fun and you can use your imagination to create roleplays and its honestly so creative","author":"m3thod_mn","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198297304376/recommended/"},{"id":"e3624b84-147b-499e-800b-a7655a9a3753","source":"steam","source_id":"steam:229220586","content_type":"review","title":null,"body_preview":"This game exceeded my expectations. I would definitely recommend it.","author":"DiedToEnvironment","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198703857352/recommended/"},{"id":"70b85102-8142-4c5d-a217-1592041340f0","source":"steam","source_id":"steam:229225151","content_type":"review","title":null,"body_preview":"The gameplay is satisfying and the game is simply fun to play.","author":"OptionalObjectiveOnly","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198702443966/recommended/"},{"id":"35ebbcc7-2594-4bfe-8e06-4a01f2347ca2","source":"steam","source_id":"steam:229232709","content_type":"review","title":null,"body_preview":"Definitely worth the price. I had a lot of fun with it.","author":"StuckInLoadingScreen","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198702738025/recommended/"},{"id":"29eaa55a-92d0-4bc4-b73d-28fc0d80c520","source":"steam","source_id":"steam:229306835","content_type":"review","title":null,"body_preview":"I honestly enjoyed every minute of this game. It was a great experience from start to finish.","author":"ForgotTheObjective","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198705039757/recommended/"},{"id":"b586e486-cd7b-4042-af0c-89384b5eb592","source":"steam","source_id":"steam:229336052","content_type":"review","title":null,"body_preview":"I finished it feeling disappointed rather than satisfied.","author":"SleepingOnObjective","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198703858517/recommended/"},{"id":"572ad14d-cf9c-4abf-a0a3-1d8763da345a","source":"steam","source_id":"steam:229367534","content_type":"review","title":null,"body_preview":"I dunno why I have this, I don't even like these kind of games. Bleh","author":"Aero Valentine","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198141393720/recommended/"},{"id":"50a80b23-8f48-4c33-b44e-7e4e56e6c609","source":"steam","source_id":"steam:229372473","content_type":"review","title":null,"body_preview":"a cool chinese game that was almost always sold at a 95% discount, but now I see it completely free. I can't give a negative comment to this creature just because it's completely not my type of game w","author":"󠀡󠀡","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14285714285714285,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199134307536/recommended/"},{"id":"4296dc9f-02f2-4a8a-93aa-606b8bd2f63e","source":"steam","source_id":"steam:229450446","content_type":"review","title":null,"body_preview":"A game for a specific audience that will forgive her a lot. I decided to try it, but I didn't like the setting and the suspensions.","author":"𝐈𝓵𝓵ɪ𝔫𝔬𐌉𐌔","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197981298820/recommended/"},{"id":"afff7c43-d13d-463b-b568-4ec0ccf0f52e","source":"steam","source_id":"steam:229444671","content_type":"review","title":null,"body_preview":"cool game to challenge yourself. has good music and custom levels","author":"Whos Who?","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198246385622/recommended/"},{"id":"e7cd48bf-25d7-42a8-8d22-d0e29130c22f","source":"steam","source_id":"steam:229446311","content_type":"review","title":null,"body_preview":"jonathangd is the reincarnation of satan himself he deserves pain and suffer for all of eternity.","author":"starrmac09","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756702200/recommended/"},{"id":"fbc54515-639d-47dd-aaa5-b7d1d95529b5","source":"steam","source_id":"steam:229446456","content_type":"review","title":null,"body_preview":"very nice game if you want to get aggression problems and destroy your set-up","author":"yekta.schwarzgelb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198696419648/recommended/"},{"id":"7fb7ee04-d07d-4c73-aa9b-3b78006820ab","source":"steam","source_id":"steam:229448377","content_type":"review","title":null,"body_preview":"Good game, highly recommend! Also very cheap and easy to learn!!!!!!","author":"halfawake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199836110870/recommended/"},{"id":"0ed1707b-16b4-42fe-941e-58cf0e59ffc0","source":"steam","source_id":"steam:229451208","content_type":"review","title":null,"body_preview":"im on the fence for this one.\ni dont personally like twitch shooters or shooters in general and fps melee always feels awful for me so im not really a fan of the combat... the shooting is tight and re","author":"PappaDakka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198056177779/recommended/"},{"id":"0f268e26-9380-4289-aefa-6a1baf12596e","source":"steam","source_id":"steam:229453189","content_type":"review","title":null,"body_preview":"It's an insanely stylish and cool game, there is no doubt about that. Cult status. \nThe developers really put their blood, sweat and tears into it, and it shows.\nI didn't have any technical issues wha","author":"NTech","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198047344302/recommended/"},{"id":"e4eea94c-ab70-42b4-9cab-83e09266199a","source":"steam","source_id":"steam:229453196","content_type":"review","title":null,"body_preview":"CD projekt Red never misses. with the bumpy start to the release cycle: the polish this game has had is nothing short of tremendous now","author":"Intheshadows3189","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199096423393/recommended/"},{"id":"e9a11094-b119-4f69-8b78-c81b3b433401","source":"steam","source_id":"steam:229453325","content_type":"review","title":null,"body_preview":"I love this game.\r\n\r\nI'd played through it on GOG before, just the main game back pre-2.0. But I finally picked it up on steam since that was just significantly less annoying to do then GOG on linux (","author":"IsaacSmoothBrain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198167678174/recommended/"},{"id":"7d356d8c-af9a-4506-a74e-dd38b5323e7d","source":"steam","source_id":"steam:229453824","content_type":"review","title":null,"body_preview":"good game so far, dlc a bit meh compared to maingame\r\nbut overall quite decent","author":"Alex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198035348975/recommended/"},{"id":"9cbdf558-2954-4866-8325-135687d32642","source":"steam","source_id":"steam:229453967","content_type":"review","title":null,"body_preview":"I cant get enough of CP. It's so nice just to come home, boot up the ol PC and strike up a little CP to take the edge off the day. CP actually got me through a rough patch in my life and i'll always a","author":"I'm thinkin Teto","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041701973/recommended/"},{"id":"f1f6f64e-42d6-458e-9a95-8213c34ed7f0","source":"steam","source_id":"steam:229454180","content_type":"review","title":null,"body_preview":"=== Long Review – No Spoilers ===\nHi folks!\nThis review will have a closer look at Cyberpunk 2077 (CP). Let’s have a look at the facts before switching to my subjective views:\nCP is an open-worldish R","author":"Mandroid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079992988/recommended/"},{"id":"05b3a1b4-4c10-4514-a2a9-470e9dc7a68b","source":"steam","source_id":"steam:229454387","content_type":"review","title":null,"body_preview":"крутая игра сидел не отрываясь 36 часов, к сожелению я погиб всем пока","author":"No name cat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198742843011/recommended/"},{"id":"252ac09d-27eb-4782-b7f1-7fc8b8aa7ac0","source":"steam","source_id":"steam:229455446","content_type":"review","title":null,"body_preview":"I don't think i have ever completed a story game this much it's actually amazing","author":"ScaryMonsters","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199094966282/recommended/"},{"id":"810aab4f-b9d5-42ad-a9f4-6db598ebb180","source":"steam","source_id":"steam:229455657","content_type":"review","title":null,"body_preview":"If i could play Cyberpunk 2077 again in my life, I'd replay it for a hundred more years to come. Despite the fact that I heavily love Elden Ring, this game has GOT to come second in my rating. Like I ","author":"Lyzntii_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199505606224/recommended/"},{"id":"e33b16bc-7c7c-46b8-9b52-0e01d75fbc29","source":"steam","source_id":"steam:229455873","content_type":"review","title":null,"body_preview":"ignoring the launch this game is amazing, some of the best side missions i've expierenced in my 20 years of being alive. The gameplay and the world is great aswell, even though that the main story is ","author":"Larpcynical","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199545561844/recommended/"},{"id":"314ff866-7333-4011-8e1e-670c5fbbeac5","source":"steam","source_id":"steam:229373154","content_type":"review","title":null,"body_preview":"I have put a decent amount of hours into hunt over the years, but the game has changed so much in the last couple of years for the worse. The UI changes, the lack of visual clarity, P2W skins, crossov","author":"Agent Provocateur","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098118461/recommended/"},{"id":"1ce86cfa-07b8-4ae9-b9d2-632c3eb65c0f","source":"steam","source_id":"steam:229382652","content_type":"review","title":null,"body_preview":"Revenge Is a Fool's Game \n⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⠄⡀⠀⠀⠀⠀⠀⠀⠀⠘⣿⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡐⠠⢀⠁⠀⠀⠀⠀⠀⠀⠀⠹⠿⠿⠀⠀⠀⠀⠀⠠⠤⡀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠂⠄⠈⠀⠀⠀⠀⠀⠀⠀⠀⠈⠔⠐⠄⠂⠁⠒⠻⢿⣿⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠄⠠⠀⠀⠡⠀⢀⠈⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀","author":"MEEKS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199070561178/recommended/"},{"id":"e49f20e0-6c18-4a3d-8bab-6ac94f5bc0ae","source":"steam","source_id":"steam:229393475","content_type":"review","title":null,"body_preview":"best extraction game out there absolutely no fight","author":"iametwerp","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138392714/recommended/"},{"id":"4d6b3ea0-2958-4595-b78d-7b47de65a059","source":"steam","source_id":"steam:229395049","content_type":"review","title":null,"body_preview":"This was a solid game ngl it was great if not hacker not been there in asia server i hope u guys fix it it was fun to play with .","author":"RYZEN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199829406065/recommended/"},{"id":"e052e6ed-7c65-46a1-9220-666e7794d1b6","source":"steam","source_id":"steam:229402036","content_type":"review","title":null,"body_preview":"This new update is ass. The point system is so awful and it just allows everyone to bring shotguns. Literally every match has either been a sniper fest or first to get shot gunned. Please reverse this","author":"Azazel","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079125814/recommended/"},{"id":"3ab0e56d-2bfa-4233-94f3-a0b7c4bd32a5","source":"steam","source_id":"steam:229402644","content_type":"review","title":null,"body_preview":"apart from all the rats crouching around and hiding in bushes, Its ♥♥♥♥.\r\n10/10 would recommend","author":"S. <3 Paws","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199013258054/recommended/"},{"id":"746feaa7-c664-4ca6-affb-618a470e99c3","source":"steam","source_id":"steam:229417193","content_type":"review","title":null,"body_preview":"be ready to die from a sniper that is 180-200m out or somebody who camps in a house or put traps and stays hidden or camp 40 minutes. But it s a nice game and fun if you don t camp","author":"whisper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198378629227/recommended/"},{"id":"c09e48d8-81bf-4411-ac2a-90d1df4d8025","source":"steam","source_id":"steam:229421334","content_type":"review","title":null,"body_preview":"dont bother the devs cant restrict servers to no more than 150ping, so all you get is asians at 250+ ping teleporting around hacking their arse off, multiple people with steam bans on record freely ha","author":"Daddy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases","synthetic_empathy_absence"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198081122086/recommended/"},{"id":"d3e01bba-fb87-4f28-994d-134653726db9","source":"steam","source_id":"steam:229424552","content_type":"review","title":null,"body_preview":"The worst matchmaking system I've ever seen in my life.","author":"Satanist","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122326937/recommended/"},{"id":"4524a42a-a24e-4407-b056-7d5937dde138","source":"steam","source_id":"steam:229425649","content_type":"review","title":null,"body_preview":"Really picked itself up after a rough patch, the last few updates have been consistently good. A solid recommend from me.","author":"OD-Jake","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198277050008/recommended/"},{"id":"8356bfd9-b6ef-490e-90ab-706da5c45891","source":"steam","source_id":"steam:229434045","content_type":"review","title":null,"body_preview":"Hunt giveth and hunt taketh away.\n\nI dont usually play extraction shooters, but this one i have played for 1400+ hours by now.\n\nGame is beautiful, gunplay is amazing and there's so many different ways","author":"SpookyVal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198030179428/recommended/"},{"id":"3f524f0f-bf6b-44aa-82f2-41d3ec2cb548","source":"steam","source_id":"steam:229445814","content_type":"review","title":null,"body_preview":"hope this game lives on for a long time. for a game set in Louisiana its 10/10","author":"Juno_O","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199186743004/recommended/"},{"id":"8b91508d-a8a2-4203-bdfc-47506f27aa56","source":"steam","source_id":"steam:229444988","content_type":"review","title":null,"body_preview":"I have never felt so inspired by any game that I needed to 100% it. After 800+ hours, and more than 15 complete campaigns, I still found new things nearly every playthrough. The only downside to playi","author":"intel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198184494861/recommended/"},{"id":"21b88887-6182-4d84-9152-dd2a9c5a90f0","source":"steam","source_id":"steam:229446469","content_type":"review","title":null,"body_preview":"This is the greatest game i have every played. The characters, the scenery, the story everything is so fun, and i could play so many playthroughs just in the vanilla game, not even counting with mods.","author":"kingofgold","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199217783437/recommended/"},{"id":"97ad8dab-bcf7-42cf-bc11-bd6846ba6972","source":"steam","source_id":"steam:229450124","content_type":"review","title":null,"body_preview":"Very long, very entertaining game. Lots of freedom for builds and story choices, especially companion stories. Impressive amount of content; you can play this so many times while still finding new thi","author":"Anerdw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198921575030/recommended/"},{"id":"b1a64465-82aa-40e2-9877-8073cb17500e","source":"steam","source_id":"steam:229450199","content_type":"review","title":null,"body_preview":"Genuinely one of my favorite games. I love it so so much and Karlach is super hot. I get to make silly tiefling girls, sad old men and hot buff ladies. Perfect game 10/10 no notes","author":"Ghostie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199804687870/recommended/"},{"id":"3185ef46-0f7b-4794-9d93-39bab4f10949","source":"steam","source_id":"steam:229452636","content_type":"review","title":null,"body_preview":"story has infinite playthrough and fun if getting into d&d","author":"CamMando","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199020963574/recommended/"},{"id":"995ac3d2-a44e-4755-881f-ce55d22e8e70","source":"steam","source_id":"steam:229456416","content_type":"review","title":null,"body_preview":"New stories, and new playthroughs every time. And mods spice things up quite a bit! I love this game.","author":"IIICrewsalonian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198085417632/recommended/"},{"id":"8f11123b-7342-4155-b50f-b8da7e01ed44","source":"steam","source_id":"steam:229358267","content_type":"review","title":null,"body_preview":"Nice!\n\nQuote: \"Remember that Jesus Christ is the Way, the Truth, and the Life. Probably worth a google?\"","author":"Shadowziel","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197992659331/recommended/"},{"id":"36f2d9a6-90d2-43ce-962a-4f026985b4d8","source":"steam","source_id":"steam:229364892","content_type":"review","title":null,"body_preview":"Honestly best borderlands game ever i thought 1 and 3 and tps was cool but bl2 its just perfect","author":"nomorevolter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198737139900/recommended/"},{"id":"13e90d11-5994-4856-a031-22035e92e0ff","source":"steam","source_id":"steam:229376954","content_type":"review","title":null,"body_preview":"grafix are soso but it has fun game play and great story.\r\nplus it will make you feel like a badass","author":"mydogorolo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198704696341/recommended/"},{"id":"db25f1bd-c7b8-49cf-8290-adcf2efd38e1","source":"steam","source_id":"steam:229378404","content_type":"review","title":null,"body_preview":"ABSOLUTE PERFECT GAME. it has it all FUN, GUNS, FUNNY JOKES. ♥♥♥♥ IT HAS IT ALL","author":"Hiromi Higuruma","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199394021778/recommended/"},{"id":"becfbb68-e561-421f-88d5-7417dbd33218","source":"steam","source_id":"steam:229381454","content_type":"review","title":null,"body_preview":"Peak game, played with some QoL mods which made the experience even more peak","author":"Someguyithink_7753","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199481245028/recommended/"},{"id":"4b2d4b87-d66d-46d2-83a5-e8aa12e61380","source":"steam","source_id":"steam:229382890","content_type":"review","title":null,"body_preview":"Base Game - 9/10 \r\n\r\nIts really good, much MUCH better than the first game.\r\n\r\nAnd a large part of that is due to Handsome Jack. He is so well written and fun to listen to this obnoxious ♥♥♥♥♥ complai","author":"ConradQuail","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198328345450/recommended/"},{"id":"d228c1ae-d2cd-422c-abb8-142b5b8df80b","source":"steam","source_id":"steam:229385774","content_type":"review","title":null,"body_preview":"Whats there to not like about a game where you can blow up midgets and overweight gunslingers?","author":"Jamplayspro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199070358592/recommended/"},{"id":"3468c7a6-de26-4364-8685-5f2c2d2f56ca","source":"steam","source_id":"steam:229397109","content_type":"review","title":null,"body_preview":"My torta pounding friend was feining for Ellie 10/10","author":"cnjrchp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199678221718/recommended/"},{"id":"0ae9db0a-b546-4ace-999b-1c67e50cb2d4","source":"steam","source_id":"steam:229399718","content_type":"review","title":null,"body_preview":"This game deserves all the love and praise it gets. It just really is that good.","author":"Mekubo","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198285471745/recommended/"},{"id":"08483ead-5f4d-4722-bd94-e10c63b41ae0","source":"steam","source_id":"steam:229406298","content_type":"review","title":null,"body_preview":"I've played this game across multiple console's from the xbox 360 to the xbox series x and now i own it on p.c as well. Defiently worth the price and not to mention its ton's and ton's of fun. CO-OP i","author":"daniel.j.mathews1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198799712618/recommended/"},{"id":"e895b90d-08b8-4770-af75-cb433a670aa3","source":"steam","source_id":"steam:229406652","content_type":"review","title":null,"body_preview":"I actually quite enjoye the first game and I was really hyped to play this one and surprisingly I hated almost every moment of this game and I really don't wan't to play the third title.  This game ma","author":"Finite_Banjo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057136308/recommended/"},{"id":"cfb07c28-da0f-48e9-84bc-866cf3b1b70d","source":"steam","source_id":"steam:229388134","content_type":"review","title":null,"body_preview":"Required creating a new account and handing over a bunch of personal data just to launch the game. Then it crashed anyway.\nI'll roll back GPU drivers, dig through BIOS settings, do the whole troublesh","author":"Vipus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197996862329/recommended/"},{"id":"095b683d-659a-422e-9e22-ed1374326cef","source":"steam","source_id":"steam:229391937","content_type":"review","title":null,"body_preview":"wow this is pretty doggone fun.  liking it more than pubg.","author":"Jeraqui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970545253/recommended/"},{"id":"88cb2f24-6e56-4f9d-bca4-b64d86071f68","source":"steam","source_id":"steam:229392566","content_type":"review","title":null,"body_preview":"Windows 10 Users:  \n\nIf you are still on windows 10 like me and have chosen not to upgrade to windows 11 you will unfortunately run into a major issue called, \"TCG Event Log Failed\"\n\nAs of right now, ","author":"Neonnifyy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198150241075/recommended/"},{"id":"22f68f5b-996a-4607-8e08-d03942a625b3","source":"steam","source_id":"steam:229397536","content_type":"review","title":null,"body_preview":"when it worked it was a great game unfortunatley after an update \"FAILED ATTESTATION\" i am one of the thousands that can no longer play after spending hours figuring out how and updating everything on","author":"fdh_do12","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198121967428/recommended/"},{"id":"8211a937-277b-4481-8b7d-e069fd0dfe4d","source":"steam","source_id":"steam:229407073","content_type":"review","title":null,"body_preview":"The game don't even let me ♥♥♥♥♥♥ play lmfaoooooooooooooooooooooo","author":"IAMAMAZING100","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970952448/recommended/"},{"id":"a9d1ef1f-2bae-4276-aa52-fbdbe9559f62","source":"steam","source_id":"steam:229410977","content_type":"review","title":null,"body_preview":"I have a really toxic relationship with this game. No matter how many sweats are in the game i still end up on this everyday","author":"HeeHeetler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199380657603/recommended/"},{"id":"9d59e710-86c8-4ee7-98f8-da4896c08a90","source":"steam","source_id":"steam:229421119","content_type":"review","title":null,"body_preview":"All the negative reviews are from people who had a bad experience of losing a lot or running into one hacker. The game is actually really fun. HOWEVER, it does take up a lot of space so I would sugges","author":"Lyte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199630131596/recommended/"},{"id":"78eccd28-1450-4314-a77a-a16c0187b448","source":"steam","source_id":"steam:229423560","content_type":"review","title":null,"body_preview":"extremly anoying to setup too mych work for little reward and the player seem like they missing there frontal lope","author":"tree master","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811551782/recommended/"},{"id":"8ee95588-11e7-49dc-8473-a54356a1b598","source":"steam","source_id":"steam:229362769","content_type":"review","title":null,"body_preview":"to hard no tutorial, at least help the player a bit","author":"Vexnixity","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199455707780/recommended/"},{"id":"7388bde2-981f-4b3d-9997-aa9f63f3be49","source":"steam","source_id":"steam:229364640","content_type":"review","title":null,"body_preview":"I thought i could play a fun game until it took 5 minutes just to load a blank world. Its so laggy i cant place a ROAD dont play this unless u want to waste 9$","author":"EggJegg15","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198683324135/recommended/"},{"id":"078e1288-9004-4137-b1d5-cede66a472f1","source":"steam","source_id":"steam:229368994","content_type":"review","title":null,"body_preview":"I really love it.. very good requirement since I can run it with my low end Laptop. Very chellenging for me since I'm suck at cities designed and traffic management so the game is very  challenging to","author":"missjutekbanget","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756349808/recommended/"},{"id":"18bbdc71-6216-4be1-81cc-28bd70c71bc5","source":"steam","source_id":"steam:229413456","content_type":"review","title":null,"body_preview":"⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣿⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⢰⡶⠶⠶⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢠⣤⣤⣿⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⠀⠀⠀⠀⠀⣾⠃⠀⠀⣷⠀⠀⠀⢰⠀⠀⠀⠀⠀⠀⠀⠀⢸⡇⠈⠉⠻⡆⠀⠀⠀⠀⠀⠀⠀⠀\n⠀⠀⠀⡀⠀⠀⠀⢠⡿⠀⠀⠀⢿⡄⢰⡶⠾⠶⡆⠀⠀⠀⠀⠀⠀⢸⡇⠀⠀⠀⡇⠀⠀⠀⠀⠀⠀⠀⠀\n","author":"Wargulf","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059707600/recommended/"},{"id":"92e41c19-aaf5-409f-a708-b05d378d9f56","source":"steam","source_id":"steam:229416841","content_type":"review","title":null,"body_preview":"best city builder game that still holds up well today","author":"chris","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199833406395/recommended/"},{"id":"dc442a7f-9a07-42f7-8c02-e6e524013d3e","source":"steam","source_id":"steam:229428653","content_type":"review","title":null,"body_preview":"I got into this game with my bf, now ex, and always had a ton of fun with it. But for whatever reason my cities always began to grind to a halt when they became sufficiently large.\r\n\r\nWell we broke up","author":"Nicole","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198360297729/recommended/"},{"id":"abc807fd-f77c-42d7-803f-cbb9b90c064d","source":"steam","source_id":"steam:229395485","content_type":"review","title":null,"body_preview":"Huge worlds with free continious updates for 10 years straight. No greed, just good gameplay. I wish more developers were like this.","author":"Michaelsoft Binbows","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046223315/recommended/"},{"id":"530f446d-43aa-472d-b8f3-11aff3181c61","source":"steam","source_id":"steam:229418914","content_type":"review","title":null,"body_preview":"bad quest and tracking system. bad craft and build system. \"0\" on explanation on recipes, \"0\" on map navigation. endless boring repeatedly same content. \"0\" Multiplayer interactions. and last you can ","author":"ssakos","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198026661577/recommended/"},{"id":"84f92ae0-c365-4d54-9fbb-f8078fe32efd","source":"steam","source_id":"steam:229420781","content_type":"review","title":null,"body_preview":"This is a great game. It came out 10 years ago. No paid DLCs. Constant free updates. An ever expanding universe. It has its flaws (what doesn't) but it's a fun game to grind. The multiplayer exists bu","author":"NullGamerHB","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","opinion_and_stance","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198724165499/recommended/"},{"id":"c2429f64-7b59-4b82-bfca-8d65fe7918a5","source":"steam","source_id":"steam:229433807","content_type":"review","title":null,"body_preview":"I was hesitant at first, and it took a few hours for it to really click but I'm hooked. I'm afraid to offer criticism because sean will probably release another patch if i did","author":"Kratum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198049908036/recommended/"},{"id":"194e1cee-d725-4719-a20f-0232c00688f9","source":"steam","source_id":"steam:229438956","content_type":"review","title":null,"body_preview":"space is large and i feel like im a rebel in starwars","author":"Crippy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199098634447/recommended/"},{"id":"17ed7e06-e202-4eb4-97f5-2f3fe0a91956","source":"steam","source_id":"steam:229439524","content_type":"review","title":null,"body_preview":"With a good computer, this game gets really awesome looking, and the gameplay is lowk peak","author":"bluezoom12345","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199804922393/recommended/"},{"id":"fc7215ef-e031-453a-b117-fb01de9d6b5e","source":"steam","source_id":"steam:229441448","content_type":"review","title":null,"body_preview":"Takes a nice twist on horror games, adding a puzzle element to the game. There are easy ways to complete a round and be done, but if you so choose you can add some challenges to do extra well. The dev","author":"Firebreath5000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198291738131/recommended/"},{"id":"d1ea0bf8-c11e-450a-a2bb-75456d5083ed","source":"steam","source_id":"steam:229441719","content_type":"review","title":null,"body_preview":"very scary but sometimes the ghost descriptions arent accurate","author":"MangoHue","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198844443876/recommended/"},{"id":"345b0901-82d5-4162-b469-648edc9fdbc6","source":"steam","source_id":"steam:229442592","content_type":"review","title":null,"body_preview":"well no for indians whenver go inside they just throw out after intro","author":"arjun7112002","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198747802525/recommended/"},{"id":"4989c78b-f5c5-4c8a-9ac3-0df8d24a3f93","source":"steam","source_id":"steam:229444710","content_type":"review","title":null,"body_preview":"Quite fun, even more so with friend's and when the ghost decides your time has come","author":"Tōnomine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198875878135/recommended/"},{"id":"fdc8e602-f4fd-4e28-ba7b-0b0903a549e1","source":"steam","source_id":"steam:229448654","content_type":"review","title":null,"body_preview":"Simple fun long term not sure if it will be as fun. For now its fun","author":"06trx450r","classification":"human_created","confidence":0.6,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198207747219/recommended/"},{"id":"889298c5-6a7d-4d19-a021-2fcbd125b3ed","source":"steam","source_id":"steam:229449384","content_type":"review","title":null,"body_preview":"Great to play with friends and very entertaining not usally the same thing over and over","author":"CutePenguin7272","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122622038/recommended/"},{"id":"39ac8fca-8e36-4a28-8fc4-cc77f07c7733","source":"steam","source_id":"steam:229449520","content_type":"review","title":null,"body_preview":"It's been several years since I've first played Phasmophbia, and over that time there have been many updates and many changes. Some good, some not so good, and many in between. Lately though, the game","author":"Spoon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198066245808/recommended/"},{"id":"917aae42-867f-4ea2-86c1-a40ed8343ef4","source":"steam","source_id":"steam:229451097","content_type":"review","title":null,"body_preview":"I have spent so many hours on this game and i use to enjoy it. But lately since they did the big update its been nothing but people complaining and being upset at the things they did. Like the animati","author":"LilCountryVixen","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198808820473/recommended/"},{"id":"2e763fc6-4a68-4fa9-bcd3-18243a686a6d","source":"steam","source_id":"steam:229454868","content_type":"review","title":null,"body_preview":"absolutely incredible game, but it has a lot of bugs so","author":"stellekeii","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal 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zombies from HL in a city, You","author":"lowcroc","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199105733935/recommended/"},{"id":"22f0c1e9-0b07-4883-96e7-a9052d00b415","source":"steam","source_id":"steam:229431578","content_type":"review","title":null,"body_preview":"it is very fun you can get different maps and weapons and even game modes hide and seek if one of my fav game modes to play with my friends it is worth buying","author":"parkerlyons421","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198685274393/recommended/"},{"id":"62067a9c-18f7-4d8d-8087-50169f2c73c3","source":"steam","source_id":"steam:229433162","content_type":"review","title":null,"body_preview":"it's just pure fun to mess around and theres lot of fun mods nothing is bad about the game unless your uncreative","author":"mr.w.sporing","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198706126978/recommended/"},{"id":"dce5bef0-56c7-4453-b5ba-19d39e254aa6","source":"steam","source_id":"steam:229434349","content_type":"review","title":null,"body_preview":"ive been playing this game since i was a wee lad wetting the bed in my sleep ive always had so much fun with it","author":"orange_juice","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199580369412/recommended/"},{"id":"f8dc23a6-ec41-4c7e-b451-7a09d548a696","source":"steam","source_id":"steam:229434410","content_type":"review","title":null,"body_preview":"i hate being hit by 2006 nissan corola coming at 3000 miles an hour while master chief is driving","author":"No","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755946791/recommended/"},{"id":"bac9e00f-e606-400d-810e-2810b681e183","source":"steam","source_id":"steam:229437248","content_type":"review","title":null,"body_preview":"Афигенная игра если накачать моды или играть на серверах всем кто думает на каком же сервере играть, играйте на z-city охрененный сервер с большим функционалом и реалистичностью","author":"L.aw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199839265537/recommended/"},{"id":"624255a3-8dbd-4498-b46c-e150896c5d2d","source":"steam","source_id":"steam:229403792","content_type":"review","title":null,"body_preview":"I only recently realized I haven't written a review for Portal 2 yet. This was one of the first games I ever got on Steam, close to 20 years ago, and still holds up today. It's a great puzzle game, wi","author":"TPrime411","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198007310013/recommended/"},{"id":"7fbbc90a-1ee0-4570-a20a-21b76420964c","source":"steam","source_id":"steam:229404027","content_type":"review","title":null,"body_preview":"Right now, the voice along is enough to make me not want to play.  Shut the hell up, dude.  You're not funny at all, you're loud, overacted and annoying.","author":"ambientlucidity","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199884243729/recommended/"},{"id":"3647e5af-726b-40fb-a877-2accb5aa2af4","source":"steam","source_id":"steam:229404651","content_type":"review","title":null,"body_preview":"Played this game for the first time, 15 years after release and i can safely say i finally understand the hype, this has to be one of the best story experiences I've had in a long time, especially pai","author":"Novva","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","absence_of_ai_template_phrases","absence_of_synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199123059264/recommended/"},{"id":"86be1d6c-92e3-464e-9042-c551c725726c","source":"steam","source_id":"steam:229406031","content_type":"review","title":null,"body_preview":"\"asbestos is harmless!\" is a trademark of aperture science, remember that.","author":"Horizon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198036499861/recommended/"},{"id":"de8f1da3-f50f-47bf-a4cb-d4427cf6f8c4","source":"steam","source_id":"steam:229409173","content_type":"review","title":null,"body_preview":"This made me tear up, 10/10 love the british robot","author":"Roomy","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199501803503/recommended/"},{"id":"7dc3c020-64ab-4769-b745-5f29f3d189b3","source":"steam","source_id":"steam:229419655","content_type":"review","title":null,"body_preview":"(SPOILER)                                                   \r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\nwheatley a traitor","author":"dasoloqueuerr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199474512314/recommended/"},{"id":"86f5d3c4-6dd0-46d9-8af5-387f6af462f4","source":"steam","source_id":"steam:229421541","content_type":"review","title":null,"body_preview":"Cave Johnson building massive science lab but refusing to buy a wheelchair ramp will never not be funny to me","author":"Krebb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199116277076/recommended/"},{"id":"e17bf5ac-9cdd-4b3d-a8b9-399cb0974244","source":"steam","source_id":"steam:229423016","content_type":"review","title":null,"body_preview":"this game is so funny and the puzzles are challenging.\r\n\r\n10/10 w game","author":"ohmypc7051","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199766140470/recommended/"},{"id":"ad244a3a-60be-401e-ba12-bc6527eed0a9","source":"steam","source_id":"steam:229329456","content_type":"review","title":null,"body_preview":"Cinders > Convergence > Vanilla. But this is a f*king masterpiece regardless, one of the best games ever made 9/10","author":"vendilionchick","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198873279821/recommended/"},{"id":"6b0cdb1e-28a3-4d1a-8667-c7576aac2ee6","source":"steam","source_id":"steam:229339703","content_type":"review","title":null,"body_preview":"This game is PEAK Dark Souls! It looks great, feels great, and plays great! The story, in classic Dark Souls fashion, is convoluted and hard to piece together, but when you do it's amazing! This game ","author":"AGT_Vendetta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199028154398/recommended/"},{"id":"9652c592-55cb-4ce7-8fe2-d923faa4b268","source":"steam","source_id":"steam:229355833","content_type":"review","title":null,"body_preview":"top 10 reasons why dark souls 3 is bad\n- my favorite youtuber hates it\n- it's not The Wonderful 101\n- its extrinsic sensitivity is aesthetically deceptive\n- difficulty was never the point\n- i got hit ","author":"D357r0yR","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061358446/recommended/"},{"id":"45ffd867-e047-4326-bbf3-ab040d397f39","source":"steam","source_id":"steam:229357150","content_type":"review","title":null,"body_preview":"Absolute Cinema, I've dropped just about 50 hours into one playthrough and I haven't even done everything. I played Elden Ring and Bloodborne, and this game, just like those two, is just so good I kno","author":"Tuej","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198811829618/recommended/"},{"id":"4520c4c5-f326-4961-bea4-a7c74e805a10","source":"steam","source_id":"steam:229381484","content_type":"review","title":null,"body_preview":"As someone who played Dark Souls 1 first, I can definitely say that Dark Souls 3 is a phenomenal successor. It really feels like FromSoftware improved almost every aspect from the first game, everythi","author":"August","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198182042778/recommended/"},{"id":"5ce5126b-cd55-4bf3-9a17-f4a0bd899b98","source":"steam","source_id":"steam:229391959","content_type":"review","title":null,"body_preview":"I feel like Subaru getting brutally jumped then revive with all of the trauma of my 170th death wanting to cry of anger \n\n10/10 recommend","author":"Mamie Reo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199542794811/recommended/"},{"id":"e5d56f20-4ed8-4fae-9b77-79be0122cd71","source":"steam","source_id":"steam:229393906","content_type":"review","title":null,"body_preview":"Near perfect game. Best one of the 3 in the DS series IMO.\r\n\r\nHighly recommend.","author":"LiEuTeNaNtDaN81","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198136219345/recommended/"},{"id":"381423ee-4300-4f88-90a5-781ecc74fbfe","source":"steam","source_id":"steam:229401377","content_type":"review","title":null,"body_preview":"A great slice of life game that borders on daily life.","author":"Captain Alex","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198018639090/recommended/"},{"id":"7ac11c5d-5ec1-42a4-bf24-2cf38e401729","source":"steam","source_id":"steam:229418205","content_type":"review","title":null,"body_preview":"Been playing this game when i was a kid on an internet cafe near me, and when i got my own pc as an adult it feels nostalgic to me as always","author":"ZŪKØ","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199871958317/recommended/"},{"id":"ab087a45-5270-4301-bbaa-9205736d753d","source":"steam","source_id":"steam:229419548","content_type":"review","title":null,"body_preview":"fire game let me tell you there was this one time my buddy Keith was talkin' bout' Jimmy and Nick said somethin' and it went somethin' like this\r\n\r\nKeith: \"Man ain't no body like Jimmy Gibs, but there","author":"MasterLemon04","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199693731799/recommended/"},{"id":"ac7f7436-50e8-42ef-8dca-bff016d61b55","source":"steam","source_id":"steam:229420326","content_type":"review","title":null,"body_preview":"i love the game but i hate its servers, its full of chinese ♥♥♥♥♥♥♥ servers which sucks ass because u cant even understand sh, wish theres a way so u only get to  a noraml server, cuz ive tried both o","author":"Schkwi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199244464178/recommended/"},{"id":"368dd868-406f-445b-8690-a2f9fd6590c3","source":"steam","source_id":"steam:229423550","content_type":"review","title":null,"body_preview":"jogo muito bom e divertido, muito bonita e leve, é muito divertido de se jogar com os amigos e recomendo para qualquer pessoa, porfavor, não desliguem os servidores NUNCA","author":"Marolaaaaas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199758854125/recommended/"},{"id":"bd767f9a-9200-48cc-ba37-b0077849fc6f","source":"steam","source_id":"steam:229428162","content_type":"review","title":null,"body_preview":"A classic zombie game that's hella fun and you won't get tired of, almost 2 decades have passed since it first came out but there's still a good amount of player base. That's for a reason","author":"Jill_Valentine19","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198159783959/recommended/"},{"id":"ec23e067-f01b-4688-bca8-57c5847339d9","source":"steam","source_id":"steam:229428373","content_type":"review","title":null,"body_preview":"filled with ♥♥♥♥♥♥♥ cheaters and valve wont do ♥♥♥♥ </3 after ver 10yrs of playing i think if they dont do anything or revert  the blocked people can join back to they cant join.its over.no more l4d2 ","author":"The_goat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199552378694/recommended/"},{"id":"c06256ca-1c52-4334-88a3-af034e00a02a","source":"steam","source_id":"steam:229430535","content_type":"review","title":null,"body_preview":"simple yet so funn. it gets better if you have many friends to play with in campaign/missions.\nalso the public server / game is quite addicting for me, but sometimes i had a forced closed/out from the","author":"Chendyliee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198301056090/recommended/"},{"id":"80d7979f-38c2-4a58-bd44-9792aba22f93","source":"steam","source_id":"steam:229431803","content_type":"review","title":null,"body_preview":"one absolutely incredible zombie game, playing multiplayer matches can be fun, listening to the dialouge of the survivors is fun too, many things in this game are fun and if you haven't tried it, then","author":"Rubocky","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199072813467/recommended/"},{"id":"146522e1-f65b-4c93-b48e-24e2127a6729","source":"steam","source_id":"steam:229432401","content_type":"review","title":null,"body_preview":"It made me 2 times fatter but that's ok because im the fattest man ever","author":"fattest man ever","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","humor_self_deprecation","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198770893019/recommended/"},{"id":"5280d73b-1b6c-4b98-b5ba-e3bfcae7820d","source":"steam","source_id":"steam:229415068","content_type":"review","title":null,"body_preview":"Only issues I've had with this game is account merging and the lack of proper systems to change parental controls without sending an email, other than that gameplay is fun and some people may be dumb ","author":"Caramel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199754225467/recommended/"},{"id":"0b6747c8-8015-46a6-bccd-c1114734628c","source":"steam","source_id":"steam:229415075","content_type":"review","title":null,"body_preview":"Ah, the nostalgia. Like everyone else on the planet, I spent the 2020-2021 lockdowns glued to my iPhone, screaming at my friends and destroying trust lines over who vented in Electrical. Good times.\r\n","author":"Fun fact","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199494632923/recommended/"},{"id":"988e7514-9dc2-4198-a0e1-8b686fbe513f","source":"steam","source_id":"steam:229422922","content_type":"review","title":null,"body_preview":"im noise maker, im a snitch, i dont do nothing on the ship","author":"Modder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198008247402/recommended/"},{"id":"84ebe89c-6d2e-48bb-9ac5-e2012bdd2583","source":"steam","source_id":"steam:229423981","content_type":"review","title":null,"body_preview":"i like this game cuz its fun thats all\r\nalso you can prob play on any modern pc even the ones that suck","author":"ali.rihan9993","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198741240087/recommended/"},{"id":"2af88d80-088a-41a2-ab5d-3106caa549f4","source":"steam","source_id":"steam:229424293","content_type":"review","title":null,"body_preview":"good game. you can swear on your family members and people will believe u :)","author":"eliasxd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","dry_humor"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184932486/recommended/"},{"id":"81a872de-1d39-4a58-84c3-39cf74093632","source":"steam","source_id":"steam:229448117","content_type":"review","title":null,"body_preview":"fond memories of playing this game straight for a summer, probably had more time on the wiki then the game itself","author":"Icicle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198286802405/recommended/"},{"id":"e5662af6-f066-4a84-bebe-43bdf498f11e","source":"steam","source_id":"steam:229448364","content_type":"review","title":null,"body_preview":"No matter what yall say, THIS AINT 2D MINECRAFT. (Well the npc/villager treatment is the same) BUT. I bet you can't fight gods and giant robot guys with a whip or a big ham. The only issue i have with","author":"iLoveRice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199219679577/recommended/"},{"id":"ddddc4ca-36a3-41aa-977f-bba6b9e9f6d8","source":"steam","source_id":"steam:229449033","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥♥ love this game, if i could ♥♥♥♥ it i would . 10/10 would recommend","author":"Jack The Black","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199845371611/recommended/"},{"id":"2441815a-9bb4-4712-b614-86d1371df9a1","source":"steam","source_id":"steam:229450198","content_type":"review","title":null,"body_preview":"I play. I get weapon. Weapon good. Fight boss. Boss kill me. Get new weapon. Repeat.","author":"Medic Lawlor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199697577543/recommended/"},{"id":"d54b5170-e9c6-4151-b296-c40986696b5d","source":"steam","source_id":"steam:229452633","content_type":"review","title":null,"body_preview":"Play this, dont ask, just play, its fun trust me, just play","author":"Diable","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198706070763/recommended/"},{"id":"e0ee4341-9e9c-4315-9a83-50bec87fe9e5","source":"steam","source_id":"steam:229452890","content_type":"review","title":null,"body_preview":"Terraria State of the Game: It's good, nah it's great.\n\nIt's always been good, the 2d pixel art Minecraft cousin, is a classic. Recommended for all platforms, in fact I've played it ad nauseam, on the","author":"When the state withers away","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199385495285/recommended/"},{"id":"f7449276-36cd-449b-a84a-824e93b9073f","source":"steam","source_id":"steam:229413140","content_type":"review","title":null,"body_preview":"oog! oog! me like game Valheim oog! very gutt! very much swords and magical world! oog! interesting building and exploration oog!","author":"suspicious looking cat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198312434045/recommended/"},{"id":"181ad32e-a741-4dbf-9ec1-5f55b5f6a40f","source":"steam","source_id":"steam:229419610","content_type":"review","title":null,"body_preview":"Overall, I like this game, but it does a lot of things wrong, and I am only going to list those flaws. \n\nPlaying it solo is a huge grind, and you have to deal with a lot, especially at night. Your sta","author":"AwesomeName","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044006124/recommended/"},{"id":"94c6dda5-e9db-4ad0-b7f0-83c9a5ce2e81","source":"steam","source_id":"steam:229421338","content_type":"review","title":null,"body_preview":"Exactly what I needed!\r\nIt starts like nothing, and then bits by bits unravels into unexpected depths! I was expecting disappintment and I found one of the best survival game I ever played, with well ","author":"Namidagawa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120778262/recommended/"},{"id":"6694a225-cd8a-4c4d-8993-a38c50228191","source":"steam","source_id":"steam:229424163","content_type":"review","title":null,"body_preview":"I played this on normal without many modifiers, I suggest you change a lot of the core game rules:\nThe game has some balancing issues for sure, namely the mandatory Ashland zone that requires siege eq","author":"Seph","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198022348932/recommended/"},{"id":"3b8b499c-1c9d-4fd0-afd6-ae742c066be5","source":"steam","source_id":"steam:229430785","content_type":"review","title":null,"body_preview":"Incredible game for exploration, base-building (and chores around your base). Atmospheric and great with friends","author":"DC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198093816369/recommended/"},{"id":"41d6e415-3828-4ea0-9019-0ff39ba3c437","source":"steam","source_id":"steam:229432910","content_type":"review","title":null,"body_preview":"\"Do not buy this game. It is just a frustrating version of Minecraft with great visuals but zero logic. It has so many bugs and 'features' (glitches they try to cover up). After playing it for far too","author":"Bloodust","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021265794/recommended/"},{"id":"5ac932d9-827f-4b5d-8151-a7bec73770fd","source":"steam","source_id":"steam:229433025","content_type":"review","title":null,"body_preview":"very addictive and fun to play alone or with friends","author":"Minizurg445","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199019633595/recommended/"},{"id":"ef8922ce-bb7a-4209-b41c-fa6a01357024","source":"steam","source_id":"steam:229433738","content_type":"review","title":null,"body_preview":"An amazing game! I have been putting this game off for too long, im barely off the  starting island and i already clocked in 60 hours. Im not one to play survival games but for some reason i cant put ","author":"Halfbound","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198189576695/recommended/"},{"id":"88563df8-31a4-473c-9e12-ff09c877e4fd","source":"steam","source_id":"steam:229438435","content_type":"review","title":null,"body_preview":"just dumb hard, die in swamp/mountain/plaisn en u neve rget yoru srtuff bac, buggy awell. stukc inn roof, stuck in water, just a big mess","author":"TEMpest12","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198945568580/recommended/"},{"id":"e266a671-dead-4655-8a28-0535147ce945","source":"steam","source_id":"steam:229442900","content_type":"review","title":null,"body_preview":"I'm not the biggest fan of SurvivalCraft games but this one got me. The progression in this game feels patient but so expansive. The gradual buildup from wood to bronze to iron to nordic magic feels e","author":"Uchuma","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.34820452443024136,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062697421/recommended/"},{"id":"346eff02-127d-42e0-b2d7-877723125e87","source":"steam","source_id":"steam:229443498","content_type":"review","title":null,"body_preview":"I like the survival feeling, especially with friends. But I think that the progression gets too boring eventually. The game just repeats itself. You gather materials, make the next best armor, then fi","author":"Cooldude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_over-qualification","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199820720253/recommended/"},{"id":"fc76d73e-b2a8-4784-a29c-a896dd836a26","source":"steam","source_id":"steam:229436039","content_type":"review","title":null,"body_preview":"it is very relaxing game and you will enjoy playing, also has good visuals and story.","author":"Bobtheburgars","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199348288087/recommended/"},{"id":"3ff4c8e4-27c1-4835-aa6d-169bdef8986d","source":"steam","source_id":"steam:229439268","content_type":"review","title":null,"body_preview":"VISIONS OF BIG MAP \r\nOH BIG MAP \r\nPRAISE THE BIG MAP","author":"AGR1C0L3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199842294400/recommended/"},{"id":"0759f50c-42d0-4a16-b6d0-8580d84d4351","source":"steam","source_id":"steam:229439604","content_type":"review","title":null,"body_preview":"I mean you heard of Elden ring enough at this point..","author":"leo.mairot","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198860021846/recommended/"},{"id":"084775d8-b8fd-4c9d-95d0-0ea6439f6bb7","source":"steam","source_id":"steam:229440893","content_type":"review","title":null,"body_preview":"great game. makes u hate yourself, until u get a shiny sword. then you get happy.","author":"Dudemanem","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199201921958/recommended/"},{"id":"58794c6e-4ece-41ab-b872-3ee7e08a6be7","source":"steam","source_id":"steam:229441382","content_type":"review","title":null,"body_preview":"Oh to be a tarnished and journey the lands between, it is such a great feeling, sometimes excrutiatingly joyful and sometimes so beaautiful to look at, I love this one, Thanks a lot for this.","author":"aarush.kashyap21","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199052257822/recommended/"},{"id":"085c8065-6c6b-4f4b-8c05-a4970b84d56a","source":"steam","source_id":"steam:229441501","content_type":"review","title":null,"body_preview":"Elden Ring.... Elden Ring Elden Ring Elden Ring...\r\n\r\nThis game is one of my most anticipated games that I've been dying to play since 2022. After playing most of the Soulborne games (FS), Elden Ring ","author":"badnoah09","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199252628852/recommended/"},{"id":"e68e84f7-202a-4e24-982a-fe3112ace616","source":"steam","source_id":"steam:229443568","content_type":"review","title":null,"body_preview":"Elden Ring has to be one of if not the best game I have ever had the joy of playing. The shear amount of content is astonishing and my three playthroughs to 100% the game were amazing all of which tes","author":"AngryPanda5076","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198870708959/recommended/"},{"id":"8375f9d5-8edd-4211-ab84-55fe6a33081f","source":"steam","source_id":"steam:229444164","content_type":"review","title":null,"body_preview":"This game somehow lives up to the hyperbole of \"Dark Souls but bigger, badder, & bolder\". I didn't think they could do it, but damn it they actually pulled it off. The game isn't perfect: it has it's ","author":"Uchuma","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.34820452443024136,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062697421/recommended/"},{"id":"b7e9f7fe-8730-4bce-9b60-3032b1dc46e6","source":"steam","source_id":"steam:229447526","content_type":"review","title":null,"body_preview":"As a huge fan of the soulsborne series, it was strange to find Elden Ring so polarising for myself. Multiple times I had tried to get through the game only to get burnout halfway through. However, in ","author":"Pudguin","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198051607050/recommended/"},{"id":"69a0d785-9563-4ed3-bd86-ae4448e51a17","source":"steam","source_id":"steam:229456014","content_type":"review","title":null,"body_preview":"i still haven't seen the ending but i hope its a good one :)","author":"bacon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199844945396/recommended/"},{"id":"2552eddd-baa1-4d73-a849-4d81d42be002","source":"steam","source_id":"steam:229456441","content_type":"review","title":null,"body_preview":"really fun one of best rockstar games deffenitley reccoment","author":"Mrgibbles","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199135751859/recommended/"},{"id":"8ce46f84-bd5e-47d3-9ec7-16f3b9934917","source":"steam","source_id":"steam:229442831","content_type":"review","title":null,"body_preview":"What better way to de-stress than to stress over my virtual farm and maximizing my productivity and profit 10/10 no notes","author":"rileylou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199589104376/recommended/"},{"id":"c43a3f0d-a78e-4050-a6fc-6d73ee09948b","source":"steam","source_id":"steam:229443689","content_type":"review","title":null,"body_preview":"One of the best games ever made! Perfect game for a more casual gamer. Fun to play alone or with friends via co-op games!","author":"YourAverageCody","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198963615395/recommended/"},{"id":"c03de70f-7e4e-476f-971b-93af5ecfbde8","source":"steam","source_id":"steam:229446974","content_type":"review","title":null,"body_preview":"didn't fish, didn't play the game, didn't install. thanks obama","author":"Doesnotcommute","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.6818181818181818,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198132931513/recommended/"},{"id":"fa25b974-59e8-4f8f-95c7-95550fd478a9","source":"steam","source_id":"steam:229447402","content_type":"review","title":null,"body_preview":"I got this as a gift from a friend and at first, did not know if I would enjoy it. As I'm sure its disclosed in my 220+ hour playtime for this game, I quite enjoy it! Very fun, and is addicting! What ","author":"0-._Star-Moon_.-0","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199098566795/recommended/"},{"id":"faac03fb-bd16-4c2d-94ab-3a2434a2458f","source":"steam","source_id":"steam:229449940","content_type":"review","title":null,"body_preview":"Stardew is just the ultimate comfort. Big thanks to ConcernedApe for pouring so much love into it :)","author":"morgancwesterman","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198739151826/recommended/"},{"id":"e8a31ca7-a500-4e13-b3e3-f94748779c80","source":"steam","source_id":"steam:229450379","content_type":"review","title":null,"body_preview":"This game, simply put, is a masterpiece. Created by one guy, played by countless... Don't take my word for it. Give it a shot. My wife and I have played through the game up to around 200 hours give or","author":"waldock.eh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198818070805/recommended/"},{"id":"1247460d-1c55-4092-a30a-ce8d8111a874","source":"steam","source_id":"steam:229451148","content_type":"review","title":null,"body_preview":"I can't believe I've deprived myself of such a good game for so long. I've heard about this game for years in passing and heard how great it was; now I see. This is a game you can most definitely play","author":"King_Soro","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198313550451/recommended/"},{"id":"2f3f3345-80c3-4833-9b4c-6e66130c95b8","source":"steam","source_id":"steam:229450670","content_type":"review","title":null,"body_preview":"Great wallpaper sofware, beware, for high quality moving wallpapers, it can eat up your battery faster. Overall 9/10","author":"Mishie P","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198777232957/recommended/"},{"id":"f3162ff5-3c38-4e79-9f24-70fe04b8a910","source":"steam","source_id":"steam:229452747","content_type":"review","title":null,"body_preview":"Big anime booba on my pc 100/10 pretty girl hot epic style. Beside that satire comment I enjoyed having these wallpapers especially the ones that played music, for me it was cod ghosts and the main me","author":"Decoy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199072414116/recommended/"},{"id":"b63f2db9-901d-46c7-803b-2ff71c3ded4f","source":"steam","source_id":"steam:229453173","content_type":"review","title":null,"body_preview":"runs well, has great interfaces and customization, as well as a massive steam workshop library","author":"ThatLicense75","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199785417707/recommended/"},{"id":"1b17ddcd-34aa-4357-ba99-694bf8b4c0cf","source":"steam","source_id":"steam:229396260","content_type":"review","title":null,"body_preview":"Plays great with mods or just straight up as the maker intended.","author":"kroey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198096939981/recommended/"},{"id":"a9ee1a71-fdb9-499b-ba9e-0c766ecc740a","source":"steam","source_id":"steam:229396615","content_type":"review","title":null,"body_preview":"Mods add many new options to the game, such as ability to murder without recompense perchance. The side effect of Narcan. Narcan can cause mild side effects like nasal dryness and headache, but may al","author":"H3L9P","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198876890210/recommended/"},{"id":"d2d12aeb-f3e3-4a12-9ba8-cc67fdbe73be","source":"steam","source_id":"steam:229397168","content_type":"review","title":null,"body_preview":"Just a fun in general game, that allows for creativity and aggression output.","author":"Amador","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198041974384/recommended/"},{"id":"6e85b59e-fcae-47c6-9c14-295758e98de7","source":"steam","source_id":"steam:229398780","content_type":"review","title":null,"body_preview":"This compared to stalker its...HORRIBLE\r\nJesus\r\ni wonder how can people have fun in this trash","author":"Artyom","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199069654875/recommended/"},{"id":"decd3006-9de6-4e7b-bb5b-f8346438a587","source":"steam","source_id":"steam:229411365","content_type":"review","title":null,"body_preview":"Still the best Fallout game to date with regards to game mechanics.\nReally loved the gun customization and base building, as well as the multiple faction endings.","author":"kwarkbaard","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","specific_positive_features","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198031890295/recommended/"},{"id":"3837f12e-1dd3-486a-9550-6b09dc7474fa","source":"steam","source_id":"steam:229414694","content_type":"review","title":null,"body_preview":"the main game plus its DLCs are not that bad, but the cherry on the top of the cake is the FREE Fallout London mod, which turns it into a completely new, and possibly longer game than it was. it's bri","author":"JonC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197988952202/recommended/"},{"id":"28542c91-0cde-4599-bb06-bb708c10f0cf","source":"steam","source_id":"steam:229429721","content_type":"review","title":null,"body_preview":"theres a mod to shoot babys out of a fatman 10/10 game","author":"KIETOMO","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198880276838/recommended/"},{"id":"cab7e3f7-e45d-4c66-b1f6-837c7d9de884","source":"steam","source_id":"steam:229435711","content_type":"review","title":null,"body_preview":"How can a 10 year old game be so broken? Seems like each update makes it less playable than the last.","author":"DaParsnips","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198038521489/recommended/"},{"id":"c261773f-b927-4a63-92d9-0867fe693a2e","source":"steam","source_id":"steam:229445720","content_type":"review","title":null,"body_preview":"A fun looter shooter with a decent story and a crafting element. The point of this entry is that it features a significant step up from previous entries in terms of combat and graphics. However for th","author":"Daniel Dwarf-Lewis","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199077620966/recommended/"},{"id":"3846c5c5-6ffa-4ca9-beec-127758861ac7","source":"steam","source_id":"steam:229452132","content_type":"review","title":null,"body_preview":"didn't know anything about fallout, but i wanted to watch the show and decided to try out fallout 4 alongside it.\nabsolutely love this franchise now.\nlong story short, you play a parent who was in a v","author":"mrCLOWNBAE","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198271827259/recommended/"},{"id":"43f098d8-dec3-4466-81a7-661c8ccb13f9","source":"steam","source_id":"steam:229455000","content_type":"review","title":null,"body_preview":"loading screens are bad REALLY BAD i waited 15 mins on a loading screen. dont waste your time on this trash go play something better like fallout new vagas or fallout 3.","author":"Khan Doorman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199688379762/recommended/"},{"id":"92d33a2b-a93b-44e1-bdb5-3bd84894efe8","source":"steam","source_id":"steam:229298178","content_type":"review","title":null,"body_preview":"fun as always. but do not make any bug and disconnect issue please.","author":"อร่อย!","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198927897372/recommended/"},{"id":"5f5a5f73-236a-4148-ad78-da36441d8f62","source":"steam","source_id":"steam:229304475","content_type":"review","title":null,"body_preview":"I like Diablo and have heard of this game, and decided to try it out. I think it's very similar to Diablo but also has its own style. It's a great game to jump into when you have time and I don't feel","author":"bwbimmerfan85","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055901488/recommended/"},{"id":"182ac79d-1803-4571-baa4-2ad3ce068aba","source":"steam","source_id":"steam:229316526","content_type":"review","title":null,"body_preview":"I've been playing ARPGs since Diablo 1 and this is my favorite by far.","author":"AtomicSponge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197995302514/recommended/"},{"id":"106ca7a6-55c7-4b1f-938c-aa3f89ab0f8c","source":"steam","source_id":"steam:229324830","content_type":"review","title":null,"body_preview":"Great single Player experience, lots of fun builds, and labyrinth as addicting","author":"Thunder Gaming 1735","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199026675073/recommended/"},{"id":"8efb3dd0-57f5-48a7-bc79-73743dd6d279","source":"steam","source_id":"steam:229343160","content_type":"review","title":null,"body_preview":"I hate that it's so good that I keep coming back to it.\r\n\r\nOnly thing that bothers me is macos performance - which 99.5% is not goinf to be a problem for you.","author":"HAZE1337POCAN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198000537185/recommended/"},{"id":"8b5bacc3-4ef9-4ae0-849b-bba61fe02427","source":"steam","source_id":"steam:229362896","content_type":"review","title":null,"body_preview":"top 3 fave games just like that, I love it, this game is worth every moment spent","author":"Martheus A. Ferbiewood the 3rd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197973816277/recommended/"},{"id":"749e5ecb-20a7-49c5-bccd-53e76ef97b3e","source":"steam","source_id":"steam:229372243","content_type":"review","title":null,"body_preview":"I don't even know how many times I start going through the company in the beautiful first part of PoE, I think it's an endless vicious circle to come back. compared to the second part, thank you for h","author":"󠀡󠀡","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.14285714285714285,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199134307536/recommended/"},{"id":"6eb51f14-ee97-4a1b-94c1-19d63651ef9c","source":"steam","source_id":"steam:229384861","content_type":"review","title":null,"body_preview":"Just leaving my positive here dunno if I'll return though seeing as the second is pretty much out now","author":"Gwinborohodiflecto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198353741005/recommended/"},{"id":"035cb3c3-d268-4f06-b046-c9f36059665c","source":"steam","source_id":"steam:229432730","content_type":"review","title":null,"body_preview":"literally had to set a time limit for myself because I will fully lose a day playing this, and I'm still just working through the standard story mode, I love the worldbuilding and the characters (i wi","author":"lunatea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","personal_experience","satisfying_gameplay_description","opinion_and_comparison"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198115021763/recommended/"},{"id":"7d992dae-0e8a-4041-9edc-f5ac3ffc3183","source":"steam","source_id":"steam:229448104","content_type":"review","title":null,"body_preview":"Hello world, tis the season when I glow and the house smells bad. Now you might be wondering, how does this connect four? I don't know much about anything, then why do I smell bad? Path through exile ","author":"Fo Mank","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057120996/recommended/"},{"id":"9932e519-5846-432a-87b6-6880c7d42570","source":"steam","source_id":"steam:229432165","content_type":"review","title":null,"body_preview":"It's been said many times, but warrants repeating, The Witcher 3 is one of the very best games ever made.  Combat is certainly the weak point, but it's still serviceable enough.  But the world and sto","author":"Butch4969","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","balanced_critique","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197967507812/recommended/"},{"id":"09d441ca-87e8-474e-8aa4-2139ac69ffeb","source":"steam","source_id":"steam:229436576","content_type":"review","title":null,"body_preview":"I bought the game on sale with both of it's DLCs and tried playing with a PS5 controller. The tutorial taught all the basic controls to me perfectly. Then I got to the first main town where I was able","author":"Tequila Sunset","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199121884588/recommended/"},{"id":"ed3cdd1a-7a6a-4dd2-9a18-4fa80fa1c91e","source":"steam","source_id":"steam:229436783","content_type":"review","title":null,"body_preview":"For me, this is without a doubt the greatest game of all time. The level of depth in every storyline and the character development rivals some of the best works of fiction. The extent to which player ","author":"Agraxis","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198966469182/recommended/"},{"id":"31fb2c36-ee48-4dae-bff6-546cd94bddb9","source":"steam","source_id":"steam:229438097","content_type":"review","title":null,"body_preview":"Platinumed it on PS4 and I'm still replaying it. Easily my favorite game of all time. I literally cannot get bored of this game.","author":"oxcy","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198880090216/recommended/"},{"id":"7e6f8156-a766-4665-afbb-f713e976d2a5","source":"steam","source_id":"steam:229438100","content_type":"review","title":null,"body_preview":"Easily 200+ hours of hunting monsters and exploring worlds. Coming back to this game again and again, even years and years later.","author":"Nēmō Ludit","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199510744030/recommended/"},{"id":"a4655ad9-0e09-4d98-9612-69e4d1316ef8","source":"steam","source_id":"steam:229444023","content_type":"review","title":null,"body_preview":"Fun, absolute blast.\n\nI don't like what they did to the Netflix show, nor with Witcher 4.\n\nBut that goes without saying.","author":"Joe Coffee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197982605608/recommended/"},{"id":"bea1c87f-ae59-4152-92bb-2013f90b9d0e","source":"steam","source_id":"steam:229446480","content_type":"review","title":null,"body_preview":"Nothing can be said that hasn't been said already. Simply a great game.","author":"Tomzza","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199129150877/recommended/"},{"id":"5d03de35-eff9-4326-acf7-23355843bfa1","source":"steam","source_id":"steam:229446643","content_type":"review","title":null,"body_preview":"Great game. Not much to say that has not been said before.","author":"ajuanmaso","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098187397/recommended/"},{"id":"e1e4950f-641d-4994-b8f0-27e2032ccd49","source":"steam","source_id":"steam:229454331","content_type":"review","title":null,"body_preview":"I DONT WHAT MAKES THIS GAME SPECIAL BUT THIS GAME HOOK ME FROM THE START NEVER PLAYED A GAME LIKE THIS BEFORE THE FEELING OF BEING A WITCHER IN MEDIEVAL ERA IS JUST PLEASING THE CCREATURES  ARE VERY U","author":"Jin20","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198836961162/recommended/"},{"id":"ae6ccf41-d044-40e2-9c1a-99da89a60d4e","source":"steam","source_id":"steam:229455403","content_type":"review","title":null,"body_preview":"good game and bag pl in ele vrajitori de ma ataca <3","author":"<3Fluții:3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199849899467/recommended/"},{"id":"c9ce3587-fab5-4529-8392-668d862825bb","source":"steam","source_id":"steam:229455528","content_type":"review","title":null,"body_preview":"Amazing game that still holds up very well. The story is a fantasy masterclass, very well written, and engaging from the start. Graphics haven't really shown their age either. The characters are all g","author":"wherami","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198094056718/recommended/"},{"id":"8f71e0db-18ba-490b-842e-734e838c0993","source":"steam","source_id":"steam:229392052","content_type":"review","title":null,"body_preview":"Aside from the Payday gang buying their drills from Temu, it's a good game.","author":"Aladdin the carpet bomber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199211120731/recommended/"},{"id":"ac141606-fe08-45e2-be24-1c7dfcfa8f14","source":"steam","source_id":"steam:229404846","content_type":"review","title":null,"body_preview":"“Guys, the …… go get it!” Simulator\n10/10 would drill again","author":"FungunCZ","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199110150735/recommended/"},{"id":"beaabdb9-cd09-4256-bdbd-4c06fc0b3cf8","source":"steam","source_id":"steam:229428443","content_type":"review","title":null,"body_preview":"i got this after also buying payday3 and i forgot how much better this game is","author":"Bucks1213","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198732939179/recommended/"},{"id":"fa744a02-b20a-47dc-a25d-fa700962f997","source":"steam","source_id":"steam:229434312","content_type":"review","title":null,"body_preview":"this game is very good, and has one of the best soundtrack ive ever heard, and its very fun to play. However there are too many dlcs that u have to pay for, the butcher and exists and for some reason ","author":"Matthewdante","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinionated_stance"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029397609/recommended/"},{"id":"4e17f7e3-b5e8-4317-bdff-f76c55d61383","source":"steam","source_id":"steam:229437728","content_type":"review","title":null,"body_preview":"Ok so this game is AMAZING, yes there are a lot of DLC (with work arounds), yes its on the old side, yes it has been poorly run in the past, BUT recently with Sidetracked Games coming in it has been o","author":"Space","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_contextual_knowledge"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198300297599/recommended/"},{"id":"9aafb962-df8e-4aa3-81ad-ba8366fe15de","source":"steam","source_id":"steam:229449710","content_type":"review","title":null,"body_preview":"its very good to have game like payday2 good gun good task","author":"King_Star","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198814328505/recommended/"},{"id":"77ed3d39-8089-48a4-ac25-f3ff1b30e80f","source":"steam","source_id":"steam:229450604","content_type":"review","title":null,"body_preview":"As someone who owns this game on 2 different platforms, i can certainly said:\r\nBetter than payday 3","author":"CSecretive","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198974401636/recommended/"},{"id":"c183a023-d872-4c4d-bd56-2c3f1d8ea274","source":"steam","source_id":"steam:229455289","content_type":"review","title":null,"body_preview":"One of the most goated games ever made on the planet","author":"jEdaC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199157781952/recommended/"},{"id":"0463b853-3780-4052-ab72-c581dfbaf52c","source":"steam","source_id":"steam:229402636","content_type":"review","title":null,"body_preview":"Great game for solo play and friends, lots of content to enjoy. \n\nIf you want free stuff in-game use code: D0F7-F499-4538\n\"Communication > Friends > Refer Tenno\" from the game's main menu.","author":"InstaHeal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198170545642/recommended/"},{"id":"cb7fda77-c9e2-4bb1-b4e5-cb9517708996","source":"steam","source_id":"steam:229412153","content_type":"review","title":null,"body_preview":"Warframe - this might be the best F2P game I have ever played in my life. With that said, this game is strictly not for everyone. \r\n\r\nEvery gamer I have known who likes to be a space ninja star wars s","author":"GedFury","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","strong_opinions","platform_fluency","template_phrases","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199175938640/recommended/"},{"id":"fa745dca-df43-455a-a894-e9d162a3ea77","source":"steam","source_id":"steam:229414910","content_type":"review","title":null,"body_preview":"the constant forced dialogue is beyond annoying. you get a meesage in your inbox and suddenly you have 3 people talking over you about it, while forcing you to read it... what sense does that make? yo","author":"LagOwned","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198039764216/recommended/"},{"id":"8fa262ed-62ee-435a-8818-9fc6a746a661","source":"steam","source_id":"steam:229415513","content_type":"review","title":null,"body_preview":"One of the only games left where devs respect your money, and time to an extent. 20$ in other games will get you a single skin, here (with 75% daily discount) it will set you for life. \n\nKinda got mov","author":"LeEpicGamer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199093814610/recommended/"},{"id":"5884c3f4-bbff-4249-b265-55ad5944864f","source":"steam","source_id":"steam:229416611","content_type":"review","title":null,"body_preview":"Thousands of hours of content, insane powerscaling","author":"robot_0730","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199168646617/recommended/"},{"id":"956becd3-c172-44aa-ae71-d6caa1b87158","source":"steam","source_id":"steam:229419762","content_type":"review","title":null,"body_preview":"Very fun game but i hated getting to end game wasn't a clear path at all and took insane amounts of random stuff all coming together just for you to be somewhat ready but you can literally lose an acc","author":"THE BURNED MAN","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","strong_opinions","absence_of_template_phrases","terse_style"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198858779304/recommended/"},{"id":"a96b1402-4d81-4105-92f9-1d4d638f43a1","source":"steam","source_id":"steam:229422553","content_type":"review","title":null,"body_preview":"Good game include the community are awesome! The stars make me feel lonely and miss someone who is far away.","author":"BatSaberX","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198145155879/recommended/"},{"id":"fef32b74-a86c-4c56-87b1-16286540eeaa","source":"steam","source_id":"steam:229422718","content_type":"review","title":null,"body_preview":"I’m a Destiny 2 refugee (if my profile picture didn’t give it away). I’m about 54 hours into Warframe, and honestly, I thought I wouldn’t enjoy it. Half the time I’m confused about what to do, but tha","author":"Crystalvoid22","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","personal_perspective"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199667476242/recommended/"},{"id":"9afba0af-b526-4b97-b6d4-fb34ff42f15b","source":"steam","source_id":"steam:229441323","content_type":"review","title":null,"body_preview":"Fast pace. Authentic vehicles team play....and more","author":"Stanaslov","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198989201152/recommended/"},{"id":"24fd3543-e57b-44aa-817a-d1eef5caf290","source":"steam","source_id":"steam:229441688","content_type":"review","title":null,"body_preview":"Its like Crack, horrible expensive addiction.... Once you start you cannot stop and 5 years down the road you wonder where tf did all ur time go. Amazing game, i love it, many people hate it. They sti","author":"MrShadyKills","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043468539/recommended/"},{"id":"75df8682-e11f-4e08-9f12-2a74b268cf12","source":"steam","source_id":"steam:229441921","content_type":"review","title":null,"body_preview":"Gaijin: \"we dont want players to purchase their way to the top\"\nAlso gaijin: Proceeds to add premium vehicles at every tier including top tier\n\nbut honestly, they lock so many cool planes behind insan","author":"Mr Worldwide","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198294646184/recommended/"},{"id":"bed71898-91f0-475b-9651-ea774fb0a2cf","source":"steam","source_id":"steam:229443917","content_type":"review","title":null,"body_preview":"1 join grind\r\n2 join america\r\n3 hates it \r\n4 keep playing \r\n5 get one tank after 3 million hours\r\n6 quit bcouse of the ragebait from russia\r\n7 joins russia\r\n8 we love STALINIUM\r\n9 go on with the grind","author":"superedje69","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199728567055/recommended/"},{"id":"14dbc816-0474-4849-8b84-b82072794adf","source":"steam","source_id":"steam:229444320","content_type":"review","title":null,"body_preview":"If u like historical battles this is not the game. Cause u can be using ww2 era  vehicle   and see a 1960s ve- modern day In that br. But flying is were it okay and balanced. Only thing with this is u","author":"End periods  cramps","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","lack_of_ai_polish","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199151912264/recommended/"},{"id":"10190657-de45-49c7-9772-24d60987a098","source":"steam","source_id":"steam:229444755","content_type":"review","title":null,"body_preview":"Horrible economy, like horrific, like OMG 80 dollars for a premium vehicle. I could buy 2 weeks of groceries for myself.","author":"Link","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198987610420/recommended/"},{"id":"cd652844-beee-49f7-8d49-85ea28b443fc","source":"steam","source_id":"steam:229444985","content_type":"review","title":null,"body_preview":"Premium slop + unbalanced makes this game hard to play as a F2P.\n\nThe past updates also don't help they really suck with all the premiums.","author":"raisin_boi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199543836162/recommended/"},{"id":"ed30e60b-235a-49f3-8b13-15a28ed1aa7d","source":"steam","source_id":"steam:229263641","content_type":"review","title":null,"body_preview":"Just came to say that I will never forgive this game. This was the best game I have ever played, that got destroyed by pure greed. Pure greed. Best mechanics, best raids, best vibe, best gameplay, so ","author":"Big Slime","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198043990625/recommended/"},{"id":"f5444f8c-6ac7-4a5e-9872-bd0d074bcedc","source":"steam","source_id":"steam:229287927","content_type":"review","title":null,"body_preview":"TLDR; Play the campaign for the story if you want to, as the combat/visuals/gameplay are 10/10. Otherwise, I would highly advise against getting into Lost Ark solely for the endgame experience in 2026","author":"Buns","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021262484/recommended/"},{"id":"458aa960-8431-4c7a-879f-1d955643ef08","source":"steam","source_id":"steam:229320915","content_type":"review","title":null,"body_preview":"This game is so fun and creative in many ways possible. Better than any other Top down view mmoarpg that I know of.","author":"MapleClaw","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198358304952/recommended/"},{"id":"9d07f9b9-4e46-4b40-aba5-45de1220b810","source":"steam","source_id":"steam:229379663","content_type":"review","title":null,"body_preview":"Definetly one of the best games I have ever played.","author":"Bobbyshakyhands","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198732084543/recommended/"},{"id":"c2a6a622-b304-4387-adc8-f8e03eb6e3a5","source":"steam","source_id":"steam:229393597","content_type":"review","title":null,"body_preview":"the best game ever even on mobile those who got before ark ultimate mobile edition but yeah if you can please let the settings menu on pc more clean please i wasted half of my time just to do the keyb","author":"jsjjjsqr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199527998458/recommended/"},{"id":"f996e1cc-7fe5-497a-af59-dd296b16343d","source":"steam","source_id":"steam:229395365","content_type":"review","title":null,"body_preview":"Used to be my favorite game since i was a child I used to love the concept that the game has built and on realistic graphics aswell. It has now become unplayable for me since the storage requirements ","author":"revvneet","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199078024757/recommended/"},{"id":"0664dd9b-b329-4eb0-99e4-a87bcf7196d3","source":"steam","source_id":"steam:229407706","content_type":"review","title":null,"body_preview":"Too slow, too many you cant do that even tho you have the resources.  Power to people who got enjoyment from it","author":"GameOverRIP","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197984099196/recommended/"},{"id":"40596bfb-c88f-4dd7-ba91-aca02976f6ce","source":"steam","source_id":"steam:229412891","content_type":"review","title":null,"body_preview":"unoptimized piece of junk, one alt tab and i have to restart the game \ni wish i could refund it, and i got the game for free","author":"cat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199128108025/recommended/"},{"id":"e202bd17-cf86-4b4b-8d8c-0cda74756f14","source":"steam","source_id":"steam:229412892","content_type":"review","title":null,"body_preview":"I genuinely believe ARK is one of the greatest scams ever disguised as a dinosaur game.\r\n\r\n“Want to ride a T-Rex?” Sure… after getting a PhD in crafting, collecting 8 million rocks, harvesting enough ","author":"Vernalyx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199480539835/recommended/"},{"id":"e18ff6d3-3b3a-4062-a61b-8218168d88c9","source":"steam","source_id":"steam:229415741","content_type":"review","title":null,"body_preview":"good if you want a realistic minecraft but with dinosuars and guns","author":"Gizbow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198780847168/recommended/"},{"id":"58216509-3b20-4c0d-95ec-0258b1786d61","source":"steam","source_id":"steam:229423413","content_type":"review","title":null,"body_preview":"I used to like the game but it’s barely playable now:\n- my game crashes all the time \n- the graphics are bad\n- i have long loading screens\n- lots of frame drops and i barely get 100 fps but ark ascend","author":"Foawy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199112188987/recommended/"},{"id":"87548672-9dbf-44ad-a35a-8aeaf47059b2","source":"steam","source_id":"steam:229423530","content_type":"review","title":null,"body_preview":"would recommend this game but its not fun getting pounded by 2 gigas at the same time but i stull would recommend this game, just try to not get touched.","author":"csklaus44","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199143495406/recommended/"},{"id":"e6ce241d-b796-4e7c-ab69-319411476fcd","source":"steam","source_id":"steam:229435651","content_type":"review","title":null,"body_preview":"a blast of a game for players who like stuff like CS and VALORANT","author":"surgexjax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198699662625/recommended/"},{"id":"f27e4a18-122a-4e5d-9a4b-a579c625626b","source":"steam","source_id":"steam:229435682","content_type":"review","title":null,"body_preview":"Tom Clancy's Rainbow Six Siege is an incredible tactical shooter that stands out because of its deeply rewarding team-based gameplay. Every match encourages communication, strategy, and coordination, ","author":"TheBaconFellow","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199208185664/recommended/"},{"id":"8107b4e9-ab54-4382-ba87-e4be0c0f1720","source":"steam","source_id":"steam:229436951","content_type":"review","title":null,"body_preview":"Like a hot toxic ex, you will leave one day but soon the its whispers will pull you in some day.","author":"ISteveStylez","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198050762761/recommended/"},{"id":"3818537d-51bc-4ee2-907f-cc20c2ffd3c4","source":"steam","source_id":"steam:229437705","content_type":"review","title":null,"body_preview":"makes me wanna jump off a bridge when my team destroys all walls they see are soft","author":".","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229736084/recommended/"},{"id":"f2b07c46-b353-434e-acfa-0fa29552182a","source":"steam","source_id":"steam:229439536","content_type":"review","title":null,"body_preview":"The species that reside here are of great variety.\nThe great, the dumb, the naive, ...\nI get to sweat, I get to cry, I get to see my friends struggle\nA great simulation of current days life","author":"Endorsia","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","potential_human_indicator_emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199168341747/recommended/"},{"id":"11b8e5fe-1365-4a37-8d57-11a4e69b0162","source":"steam","source_id":"steam:229455474","content_type":"review","title":null,"body_preview":"Youll load in fine your first time playing then next time you try youll get stuck on \"loading: receiving data\" and the game will stop responding with a blue cursor of death.","author":"Jazbo.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199171809692/recommended/"},{"id":"35070082-567c-4fac-a69f-02612a10e33b","source":"steam","source_id":"steam:229456549","content_type":"review","title":null,"body_preview":"Games got many problems with addictions and mental health","author":"Jack21","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199512331322/recommended/"},{"id":"de4f4cb1-993a-4747-b911-6d0f7617a319","source":"steam","source_id":"steam:229457048","content_type":"review","title":null,"body_preview":"this game made me want to hurt others and hate life,","author":"Gurt","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199080386943/recommended/"},{"id":"bcfdf806-d13e-4a38-a317-9559025837b8","source":"steam","source_id":"steam:229457892","content_type":"review","title":null,"body_preview":"This game made me realize that i have a racist side.","author":"Sulfur Ore","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199857622954/recommended/"},{"id":"607ef492-358e-4a70-acdc-43014e3afc3c","source":"steam","source_id":"steam:229457915","content_type":"review","title":null,"body_preview":"Join server\r\nrun from beach\r\nhit tree\r\nDIE\r\nrespawn at beach\r\nRun\r\nhit tree\r\nhit rock\r\nDIE\r\nRepeat until I have base\r\nOthers find my base \r\nThe blow it up\r\nI DIE\r\nREPEAT EVERY DAY\r\n\r\n\r\n\r\ngreat game","author":"DINODUDE445","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199794505753/recommended/"},{"id":"e8273195-1e4e-4b1f-aaed-a1bdc0cfac8f","source":"steam","source_id":"steam:229394564","content_type":"review","title":null,"body_preview":"GTA 5 is still one of the best open-world games ever made. The story is amazing, the graphics still look great, and the gameplay never gets boring. The three-character system keeps the missions fresh,","author":"kkjrock26","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199055180116/recommended/"},{"id":"3a7ce599-a82c-4e91-87c0-1bf39bb95818","source":"steam","source_id":"steam:229397363","content_type":"review","title":null,"body_preview":"i love this game\r\n\r\n---{ Graphics }---\r\n☐ You forget what reality is\r\n☑ Beautiful\r\n☐ Good\r\n☐ Decent\r\n☐ Bad\r\n☐ Don‘t look too long at it\r\n☐ MS-DOS\r\n\r\n---{ Gameplay }---\r\n☐ Very good\r\n☑ Good\r\n☐ It's jus","author":"thanhtrunggle80","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","human_indicator_template_usage","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199434525004/recommended/"},{"id":"1af1fd57-5099-47a1-b4f9-9f1817ad55e1","source":"steam","source_id":"steam:229398597","content_type":"review","title":null,"body_preview":"i found it quite joyful and it is really fun with mods snkl","author":"bkrautner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198797611056/recommended/"},{"id":"0f79e55c-de90-4582-9ec3-1fc5e2ad2c40","source":"steam","source_id":"steam:229401632","content_type":"review","title":null,"body_preview":"i revisited this game years later and it's still great unlike my ex that got fat af","author":"Future","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198347221476/recommended/"},{"id":"55d8232e-83ef-4e23-b322-b9aee136790b","source":"steam","source_id":"steam:229404465","content_type":"review","title":null,"body_preview":"Good driving simulator. But for driving sim purposes i wish the map was a bit bigger","author":"nathanbathan1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199530158436/recommended/"},{"id":"8feb7b29-2c33-488e-814b-3181bbbf267f","source":"steam","source_id":"steam:229442677","content_type":"review","title":null,"body_preview":"I've seen many videos of this game and being able to play is an amazing feeling.","author":"Taylor","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199053258526/recommended/"},{"id":"4293b7f4-bf19-4b43-8674-76c4cc2b67c6","source":"steam","source_id":"steam:229445653","content_type":"review","title":null,"body_preview":"Zero servers with my skill level, i just die instantly","author":"Egg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199164156924/recommended/"},{"id":"1f6b6e33-c651-4b66-a2d1-1aab426a8b4a","source":"steam","source_id":"steam:229445708","content_type":"review","title":null,"body_preview":"Basically team fortress wasn't enough so they made 2.","author":"Tuna Mayo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198405991190/recommended/"},{"id":"7456f3d0-6703-412e-80bf-fa88041f9b3e","source":"steam","source_id":"steam:229447093","content_type":"review","title":null,"body_preview":"amazing game, love the classes and weapons each class has","author":"WarriorL1227","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198724669827/recommended/"},{"id":"fb4c7c98-3bc3-4258-b8cd-b4c2c35503f1","source":"steam","source_id":"steam:229435719","content_type":"review","title":null,"body_preview":"Its a fun game but ill admit the skill matchmaking could use some work considering I was with Apex Preds in my first Non bot match","author":"mcalliancooper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755675495/recommended/"},{"id":"9ba35cd7-dcc2-4abd-88c6-e1e73be60100","source":"steam","source_id":"steam:229436587","content_type":"review","title":null,"body_preview":"Really good shooting and when you get used to it it's really fun.","author":"CocoNinsh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198757787883/recommended/"},{"id":"f54fe750-22cd-49cf-bf65-6ef783ad7ad7","source":"steam","source_id":"steam:229439070","content_type":"review","title":null,"body_preview":"They made the trio game unable to trio. This game sucks.","author":"fishybandit.fb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199485828890/recommended/"},{"id":"ad64aa3a-3323-48ba-9d19-3617e0ea9e17","source":"steam","source_id":"steam:229442375","content_type":"review","title":null,"body_preview":"The games kinda like crack because you know its really ♥♥♥♥, but its fun to play.","author":"Dr Pepper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199779356295/recommended/"},{"id":"050c6f39-e71e-44cc-8801-2ed01b8b487e","source":"steam","source_id":"steam:229442732","content_type":"review","title":null,"body_preview":"This game makes me want to kill myself when i play it with someone named T Gibblez if you see him in the lobby RUSH him he is ass and wont damage u at all so dont be afraid!","author":"Tundra!","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199395708095/recommended/"},{"id":"58aba424-b1dd-431e-8faf-51a9d72c3dbe","source":"steam","source_id":"steam:229447847","content_type":"review","title":null,"body_preview":"the game is just a amalgam of ♥♥♥♥, the company is the greediest company ive ever seen on this planet, the only content are some skins and bundles that you have to buy, most of the LTM are pure recycl","author":"Machikov","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198791177849/recommended/"},{"id":"99bdcfca-3007-4181-b490-6ab1df7d3505","source":"steam","source_id":"steam:229448019","content_type":"review","title":null,"body_preview":"I’ve put 300 hours into Apex Legends and honestly think it’s an amazing game. The only real issue is the learning curve. It’s basically Rainbow Six Siege but as a battle royale. It's an incredible exp","author":"Benny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199088570846/recommended/"},{"id":"864e11ef-c43e-4574-a6b9-3f804c659fd4","source":"steam","source_id":"steam:229449791","content_type":"review","title":null,"body_preview":"this game is deadass ♥♥♥♥ not worth spending your time and money on it roblox has better servers then this ♥♥♥♥♥♥ ass game.","author":"bp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199190850250/recommended/"},{"id":"113063af-c011-4e3f-9c4a-a020ef1a82c8","source":"steam","source_id":"steam:229437274","content_type":"review","title":null,"body_preview":"it is not randomly to be on losing streak and winning streak. this game monitor players to put them lose or win. don't try to deny it, statistic from w/l streak is very strange, it does not follow the","author":"Ba Trái Bơ","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_balanced","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198341229268/recommended/"},{"id":"2fff1c08-f552-489d-b53b-31163424f4ab","source":"steam","source_id":"steam:229437279","content_type":"review","title":null,"body_preview":"♥♥♥ ТОЛКУ С 2013 НЕ ЧЕГО НЕ ПО/МЕНЯЛОСЬ ... НЕ ИНТЕРЕСНО  РЕЙТИНГ ПИКАЮТ И ♥♥♥♥♥ ИМ НА ПОРЯДОСНОСТЬ :d","author":"sᴏʀʀʏ, ɪᴛ`s ɢɢ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199889110210/recommended/"},{"id":"3fda843e-537a-4342-a217-f8585c698154","source":"steam","source_id":"steam:229440137","content_type":"review","title":null,"body_preview":"Title: “A Deep, Competitive Masterpiece — Dota 2 Never Gets Old”\r\n\r\nI’ve been playing Dota 2 for years, and it never fails to surprise me. This game is a true masterpiece of strategic depth and compet","author":"STRIHKOD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198114766519/recommended/"},{"id":"5cbdd5fa-a0d4-4a3c-ac80-6416a1849988","source":"steam","source_id":"steam:229447320","content_type":"review","title":null,"body_preview":"Heroes of Legends 3: The Frozen Throne expansion. defeat the Ghoul King in Frostcrown Bastion after uncovering the evil plot of the champions of Newerth. Enter the Dark Portal once again to confront t","author":"Doesnotcommute","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.6818181818181818,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198132931513/recommended/"},{"id":"ada36e54-a9de-4552-88bd-015032a31ca5","source":"steam","source_id":"steam:229397327","content_type":"review","title":null,"body_preview":"RU: ваще топ только скачал игру а уже против задротов с 400 лвлом играю, это даже не минус а плюс игре ( моё мнение )\nEN: It's absolutely top-tier—I just downloaded the game and I'm already playing ag","author":"𝐷𝑂𝑀𝐼𝑁𝑂 💢","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199843113227/recommended/"},{"id":"fd8418fe-7e3f-4d71-bd49-6fd7e881d59c","source":"steam","source_id":"steam:229407853","content_type":"review","title":null,"body_preview":"im bored to the point i downloaded pupg for the first time but i didnt like it","author":"e t h e r e a l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199729401865/recommended/"},{"id":"edcaf3b3-fe48-403c-a9eb-b8cb40a81e3d","source":"steam","source_id":"steam:229416952","content_type":"review","title":null,"body_preview":"one of the hardest games but i like it because its very competitive","author":"LEON444","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199434864781/recommended/"},{"id":"34cafaa5-8c52-4ddd-a46c-09abee18eff1","source":"steam","source_id":"steam:229425335","content_type":"review","title":null,"body_preview":"This game feels like forced intercourse with Satan, and you will hate every single second of it. \r\n10/10 though. No game like it.","author":"lavie.sr","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198737130893/recommended/"},{"id":"a080633b-0dd5-4995-bcf7-867dfc102675","source":"steam","source_id":"steam:229428197","content_type":"review","title":null,"body_preview":"cant reconnect after disconnect for a while even though the connection stable","author":"FransGB","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198993619583/recommended/"},{"id":"96ff0a6c-f850-4d34-9396-2de0d239c3f5","source":"steam","source_id":"steam:229429018","content_type":"review","title":null,"body_preview":"I can play perfectly fine the whole time, until the time I have to fight the server just explode on me. 10/10 will farm to feed enemy again","author":"FZeroZ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198872397607/recommended/"},{"id":"b8549b74-8b43-4b8e-a8f5-9b442d53e481","source":"steam","source_id":"steam:229429866","content_type":"review","title":null,"body_preview":"Firstly, play the mobile version instead. I honestly don't understand why I get paired with level 10 bots. 🤖 I literally dropped 15 kills in Pochinki, had a Level 3 vest, and an AWM. All you had to do","author":"Kiss_Of_Kill","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","over_qualification","missing_platform_voice","false_specificity","emotional_authenticity","human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198020746864/recommended/"},{"id":"77d97d1d-9cb5-4733-947f-c68c2f2ef3b6","source":"steam","source_id":"steam:229450919","content_type":"review","title":null,"body_preview":"I’ve spent 25 years living in a communist country whose government has perpetrated the worst crimes against humanity over the last two decades; so, if I’ve waited my whole life for change, I think I c","author":"ŁÊŤ ÏȚ ŘĪÐĘ!","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198727032400/recommended/"},{"id":"4a886ef3-48fe-4591-bc96-dc21ad975076","source":"steam","source_id":"steam:229451551","content_type":"review","title":null,"body_preview":"Really good game i broke my mouse because this good game...","author":"Vexiq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198108501686/recommended/"},{"id":"bbdfe8cb-9d5c-4feb-9791-98ac5cf252bd","source":"steam","source_id":"steam:229451889","content_type":"review","title":null,"body_preview":"Pros:\n - GOLD GOLD GOLD\n\nCons:\n - No GOLD GOLD GOLD","author":"Ducky","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199111316995/recommended/"},{"id":"0b642211-2376-4316-9694-8de945f2e8aa","source":"steam","source_id":"steam:229452814","content_type":"review","title":null,"body_preview":"Wanna get railed up the ass with 20 ms of net  jitter with perfectly fine internet just to go 4 and 19 with a staggering 3 FPS than CS2 is the game for you!","author":"RedOCarolina","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199043165850/recommended/"},{"id":"d1e0fb62-a4e5-44b3-b0bc-9d3baf93ceb9","source":"steam","source_id":"steam:229453019","content_type":"review","title":null,"body_preview":"Without a doubt, the best first-person shooter, especially when it comes to shooting — everything here is balanced, precise, and fun. Most other games after it will be a total disappointment. Plus, CS","author":"Justmate","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jul 03 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198930288189/recommended/"},{"id":"0bf17089-f432-42c4-abdd-716d4b075196","source":"hackernews","source_id":"48758170","content_type":"comment","title":null,"body_preview":"Nice finding, golang and kubernetes toolset is always surprisingly enough and friendly for doing such debuggings. Currently me to running this version so kudos to you!","author":"lanycrost","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758170"},{"id":"dd94c114-6920-4032-aee8-fda5b3a13ad2","source":"hackernews","source_id":"48729781","content_type":"comment","title":null,"body_preview":"Reminds me of https://www.opensourceecology.org/, but way more low tech. One could actually try the Open Source Low Tech designs without having a small fortune to spare or gathering a considerable com","author":"gaigalas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_stance","specific_reference"],"bot_score":0.15102885803979182,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48729781"},{"id":"1bbc8a5a-100f-4bf0-90f3-c31c9169f429","source":"hackernews","source_id":"48738438","content_type":"comment","title":null,"body_preview":"I've always found that what science is really lacking is closed, proprietary ecosystems trying to build for-profit moats around research.\nThank our lords at Anthropic for stepping into this void","author":"cowpig","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48738438"},{"id":"7ce10ce4-6f46-4fd9-a76a-b6b44506db9a","source":"hackernews","source_id":"48736257","content_type":"comment","title":null,"body_preview":"Blog post: https://www.anthropic.com/news/claude-science-ai-workbench","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48736257"},{"id":"6da35ecd-b0e0-4cd0-ad25-350f0df1464a","source":"hackernews","source_id":"48757755","content_type":"comment","title":null,"body_preview":"Claude Science: $200/mo. Me, a scientist: copy-pasting into Claude and saying \"I did the analysis.\"","author":"zftnb666","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0.11585123398065894,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757755"},{"id":"c44167b8-c57a-45bf-bbaf-2927d45aaecc","source":"hackernews","source_id":"48758281","content_type":"comment","title":null,"body_preview":"Postgres design is very complex at first look, but very greatly designed and meaningful, I very like the way they support table-spaces. Good reading!","author":"lanycrost","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","concise_positive_feedback"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758281"},{"id":"243ed9de-d10f-4899-a3c5-c8a1c198b54d","source":"hackernews","source_id":"48748953","content_type":"comment","title":null,"body_preview":"I'll be the person who says what a lot of us believe, and even more know: the internet was cooked when the general public started to use it. The magic, community and naivety were all washed away when ","author":"skeeter2020","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748953"},{"id":"ce5acd10-9afd-48e4-a305-272223d8a259","source":"hackernews","source_id":"48766744","content_type":"comment","title":null,"body_preview":"This might have been an inspiration for season 5 episode 5 of Endeavour (2018).","author":"evanjrowley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766744"},{"id":"a40d0fb3-31d1-44df-949b-0bcf06996941","source":"hackernews","source_id":"48762955","content_type":"comment","title":null,"body_preview":"How does this compare to using Pulumi with golang?","author":"theIntangible","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762955"},{"id":"681b82dc-ba31-4f4d-bf37-289a7019e795","source":"hackernews","source_id":"48756418","content_type":"comment","title":null,"body_preview":"This seems absolutely lovely. In my codebase, going back a long way, I built a simple project/company-specific Rust crate called `devops`, which I use to manage all IaC infrastructure building and eve","author":"tekacs","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756418"},{"id":"d22f2a31-066b-464f-b310-49a78ef7f71a","source":"hackernews","source_id":"48760745","content_type":"comment","title":null,"body_preview":"Love to see that Emacs can still capture the atention of new CS students.","author":"hgp22","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760745"},{"id":"6c57176f-cb7f-4eee-8742-9a5e491275e1","source":"hackernews","source_id":"48766458","content_type":"comment","title":null,"body_preview":"Looks like digga.dev is not setup to receive email.","author":"fragmede","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08153888283957335,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766458"},{"id":"d32db750-97aa-4bd7-bc8f-b8dcf31cb52b","source":"hackernews","source_id":"48765528","content_type":"comment","title":null,"body_preview":"I didn’t know domain tools were still a thing, but this looks great. One small suggestion: the home hero could be shorter so the lookup input is visible sooner.","author":"murats","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765528"},{"id":"157580c4-c4c2-4304-949c-8915d2dc0dc2","source":"hackernews","source_id":"48754501","content_type":"comment","title":null,"body_preview":"Wondering, how this deals with drainage in heavy rainfall?","author":"fittingopposite","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754501"},{"id":"b56ed40d-6a7f-409d-9c97-02e4e099aa77","source":"hackernews","source_id":"48763933","content_type":"comment","title":null,"body_preview":"More or less: The pot calling the kettle black ?\nIf you research this you will discover St Pius is a quite conservative sect based in Switzerland, all their masses are in Latin and LBGT is not accepta","author":"DivingForGold","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","external_link_provided"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763933"},{"id":"6aa7d870-3848-4a76-b78d-c50de8cf0ab3","source":"hackernews","source_id":"48763952","content_type":"comment","title":null,"body_preview":"The Society of St. Pius X seems to be the \"no systemd\" of the Catholic church.","author":"sunshine-o","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763952"},{"id":"4bde5e60-90ee-4fee-97b6-53f19e2e4187","source":"hackernews","source_id":"48766036","content_type":"comment","title":null,"body_preview":"…the SSPX consecrated four new bishops in direct defiance of Pope Leo XIV, who had urged the SSPX to hold off for the sake of the church's unity.\n    \n    In a decree, the Vatican excommunicated the f","author":"dlcarrier","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766036"},{"id":"7247c62f-0535-40e4-93e5-5512d10ab161","source":"hackernews","source_id":"48766913","content_type":"comment","title":null,"body_preview":"> declared SSPX priests to be schismatic, and therefore excommunicated, and invalidated the sacraments of confession and marriage that they administer.\nThis is the big part no one's talking about. Aft","author":"michaelfm1211","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766913"},{"id":"1a86e0de-6608-4a86-a689-cad1879f6d0c","source":"hackernews","source_id":"48758456","content_type":"comment","title":null,"body_preview":"This is a good example of another thing you get in the box when you simply pay the man.\nhttps://learn.microsoft.com/en-us/sql/relational-databases/r...","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758456"},{"id":"aef9288f-8727-4cb0-8b10-5c2c05fe8edc","source":"hackernews","source_id":"48756866","content_type":"comment","title":null,"body_preview":"Hi, I'm the lead engineer for Traffic Control.  Glad to see it back in the news!  If anyone's interested in more detail about how it works, check out https://planetscale.com/blog/behind-the-scenes-how","author":"dukepiki","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756866"},{"id":"53566787-65de-4b54-b56b-4979012a42aa","source":"hackernews","source_id":"48757521","content_type":"comment","title":null,"body_preview":"Deceptive query plans (eg. due to very specific write shapes), lack of QoS classes (to priorize OLTP requests over OLAP ones without spawning a read replica), manual partitioning that is way too manua","author":"superboum","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757521"},{"id":"1a769451-c376-4338-846a-685dca9d203e","source":"hackernews","source_id":"48757967","content_type":"comment","title":null,"body_preview":"Great post!\nI have been running Proxmox for 3 years and it has been rock solid\n- Docker VM : Lots of containers with docker compose, a few examples are Plex, AdguardHome, *Arr stack...\n- K3s VM: Mostl","author":"drusklo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757967"},{"id":"24834533-5955-4d4b-9fdc-8c37446990ea","source":"hackernews","source_id":"48761032","content_type":"comment","title":null,"body_preview":">A few hours later:\n>You don't remember what you installed.\nThere's no such issue with dnf, it has `dnf history` which, well, does what your utility do.\nSee what you've installed with `dnf history inf","author":"ValdikSS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761032"},{"id":"e23b1028-75aa-4aef-bc70-f2fc2187e580","source":"hackernews","source_id":"48722290","content_type":"comment","title":null,"body_preview":"> What it does:\n>\n> --jinja for tool calling support\nPretty sure this flag hasn't done anything for a while. It's enabled by default since ~November of last year","author":"kpw94","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48722290"},{"id":"cd151bee-023c-4a46-a053-c72144442cdc","source":"hackernews","source_id":"48757365","content_type":"comment","title":null,"body_preview":"Being able to bootstrap itself should be the main priority.","author":"anthk","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.13432051457486066,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757365"},{"id":"23b25ceb-b639-441e-b31a-66324f08e610","source":"hackernews","source_id":"48758114","content_type":"comment","title":null,"body_preview":"Static linking is very essential feature for any such language, I've used it a lot with golang and like how elegantly and easily golang do that. Guess you need to have 64 bit :) of course if you not h","author":"lanycrost","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_stance"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758114"},{"id":"b9c94e78-72b1-4ded-a57d-decd97263877","source":"hackernews","source_id":"48764396","content_type":"comment","title":null,"body_preview":"It'll be interesting to see whether Europe ends up with a few strong regional models or many country-specific ones. Maintaining a frontier model is expensive.","author":"johnathan101","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764396"},{"id":"b1e1d80d-1275-486d-bf8f-dd7aba62f892","source":"hackernews","source_id":"48760370","content_type":"comment","title":null,"body_preview":"> Because my folks lived in a little house just around the corner from Harry’s,\nWas life going swell and everything was just peachy except, of course, for the undeniable fact that every single morning","author":"pseudohadamard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760370"},{"id":"80cf5c85-5de3-4351-b75a-6e8c2068ee39","source":"hackernews","source_id":"48755635","content_type":"comment","title":null,"body_preview":"Wow, this podcast has been bringing science fiction stories to listeners since 2005. [1]\n[1] https://escapepod.org/2005/05/12/ep001-imperial-by-jonathon-...","author":"pentagrama","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","human_indicator_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755635"},{"id":"ec1b797e-dd62-4d86-9ef2-8266a0d5d1ed","source":"hackernews","source_id":"48754725","content_type":"comment","title":null,"body_preview":"Great short story. The premise reminds me of Simpsons treehouse of horror episode “Time and Punishment” https://en.wikipedia.org/wiki/Treehouse_of_Horror_V","author":"beastcoast","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754725"},{"id":"776283a8-cd7c-4e9d-8758-effccdb8c951","source":"hackernews","source_id":"48755486","content_type":"comment","title":null,"body_preview":"If you can't be awed by science and nature, you can't be awed by magic or alien worlds either... Reminds me of some of Eliezer Yudkowsky's essays like https://www.lesswrong.com/posts/x4dG4GhpZH2hgz59x","author":"gwern","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.16314774722717934,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755486"},{"id":"c11023ba-d3a3-4b31-aba2-86094bb99d5f","source":"hackernews","source_id":"48760017","content_type":"comment","title":null,"body_preview":"So they managed to delay paying a fine by 8 years...?\nAnd this is this cause for celebration and justification for more such legislation?","author":"gib444","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760017"},{"id":"c1ed6ac3-74d3-4e34-95eb-ad16ac505579","source":"hackernews","source_id":"48761604","content_type":"comment","title":null,"body_preview":"Well, I guess occasional $4.7B fines are just the cost of doing business for Google. They have a monopoly in multiple categories, such as search engine, online advertising and strong dominance in maps","author":"nalekberov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761604"},{"id":"05986dc8-d36e-4810-89e7-cc49b5fe53bb","source":"hackernews","source_id":"48761620","content_type":"comment","title":null,"body_preview":"Ah, a real slap on the wrist. That'll teach 'em...\nIn all seriousness we need a couple more orders of magnitude before they'll listen or care.\nGoogle needs to learn being monopolistic and anti-competi","author":"LoganDark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1113743311277026,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761620"},{"id":"04c51dd7-2f2e-4b37-be3b-15dfd2ea4360","source":"hackernews","source_id":"48762124","content_type":"comment","title":null,"body_preview":"Could this be some sort of \"\"\"legalized\"\"\" corruption?\nBecause the profits Google makes by very consciously and very deliberately doing what it is doing amount to many billions of dollars. And they ar","author":"greenleafone7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762124"},{"id":"4fbd769e-7f62-4463-9814-ebc45a431dfc","source":"hackernews","source_id":"48761599","content_type":"comment","title":null,"body_preview":"...still not enough to meaningfully incentivise giving a crap about the law over just paying the fine.","author":"gyulai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761599"},{"id":"74850fad-2b3a-4e9c-a01a-8cfd2349dc4a","source":"hackernews","source_id":"48758902","content_type":"comment","title":null,"body_preview":"\"Trillion dollar company will definitely make tens of trillions of dollars in AI revenue but no, sorry, it can't pay a few thousand dollars to authors of content they trained on.\"","author":"LunaSea","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758902"},{"id":"3bd7b346-0af1-461c-8ad3-6143271c3002","source":"hackernews","source_id":"48760402","content_type":"comment","title":null,"body_preview":"Just more \"disguised taxation\" on US based digital services, by the EU.  Tariff the heck out of EU goods !","author":"DivingForGold","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760402"},{"id":"3ba372a9-c777-4764-940e-3442748cfa06","source":"hackernews","source_id":"48758679","content_type":"comment","title":null,"body_preview":"Good. Now, if only they also fought against developer integrity..\nhttps://keepandroidopen.org","author":"monegator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758679"},{"id":"6aced964-eba2-4289-b7b5-69fcd9b90710","source":"hackernews","source_id":"48759042","content_type":"comment","title":null,"body_preview":"Why did US antitrust and antimonopoly which has pioneered these concepts has been doing little to nothing for decades?\nGoogle is too big and enjoys a monopoly in too many connected sectors (browsers, ","author":"epolanski","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759042"},{"id":"1d98682b-2436-4819-bb79-5f08075af37a","source":"hackernews","source_id":"48758775","content_type":"comment","title":null,"body_preview":"> U.S. ambassador to the EU Andrew Puzder told CNBC that Europe “can’t over regulate” and hit companies with “huge fines” if it is going to participate in the AI economy.\nImagine what these companies ","author":"throwaw12","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13738275685567614,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758775"},{"id":"f2a4195f-659d-4c4d-8f1e-8d97776f69a9","source":"hackernews","source_id":"48758715","content_type":"comment","title":null,"body_preview":"Good start. Nowhere nearly enough but a good start nonetheless.","author":"axegon_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758715"},{"id":"46c6a427-c275-447f-bfa7-cbb54cce6395","source":"hackernews","source_id":"48758753","content_type":"comment","title":null,"body_preview":"> the U.S. ambassador to the EU Andrew Puzder told CNBC that Europe “can’t over regulate” and hit companies with “huge fines” if it is going to participate in the AI economy\nI love how the US will jus","author":"bilekas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1294758809789415,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758753"},{"id":"29e84543-d478-46e9-8707-3ea3d45abf33","source":"hackernews","source_id":"48760058","content_type":"comment","title":null,"body_preview":"\"Europe's top court on Thursday upheld Google\n's fine of around 4.1 billion euros ($4.67 billion) over alleged anti-competitive practices.\"\nAre they 'alledged', it seems the court doesn't think so!","author":"jimnotgym","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10042089355380858,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760058"},{"id":"9ca31b54-ccb6-4dca-b219-860f0c9a0c79","source":"hackernews","source_id":"48761175","content_type":"comment","title":null,"body_preview":"> alleged anti-competitive practices\nI'd say that with court ruling these are no longer alleged. Right?","author":"mordae","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761175"},{"id":"f4b1f822-b5b9-49b0-b9d9-5a795fbae606","source":"hackernews","source_id":"48759200","content_type":"comment","title":null,"body_preview":"This was from 2018, and google has gotten worse.\nDo the fines get reapplied for the 8 years that passed while they did nothing?\nGoogle has what, 100B+ revenue in EU? This is a once-only, 4% fine from ","author":"Luker88","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759200"},{"id":"c7fab0eb-b5ae-450a-b995-5fed5de50557","source":"hackernews","source_id":"48768345","content_type":"comment","title":null,"body_preview":"These huge but turn-out-to-be nothing fines by the EU due to antitrust reasons seem a joke already. It is a laughable small percentage of the profits being imposed every now and then and when they fee","author":"tsoukase","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","analogy_use","absence_of_ai_template_phrases"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768345"},{"id":"f7e97553-8d6e-4ed3-9dea-6d70f834def6","source":"hackernews","source_id":"48759392","content_type":"comment","title":null,"body_preview":"The most interesting bit here is not really the fine but how long it took. By the time a platform case reaches the final court decision, the market has usually already moved on to the next platform bo","author":"Pawenniag","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759392"},{"id":"c9671286-113a-42e8-a255-365a810e915d","source":"hackernews","source_id":"48758689","content_type":"comment","title":null,"body_preview":"“Android provides more choice for everyone and supports thousands of businesses. This judgment fails to recognize our significant investment to ensure Android remains open, interoperable and free,” a ","author":"lukan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","human_created_quote_reaction"],"bot_score":0.1201813960137024,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758689"},{"id":"b7bd4ced-1409-43ff-8a55-408d4dc707aa","source":"hackernews","source_id":"48759125","content_type":"comment","title":null,"body_preview":"> Europe’s top court has upheld Google’s fine of around 4.1 billion euros ($4.67 billion) over alleged anti-competitive practices.\nIf they lost the case, and the appeal was dismissed, what is ‘alleged","author":"maxldn","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759125"},{"id":"baa8c8f2-02f0-4c03-a4af-59133effe6b1","source":"hackernews","source_id":"48754642","content_type":"comment","title":null,"body_preview":"Millions of years from now when sentient machine swarms from now nascent civilizations descend upon the ruins of Earth, they'll stumble on this actual physical ice cream flavor graveyard and ponder ou","author":"hyperific","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754642"},{"id":"fcce8ba6-4106-4ee7-93ab-1183e5dc752a","source":"hackernews","source_id":"48755934","content_type":"comment","title":null,"body_preview":"I do love ice cream, but most of these flavors sound awful. I'm not surprised they're gone.","author":"dtagames","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755934"},{"id":"e3cdc0ad-0fe6-4648-b83d-b4200c73f6a8","source":"hackernews","source_id":"48754975","content_type":"comment","title":null,"body_preview":"I don't see Mint Chocolate Chunk in this list. Does this mean I can still get it somewhere?","author":"trey138","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754975"},{"id":"1230ea7f-69a8-4723-92a7-9dc4dbb0b0ca","source":"hackernews","source_id":"48757244","content_type":"comment","title":null,"body_preview":"Rip White Russian. I loved that. Never understood how that nasty jimmy fallon flavor still exists.","author":"supertroop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.125906404640285,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757244"},{"id":"f550c81c-2141-4529-aaa4-db0d4add8379","source":"hackernews","source_id":"48758999","content_type":"comment","title":null,"body_preview":"The website on its own would be an ok marketing stunt. But this is a real, permanent installation at one of their locations?\nOnly in America... :)","author":"xg15","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.11895143297585861,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758999"},{"id":"a34ea5b0-4dcd-4e51-9de7-f1139c84e811","source":"hackernews","source_id":"48754281","content_type":"comment","title":null,"body_preview":"I think it's interesting that most of these were cancelled ages ago. The most recent cancellations seem to be in 2012.","author":"samtheDamned","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.134195970177754,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754281"},{"id":"4c1e8264-4874-445b-a33b-8efb1fb1e6b4","source":"hackernews","source_id":"48755276","content_type":"comment","title":null,"body_preview":"I went there once and someone had left a bouquet of flowers on a flavor","author":"thehappypm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755276"},{"id":"3f65e19d-8ac8-4cb1-b368-7d00b62821f5","source":"hackernews","source_id":"48754362","content_type":"comment","title":null,"body_preview":"If the flavors are permanently dead, it would be fitting if the grave markers included recipes for those mourning the loss of this flavor and who wish to recreate it at home.","author":"nanolith","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_indicators"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754362"},{"id":"23070394-9505-4779-8e78-83ae134747da","source":"hackernews","source_id":"48755656","content_type":"comment","title":null,"body_preview":"They were bought out by a unilever subsidiary. Most of their ingredients were replaced with cheaper, less healthy, less flavorful additives. It's funny to say the ice cream got less healthy, but it's ","author":"sawyers","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","specific_claim"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755656"},{"id":"107dc505-9740-4ea1-9f6e-c7c991a6b353","source":"hackernews","source_id":"48754295","content_type":"comment","title":null,"body_preview":"Really nice project. I wonder if discovery could be partly automated by crawling for worker owned or co op signals, then leaving the final verification to humans.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754295"},{"id":"d101956c-beef-419c-97f3-58896a963cdc","source":"hackernews","source_id":"48758544","content_type":"comment","title":null,"body_preview":"Might be good to bring each sites Favicon in, will add some colour and differentiation to the lists.","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758544"},{"id":"5062e281-9813-4a03-96b0-5e2071e38d5b","source":"hackernews","source_id":"48759305","content_type":"comment","title":null,"body_preview":"+1 to the combined all-products view with category tags..would make browsing way easier. Nice work","author":"fabijanbajo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1727244309788722,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759305"},{"id":"c15b50d4-0b54-4454-97e1-afa065f27d08","source":"hackernews","source_id":"48756514","content_type":"comment","title":null,"body_preview":"Nice site, although wow I downloaded 60mb of data by searching for two things... I reccomend you just make people click search or smth before fetching api results, otherwise keep up the good work (=","author":"korrectional","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756514"},{"id":"23ec15e5-d664-4c6e-950d-39ff3afc6021","source":"hackernews","source_id":"48755957","content_type":"comment","title":null,"body_preview":"Depending on the security of the sites you link to you might be able to show them locally in an iframe so users are only redirected if absolutely necessary and you can give an easy way back to search ","author":"wthayer","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755957"},{"id":"b575531e-7a15-41fc-9d27-a38460c1192a","source":"hackernews","source_id":"48756474","content_type":"comment","title":null,"body_preview":"Stoked to see this site! I agree with others that a map-based search would be neat, to find local coops.\nOne link correction: 1620 worker is https://www.1620usa.com/ not 1620workwear.com","author":"kaikai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.05366258339471162,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756474"},{"id":"ca0b91dc-96c7-47b6-888c-6730c3d3668f","source":"hackernews","source_id":"48754275","content_type":"comment","title":null,"body_preview":"Really nice project!\nIt will be intresing an automation that check online for word like “worker cooperative”, “worker-owned” to find new candidate that fit.\nOfc the hard part is confirming if it's gen","author":"thousandflowers","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","offer_to_help","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754275"},{"id":"42684d7b-4309-4f5c-b7d0-ade4bb02e4a0","source":"hackernews","source_id":"48754897","content_type":"comment","title":null,"body_preview":"Incredible and worthwhile effort, thanks for sharing.\nSeems some of the results are outdated. For example Ubuntu Coffee Collective in Emeryville is permanently closed.","author":"hack1312","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754897"},{"id":"b4f5ab1b-93cd-448f-83ce-6fc5a8cf4401","source":"hackernews","source_id":"48760392","content_type":"comment","title":null,"body_preview":"How are these companies legally setup in the US? Is there a concept of a co-op or do you setup an LLC?\nIn Switzerland we have the concept of a \"Genossenschaft\"[1] which is a legal form for a company e","author":"sschueller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760392"},{"id":"0597cd1d-46b6-40a2-abd6-528c20d085c9","source":"hackernews","source_id":"48755451","content_type":"comment","title":null,"body_preview":"Nice site! Maybe add link correction? Sometimes I found myself going to sites and though target landing page was wrong or out-of-date, surfing the site a bit, found similar or same product still offer","author":"AmazingEveryDay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755451"},{"id":"b0856842-db2c-4b8a-8358-2e4a0387709a","source":"hackernews","source_id":"48755836","content_type":"comment","title":null,"body_preview":"I read this post while sitting at Broken Clock Brewing here in Minneapolis, one of the 13 listed and my favorite brewery. There are actually 2 in my city. I actually picked up an ownership card and an","author":"eleventen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.13929822904046435,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755836"},{"id":"5e9580fa-6827-4db7-904f-1f0d9c476b83","source":"hackernews","source_id":"48755615","content_type":"comment","title":null,"body_preview":"Curious that you include REI. It's a retail coop model, not a worker-owned coop.\nApropos: the way they ended the REI Adventures program is behavior consistent with a normal big-box chain. That is, ann","author":"jancsika","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755615"},{"id":"10ce83b4-fe2f-44ca-b411-bae5de9a005c","source":"hackernews","source_id":"48754693","content_type":"comment","title":null,"body_preview":"Neat project and I love the motivations behind it.\nA few friendly recommendations:\n• The images on the results pages are in desperate need of optimization. Plenty of 500KB+ thumbnails and even a coupl","author":"robot_jesus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754693"},{"id":"192ceef3-1174-4c70-b719-d22a43d28c83","source":"hackernews","source_id":"48767219","content_type":"comment","title":null,"body_preview":"there is a video of sketchpad here:\nhttps://youtu.be/fC4nW2o-Rwk","author":"efortis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767219"},{"id":"6d9a611f-c346-4223-9c81-26cc131805a3","source":"hackernews","source_id":"48756707","content_type":"comment","title":null,"body_preview":"We need to make an effort to distinguish “this is a thing for humans” vs “this is a thing for bots” in our naming IMHO. In that respect, “open wiki” is not such a great name. “Agent Wiki” or similar w","author":"mthoms","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","opinion_expressed","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756707"},{"id":"4b04eaed-71b7-4787-a114-ca6ed2d56deb","source":"hackernews","source_id":"48754470","content_type":"comment","title":null,"body_preview":"What does this do better than just asking your agent to \"write docs\" or a more robustly defined prompt/skill?","author":"dcreater","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.28359858511000946,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754470"},{"id":"2bd7a7e7-b86e-47c2-8cf7-a682f0646cef","source":"hackernews","source_id":"48756462","content_type":"comment","title":null,"body_preview":"This is mostly a thin clintypescript wrapper around the prompts.\nThis could have been a SKILL","author":"TeeWEE","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756462"},{"id":"50ff5ae1-7ff7-44aa-a9d4-ba76928981ec","source":"hackernews","source_id":"48754896","content_type":"comment","title":null,"body_preview":"maintaining an LLM wiki has been a lot more effort than I thought, at least if we are trying to maintain a high quality in structure and writing comprehension (for easier lookups both for the agent an","author":"rrvsh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12245742946836323,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754896"},{"id":"8b352df3-3a98-49f6-b9cc-c23a2476ac57","source":"hackernews","source_id":"48756316","content_type":"comment","title":null,"body_preview":"Why not use Verus?\nIt augments Rust with Z3 and is not a pile of unverified slop.","author":"Eridrus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.03325074694028829,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756316"},{"id":"560509d9-1c98-433b-9078-a0c1f4e618dd","source":"hackernews","source_id":"48755973","content_type":"comment","title":null,"body_preview":"Moving theorem proving upstream into compilers, sandboxes, and the browser seems like the future when we're dealing with increasingly sophisticated AIs. I'm working on similar formal methods but appli","author":"difc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755973"},{"id":"960cc26e-4b0c-4892-b7c7-0d89e8400cb2","source":"hackernews","source_id":"48760277","content_type":"comment","title":null,"body_preview":"Bounds and div-by-zero are the easy wins; the real tax with contract systems is the loop invariant Z3 can't infer on its own, where you end up hand-writing an `ensures` longer than the function body. ","author":"valentynkit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760277"},{"id":"e8adc0a3-b1ac-4759-b39b-ebc5f9d78aa6","source":"hackernews","source_id":"48765194","content_type":"comment","title":null,"body_preview":"I was confused by the matrix multiply example since it doesn't show requires clauses. So I looked at what is presumably the source I'm supposed to look at: https://github.com/bneb/lattice/blob/main/ba","author":"derdi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","specific_details"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765194"},{"id":"3ebcb514-9778-4549-8a46-afe3a1ca3215","source":"hackernews","source_id":"48767477","content_type":"comment","title":null,"body_preview":"Location: San Francisco, CA\nRemote: Yes\nWilling to relocate: Yes, open to relocating for the right role\nTechnologies: Swift, SwiftUI, TypeScript, JavaScript, React, Next.js, Node.js, Python, PostgreSQ","author":"perhapspranav","classification":"human_created","confidence":0.85,"indicators":["human_indicator_personal_contact_info","human_indicator_location_details","ai_indicator_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767477"},{"id":"d6580a1c-8cc7-4272-b588-3d3430f292cd","source":"hackernews","source_id":"48762486","content_type":"comment","title":null,"body_preview":"Location: Reykjavik area, Iceland\nRemote: Yes\nWilling to relocate: No\nTechnologies: React, Vue.js, Next.js, TypeScript, Django, Python, Node.js, Tailwind CSS, Figma, AWS, Docker, Postgres, Phoenix/Eli","author":"gilli","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","self_reference","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762486"},{"id":"3d279092-344d-4d61-8a4b-e3fde49e34cb","source":"hackernews","source_id":"48767276","content_type":"comment","title":null,"body_preview":"Location: Lagos, Nigeria\nRemote: Yes (Open to hybrid as well)\nWilling to relocate: Yes\nTechnologies: Java, Python, Javascript, Spring, Spring boot, Django, node, express, SQL, AWS, Cloud computing, de","author":"tosiniyiola00","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767276"},{"id":"d7001761-ffee-497f-9be5-a09e63590981","source":"hackernews","source_id":"48763364","content_type":"comment","title":null,"body_preview":"Location: Los Angeles, CA\nRemote: Yes\nWilling to relocate: No\nTechnologies: Django, FastAPI, Python, React, AI (OpenAI, Anthropic, ChatGPT), Roku BrightScript, Linux, AWS, Google Cloud, DigitalOcean, ","author":"rv888","classification":"human_created","confidence":0.85,"indicators":["resume_link_provided","contact_information_provided","personal_experience_details","platform_fluency_ask_hn","clear_job_seeking_intent"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763364"},{"id":"65812311-1eca-496c-bb43-b41e9bb5257a","source":"hackernews","source_id":"48763874","content_type":"comment","title":null,"body_preview":"Location: Bayonne, NJ (NYC metro)\nOpen to remote, hybrid, or onsite\nWilling to relocate: Yes\nTechnologies: JavaScript, TypeScript, Node.js, Express, React, PostgreSQL, Prisma, REST APIs, Playwright, C","author":"Sanchous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763874"},{"id":"44a07985-77cf-4a29-bd96-f738ef22b928","source":"hackernews","source_id":"48765929","content_type":"comment","title":null,"body_preview":"Location: Mumbai, India\nRemote: Yes, Strongly Preferred\nWilling to relocate: No\nTechnologies: Python, Scrapy, Pandas, Web Application Frameworks (Django, Flask, Tornado), REST APIs (DRF), Postgresql, ","author":"arjinium","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765929"},{"id":"bdb30afa-724e-40f8-993a-2cb00f2d5a3f","source":"hackernews","source_id":"48763558","content_type":"comment","title":null,"body_preview":"Location: Eastern Thailand\n    Remote: Yes\n    Willing to relocate: No\n    Technologies: Nix, OCaml, anything functional (learning concatenative)\n    Résumé/CV: https://toast.al/skills/ (I don’t want ","author":"toastal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.0936625833947116,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763558"},{"id":"1205cbea-5fa2-4d61-8507-540b2d7f1f09","source":"hackernews","source_id":"48763966","content_type":"comment","title":null,"body_preview":"Location: Chicago, IL\nRemote: Yes\nWilling to relocate: No but open to relcoation occasionally like 1 or 2 times a year.\nTechnologies:\n- AI Engineering & LLM Systems — LLMs (OpenAI GPT-4/5, Claude, Gem","author":"brentoakes025","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763966"},{"id":"4e966ad0-c9a7-45db-8b56-465d04634859","source":"hackernews","source_id":"48766811","content_type":"comment","title":null,"body_preview":"Location: Seattle, WA\n  Remote: Yes\n  Willing to relocate: No\n  Technologies: C++, Graphics, GPU, FPGA, HW/SW interface, Performance Optimization\n  Résumé/CV: https://drive.google.com/file/d/1Ru26-85b","author":"blakepelton","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766811"},{"id":"f03b51f9-9703-40f2-ae99-d316dba99e74","source":"hackernews","source_id":"48766726","content_type":"comment","title":null,"body_preview":"Location: Portugal\n  Remote: Yes\n  Willing to relocate: No\n  Technologies: Rails, Django, Postgres, React, Node, Next.js, Go, Postgres, Redis, KDB+\n  Résumé/CV: https://0x1.pt/Vitor_Sousa_Pereira_CV.p","author":"vmsp","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.05312310021464553,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766726"},{"id":"c07a0d6a-7ad9-4791-a0d7-84d35f1a4741","source":"hackernews","source_id":"48761453","content_type":"comment","title":null,"body_preview":"Location: Munich, Germany\nRemote: Yes\nWilling to relocate: Yes, internationally for the right role\nTechnologies: Python, C++, statistical inference, probabilistic modelling, agentic development, ML ev","author":"lorenzennio","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761453"},{"id":"56367727-bb7f-4077-aec1-28248f08b0b1","source":"hackernews","source_id":"48765368","content_type":"comment","title":null,"body_preview":"Location: Bengaluru, India\nRemote: Yes\nWilling to relocate: Yes, especially Europe / Singapore / UAE\nTechnologies: Go, Python, Java, Kotlin, Kafka, PostgreSQL, AWS, GCP, Docker, Kubernetes, Terraform,","author":"aswanipranjal","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765368"},{"id":"c346f357-fe26-42c7-89d5-fe525dfcf534","source":"hackernews","source_id":"48765403","content_type":"comment","title":null,"body_preview":"Location: Lagos, Nigeria\nRemote: Yes\nWilling to relocate: Yes\nLooking for: Marketing Operations, Content Marketing, SEO, Copywriting, Content Operations, Marketing Coordinator, Growth Marketing\nTechno","author":"nike_tuash","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765403"},{"id":"48cbfb7d-ec8f-4899-b736-6491453160bf","source":"hackernews","source_id":"48767302","content_type":"comment","title":null,"body_preview":"Location: SF Bay Area\nRemote: Yes (Also open to on-site)\nWilling to relocate: Yes\nTechnologies: TypeScript, React, Express, SQL, PostgresQL, MongoDB, GraphQL, Docker, RAG\nRésumé/CV: https://drive.goog","author":"gautam_panakkal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767302"},{"id":"0d542e5a-49a7-4e47-a854-ee9e0dda0d16","source":"hackernews","source_id":"48765519","content_type":"comment","title":null,"body_preview":"Remote: Yes (UTC+1) \nWilling to relocate: Yes\nTechnologies: TypeScript, AWS, React, React Native, Node.js, Express.js, Typescript, Next.js, Fastify, CSS, Tailwind, Vue.js, SQL, NoSQL, Supabase, MongoD","author":"swordx10","classification":"human_created","confidence":0.85,"indicators":["portfolio_and_resume_links","personal_contact_information","self_introduction_with_experience","specific_timezone_and_relocation_details","list_of_technologies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765519"},{"id":"84fbb5c1-1993-4fa7-8693-840a8b20c4ef","source":"hackernews","source_id":"48765599","content_type":"comment","title":null,"body_preview":"Location: Baghdad (UTC+3)\nRemote: yes\nWilling to relocate: depends\nTechnologies: TypeScript/Node, Ruby/Rails, Python, Frontend (JS/Dom, React, Tailwind, ...), Microservices & Distributed Systems, REST","author":"mustaphah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765599"},{"id":"d8424d47-acfb-4ce1-8f3b-95d285b60d14","source":"hackernews","source_id":"48768110","content_type":"comment","title":null,"body_preview":"Location: Richmond Hill, ON, Canada\n\n  Remote: Yes\n\n  Willing to relocate: Yes\n\n  Technologies: c#, .net, python, typescript, go, microservices architecture, Entity Framework, ASP.NET, .NET Core, Azur","author":"aromeo0808","classification":"human_created","confidence":0.85,"indicators":["human_indicator_personal_details","human_indicator_contact_information","human_indicator_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768110"},{"id":"cf416846-1365-4349-a9c2-c449adada9d6","source":"hackernews","source_id":"48767839","content_type":"comment","title":null,"body_preview":"Location: Montreal, QC\nRemote: Preferred\nWilling to relocate: No\nTechnologies:\n  Python 3 (AsyncIO, FastAPI, Django, AIOHTTP, Pydantic, Flask), MyPy, SQLAlchemy, PHP, AWS Kinesis/Firehose, Kafka, Redi","author":"ibo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767839"},{"id":"fead797a-764b-4a70-be1f-c96e0feca9c6","source":"hackernews","source_id":"48768021","content_type":"comment","title":null,"body_preview":"Location: Windsor, ON N8Y 3J8, Canada\nRemote: Yes\nWilling to relocate: Yes\nTechnologies: AI(LLMs, Multi-Agent workflow, Automation, Langchain, LangGraph, LangSmith, RAG, MCP) + Full Stack(Typescript, ","author":"yorktanaka2024","classification":"human_created","confidence":0.85,"indicators":["resume_link","email_address","personal_details","specific_technologies","professional_summary"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768021"},{"id":"ec92e352-a4b3-422a-b0af-72d60b210f88","source":"hackernews","source_id":"48768370","content_type":"comment","title":null,"body_preview":"Location: SF Bay Area\n\n  Remote: No\n\n  Willing to relocate: Yes -- NYC, etc\n\n  Email: andrewca78@gmail.com\n\nHi I'm Andrew and I'm 19. First engineer at Virio.ai, added $1m ARR every month since I join","author":"ltcybt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","links_to_personal_sites"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768370"},{"id":"446a9fbe-7581-457f-a9c2-dfaf1a3943fd","source":"hackernews","source_id":"48765150","content_type":"comment","title":null,"body_preview":">FreeBSD support — tested on GhostBSD\nWhy am I not surprised.  GhostBSD seems to joyfully delve into the slop and attract the worst to FreeBSD.","author":"officeplant","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765150"},{"id":"5e9db257-767d-47dd-90bd-330ae17c5c83","source":"hackernews","source_id":"48764040","content_type":"comment","title":null,"body_preview":"I don't understand the desire for an X11 rewrite. X.org is absolutely terrible, I understand starting from scratch, but wouldn't it make far more sense to make a backwards compatible X12?","author":"mghackerlady","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764040"},{"id":"8ed37332-fda0-403b-9399-a181ae9245b3","source":"hackernews","source_id":"48763429","content_type":"comment","title":null,"body_preview":"Writing a new X server from scratch would have been an enormous undertaking two decades ago. (Keith Packard did Kdrive but he’s literally the foremost expert on X11.) Part of what motivated Wayland wa","author":"rayiner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763429"},{"id":"6e6a8632-43eb-47b5-bbd1-6e7b84e99e38","source":"hackernews","source_id":"48768094","content_type":"comment","title":null,"body_preview":"This 32-bit microcontroller has 1 kB of RAM.\nThe Apple Disk II Controller discussed yesterday used two 256-byte ROM chips and a shift register for dynamic memory.\nhttps://news.ycombinator.com/item?id=","author":"watersb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","specific_technical_detail"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768094"},{"id":"7accaafd-f6d6-4be7-acec-fbc25aee4dfa","source":"hackernews","source_id":"48754292","content_type":"comment","title":null,"body_preview":"This is impressive! What's the stack? What drives the CLI-in-browser (libghostty?) What did you compile to wasm with (rust? zig? emscripten?)","author":"pmarreck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754292"},{"id":"f4a5da89-2e43-4557-8aa2-c31cf1ab3f13","source":"hackernews","source_id":"48763960","content_type":"comment","title":null,"body_preview":"This is an interesting problem to tackle. It's not clear from the github readme what the output of this looks like, specifically what does it return to the LLM?","author":"creativeSlumber","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763960"},{"id":"afbca705-3599-4eec-857d-529cd1b80105","source":"hackernews","source_id":"48757819","content_type":"comment","title":null,"body_preview":"I submitted your post to Apple’s feedback for on iCloud. If others do the same, perhaps they’ll take notice:\nhttps://www.apple.com/feedback/icloud/","author":"ljsocal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757819"},{"id":"52d0737c-c79d-446d-bde8-579c28cbd1fe","source":"hackernews","source_id":"48758427","content_type":"comment","title":null,"body_preview":"Qualcomm is not a good software steward. Every time I used something they had their hand in, it was abandoned rather sooner than later.\nEudora: bought, milked, killed. BREW: rotted. AllJoyn: dead. Toq","author":"trentor","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758427"},{"id":"bbce91cb-0fe9-4e9e-ac87-948f482530d2","source":"hackernews","source_id":"48759602","content_type":"comment","title":null,"body_preview":"Qualcomm are forever blacklisted in my environment, because of their fuckery with backdoors for the spook agencies which fund their research.\nI will definitely not be touching their Linux variant for ","author":"aa-jv","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759602"},{"id":"a0e01dce-196d-4d2d-8086-20a89fe3c7c8","source":"hackernews","source_id":"48759210","content_type":"comment","title":null,"body_preview":"Recently, Qualcomm acquired Modular/Mojolang/Chris Lattner et. al..","author":"olaf","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759210"},{"id":"fde7ff8c-2ac9-4bc2-8ff8-c0e89c3856bc","source":"hackernews","source_id":"48755690","content_type":"comment","title":null,"body_preview":"Recently bought an SBC with a QCS6490 (https://radxa.com/products/dragon/q6a/).  Curious to see if the vendor winds up using this as a base.","author":"coredog64","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755690"},{"id":"d092438e-143a-4b5c-8658-e86c086747c6","source":"hackernews","source_id":"48756018","content_type":"comment","title":null,"body_preview":"Just upstream your drivers! Then you don't need Qualcomm Linux.... you just have Linux.","author":"nullpoint420","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756018"},{"id":"55d3fcf0-acb3-4ea8-babd-a427cd1af4dc","source":"hackernews","source_id":"48760571","content_type":"comment","title":null,"body_preview":"Ah yes, the qualcomm way. Rather than upstreaming things so it just works make a Qualcomm Linux, perhaps with NDA and laywer speak to sign off on to get access to anything at all, all to use their med","author":"bfrog","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760571"},{"id":"0c3c8aba-29ca-485f-934b-990e24c6e8a1","source":"hackernews","source_id":"48766994","content_type":"comment","title":null,"body_preview":"Hilariously poor opsec is part of The Intercept’s brand.\nhttps://en.wikipedia.org/wiki/Reality_Winner","author":"bigfatkitten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","external_link_context"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766994"},{"id":"59748747-d0d2-4dea-b786-2130a67e2e1f","source":"hackernews","source_id":"48768463","content_type":"comment","title":null,"body_preview":"This is crazy.  Horrible OpSec and may end up getting people harmed or getting put in jail.","author":"bhouston","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.134191650221133,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768463"},{"id":"a9b020b1-741e-491e-9278-23bf30dd4a62","source":"hackernews","source_id":"48759017","content_type":"comment","title":null,"body_preview":"I always prefer declarative ways over all others, looks good to me!","author":"lanycrost","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759017"},{"id":"12414ff6-d78e-4751-bff9-1c846e005962","source":"hackernews","source_id":"48761767","content_type":"comment","title":null,"body_preview":"The docs don't appear to cover progressive enhancement. Is this an oversight?","author":"rich_harris","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761767"},{"id":"bc5085f6-f679-4931-92d7-9f63ca92ea85","source":"hackernews","source_id":"48757285","content_type":"comment","title":null,"body_preview":"Wonder why some technical decisions were made. E.g. i can make a dynamic form builder with Zod in ~1 week without AI. Why not do that? Why a custom engine?","author":"ramon156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.0843343713848393,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757285"},{"id":"3ccaab3d-82a5-4244-ae4f-2bee7cce49dc","source":"hackernews","source_id":"48760068","content_type":"comment","title":null,"body_preview":"Nice.\nWould it be possible to GIS these or join them into a google map style interface ?","author":"jaffa2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760068"},{"id":"0d26c1f0-7ba3-4ef5-890c-13b41f9868e9","source":"hackernews","source_id":"48759985","content_type":"comment","title":null,"body_preview":"Toronto has amazing archive from back then! Regarding the aerials, the first photos describes what elderly people used to tell me \"Toronto back then was just plain fields\". Same goes for other big cit","author":"annagio_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759985"},{"id":"b2d1d2d1-6a4b-4729-814f-451d50777cb4","source":"hackernews","source_id":"48761403","content_type":"comment","title":null,"body_preview":"If you found that interesting, UCSB has a huge free database that covers California and a few areas outside of CA, mostly on the west coast: https://mil.library.ucsb.edu/ap_indexes/FrameFinder/","author":"_fs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_resource_sharing"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761403"},{"id":"7bee0bc5-664a-4e77-ada6-d0956a572ae4","source":"hackernews","source_id":"48754336","content_type":"comment","title":null,"body_preview":"Oh no, brace for the self-heat-insulation and climate lockdowns.","author":"wartywhoa23","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754336"},{"id":"11083a8d-b8d4-42e4-92f1-11c3494473bc","source":"hackernews","source_id":"48759495","content_type":"comment","title":null,"body_preview":"The article has no constructive way about it at all.\nSays clean code doesnt feel clean but doesnt even show one line of code apart from not having a better way.","author":"ascent2810","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759495"},{"id":"52625ce0-7afa-41b8-bb5a-6cf5f9d759b2","source":"hackernews","source_id":"48760609","content_type":"comment","title":null,"body_preview":"This sort of object oriented programming was doomed to fail because it requires thoughtful world building and not a direct  assault on the ticket you were assigned.\nIt you look at most of SOLID it is ","author":"rileymat2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760609"},{"id":"cef8cdae-b64b-4c3a-b87c-f1b8ad54f531","source":"hackernews","source_id":"48719698","content_type":"comment","title":null,"body_preview":"Playtesting is one of the most important processes in game development. It helps with finding bugs, evaluating the game's UX, balancing the game, and, most importantly, assessing how fun it is. This i","author":"luca-sctr","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.3333333333333333,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48719698"},{"id":"a6fa362f-df0e-472a-9a83-63eeb45586e1","source":"hackernews","source_id":"48756052","content_type":"comment","title":null,"body_preview":"Why does this show a 4 cylinder engine firing as two pairs? My ignorance is on display, surely it's more subtle and there are 4 distinct phased firings not two?","author":"ggm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.12885050313678054,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756052"},{"id":"6fbad764-8ae8-482e-a1d9-5935154e8017","source":"hackernews","source_id":"48758371","content_type":"comment","title":null,"body_preview":"It's unclear to me, why would the compression stroke (the 2nd out of 4) happens? There's nothing pushing the piston upwards.","author":"mcmoor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758371"},{"id":"2cb6796c-78c7-4656-9d1b-e18973615df0","source":"hackernews","source_id":"48754364","content_type":"comment","title":null,"body_preview":"Who is this person. A beautifully written and illustrated explanation of a fascinating machine. A website filled with other explanations of other things, also wonderfully written and clearly explained","author":"plasticeagle","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","opinion_and_stance","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754364"},{"id":"0fb854f5-99c7-4d22-baba-b8b0a79eeb43","source":"hackernews","source_id":"48759766","content_type":"comment","title":null,"body_preview":"This is what I think learning should look like. Interactive, high-definition, 100% functioning of something you are studying. If only we can use LLMs for good, to create stuff like this.","author":"sscaryterry","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0.11770860997421705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759766"},{"id":"88ec4296-d4f9-4e36-bfc2-d1bdaa0a36be","source":"hackernews","source_id":"48755554","content_type":"comment","title":null,"body_preview":"There is a very good engine simulation software:\nhttps://github.com/Engine-Simulator/engine-sim-community-edi...","author":"linzhangrun","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.20085221904052197,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755554"},{"id":"4006799c-dbb3-47d6-9e61-6f34c5953b76","source":"hackernews","source_id":"48746192","content_type":"comment","title":null,"body_preview":"Great thing about Nintendo is unlike its competitors, they don't go around chasing new tech and business models. All their focus is concentrated on the playing experience - interfacing, fun value, gui","author":"dartharva","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals","analogy_use"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746192"},{"id":"cd4f9302-e1d9-4a85-911d-a9e72dd93668","source":"hackernews","source_id":"48762211","content_type":"comment","title":null,"body_preview":"nintendo is one of the best in gaming for employees and one of the worst for customers. everyone here knows about the copyright and patent trolling but then you got things like 3D All Stars where they","author":"tancop","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","specific_examples","natural_digressions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762211"},{"id":"30d7a4d3-8331-40cb-9957-128b3d210e63","source":"hackernews","source_id":"48754389","content_type":"comment","title":null,"body_preview":"I've used Hanami in exactly one production codebase (but it was a huge one). I fully expect to hear the chorus of \"skill issue\" TM type of comments and honestly, I won't even argue with that. But that","author":"poszlem","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754389"},{"id":"1dc8060f-cca8-4a0c-88c6-7f418d1bec94","source":"hackernews","source_id":"48758402","content_type":"comment","title":null,"body_preview":"$8000 up front + $100 a month\nAssuming it lasts maybe 4 years that’s $61 a week.\nSo you could just hire a human cleaner to come once a week and have them do a way better job.\nOr if you prefer to compa","author":"jonplackett","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758402"},{"id":"b2f8c0c3-2333-4538-83a9-b30e6e6325cf","source":"hackernews","source_id":"48762082","content_type":"comment","title":null,"body_preview":"\"Isaac 1 is autonomous for Laundry Flow and Daily Reset by default, with teleoperation assistance when needed to guarantee we complete tasks.\"\nI'll pass lol","author":"solarity_studio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762082"},{"id":"403e4b5d-1e09-43f8-b786-458512f2c82c","source":"hackernews","source_id":"48759984","content_type":"comment","title":null,"body_preview":"So much of housing in my area is high density now taking the form of row housing with multiple levels. Other homes have laundry in the basement, bedrooms on a second level. Sadly Isaac isn't going to ","author":"51Cards","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759984"},{"id":"c6eb4f1c-b255-4981-a11e-92644222b093","source":"hackernews","source_id":"48754843","content_type":"comment","title":null,"body_preview":"Can this go up and down stairs? If I want my home tidied up, I want the whole home done not just one floor.\nFor 100 USD I can get a Roomba or Roborock for one floor and because that is so cheap I don’","author":"SamuelAdams","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754843"},{"id":"bd8d6256-3e5f-404d-bac9-9908061bd12a","source":"hackernews","source_id":"48758928","content_type":"comment","title":null,"body_preview":"Man the design of this thing! Looks like they raided an old Nintendo warehouse and found a moss-covered Robb!\nThat might sound like a criticism to some, but rest assured it's meant as praise!\nWho woul","author":"amarant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758928"},{"id":"644608a8-1a0a-4d07-b60e-9945a102315a","source":"hackernews","source_id":"48757047","content_type":"comment","title":null,"body_preview":"> with teleoperation assistance\nPrivacy nightmare. Bunch of random, low-paid operators looking around inside my home. No thanks!","author":"andsoitis","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","terse_reply"],"bot_score":0.16712498650266144,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757047"},{"id":"1f1597bf-d646-4855-852b-c038ee3bc349","source":"hackernews","source_id":"48756500","content_type":"comment","title":null,"body_preview":"They’ve had two of the Isaac 0 bots at the laundromat down the street from me for months. I’ve been impressed watching them evolve.","author":"camel_gopher","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756500"},{"id":"cb0596f0-eabf-4d90-99a1-3d28865a2830","source":"hackernews","source_id":"48758329","content_type":"comment","title":null,"body_preview":"/me gets tempted then looks at his Roomba gathering dust, on itself, for years now.\nIt's great in theory. I hate chores... but those things don't work. They work-ish in some ideal cases but a house, e","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.11645644213013082,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758329"},{"id":"aca91661-a048-4077-bd4a-ec3d6eb8641d","source":"hackernews","source_id":"48758460","content_type":"comment","title":null,"body_preview":"From the looks of it, you're gonna need one robot per floor. On the one hand, it's refreshing seeing a robot that's not a creepy humanoid, on the other, how is it gonna deal with steps and stairs ?","author":"chakintosh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758460"},{"id":"d9a5d4f4-a9c5-4ff7-9d71-af75592e863b","source":"hackernews","source_id":"48757633","content_type":"comment","title":null,"body_preview":"This seems to be a redux of the 1x play (which was panned across the internet after the WSJ review).\nhttps://www.youtube.com/watch?v=f3c4mQty_so\nThe hardware for these machines have been capable of ho","author":"akssri","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","technical_depth"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757633"},{"id":"b8bad678-6552-48e1-8bc2-163aa24622f4","source":"hackernews","source_id":"48760045","content_type":"comment","title":null,"body_preview":"While I find robots cool they just don't literally \"fit\" in an average flat or house I lived in majority of my life. In order to squeeze one more member into your average household the lil thing needs","author":"crnkofe","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760045"},{"id":"69aaac91-36b3-4407-90c9-c3aba7235002","source":"hackernews","source_id":"48757376","content_type":"comment","title":null,"body_preview":"> Handles loaded hampers\nWhat does it mean \"handles\"? It doesn't say it puts on a wash, but that's what I'd want. I can only assume they're vague because it doesn't do anything useful.\n> Makes beds\nA ","author":"danpalmer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.08218255499913278,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757376"},{"id":"627bbf2e-0e4a-42f1-858f-9e8822a2e8d6","source":"hackernews","source_id":"48761901","content_type":"comment","title":null,"body_preview":"\"Is Isaac 1 teleoperated? Isaac 1 is autonomous for Laundry Flow and Daily Reset by default, with teleoperation assistance when needed to guarantee we complete tasks.\"\nOffline and autonomous or never ","author":"krunck","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","strong_opinions","terse_replies"],"bot_score":0.15154868310997485,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761901"},{"id":"032af5dc-54ee-4fd2-9d1e-65f5e967fdbb","source":"hackernews","source_id":"48751391","content_type":"comment","title":null,"body_preview":"I’m amused that there is no discussion of failure modes. What if the resource someone GETs turns out not to exist?  What if the POST fails and needs a retry?  What if redirects are involved?","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13759297245028,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751391"},{"id":"8dd5b14f-dfde-478a-b2f4-0d9ba84451a0","source":"hackernews","source_id":"48750093","content_type":"comment","title":null,"body_preview":"We need standards and protocols, not another megacorp inserting itself between people. Micropayments should be part of the HTTP protocol.","author":"dgudkov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750093"},{"id":"e3dae7cd-320b-4dbf-b2ef-207034b52bf2","source":"hackernews","source_id":"48749393","content_type":"comment","title":null,"body_preview":"This feels like a 'Horse Armor' moment.\nI expect much more of this type of thing going forward.","author":"Catloafdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.14366876053707361,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749393"},{"id":"6f8920bb-66ae-41fb-aa63-c2ae7ba0d7c3","source":"hackernews","source_id":"48756871","content_type":"comment","title":null,"body_preview":"I am surprised that Cloudflare went and made their own implementation of L402/x402?\nThere are already a bunch of working implementations:\n* https://www.l402.org/\n* https://docs.lightning.engineering/t","author":"janandonly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756871"},{"id":"79e79060-6d02-4f67-9c9e-8a5ee033e25d","source":"hackernews","source_id":"48757857","content_type":"comment","title":null,"body_preview":"Mind you eskimo is nowadays considered to be a slur in Canada and Greenland and in parts of Alaska. Not the best choice.\nhttps://en.wikipedia.org/wiki/Eskimo#Usage","author":"haunter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757857"},{"id":"6f0ffe08-e383-4daa-9d9e-cdb05b48f405","source":"hackernews","source_id":"48759626","content_type":"comment","title":null,"body_preview":"Shades of Tom Kyte from Oracle -- https://asktom.oracle.com/","author":"emmelaich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759626"},{"id":"46df8ae0-beb2-40f0-bd27-f3446297bdc3","source":"hackernews","source_id":"48722107","content_type":"comment","title":null,"body_preview":"Also see this interview with Quinn from 2000 in MacTech: http://preserve.mactech.com/articles/mactech/Vol.16/16.06/Ju...","author":"gregsadetsky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48722107"},{"id":"04006dcc-d425-40b9-a46e-8881ba85af18","source":"hackernews","source_id":"48757920","content_type":"comment","title":null,"body_preview":"One day Quinn will retire and Apple had better have a succession plan.","author":"thombles","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757920"},{"id":"de1b8c19-2712-43d3-9c05-c43a56f55a05","source":"hackernews","source_id":"48758042","content_type":"comment","title":null,"body_preview":"This kind of institutional knowledge is becoming increasingly valuable. Documentation tells you what's supposed to happen; engineers like Quinn explain why it doesn't.","author":"johnathan101","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758042"},{"id":"613c5608-5fea-492e-8d48-52a98f15efe3","source":"hackernews","source_id":"48757630","content_type":"comment","title":null,"body_preview":"My coworkers like to complain that searching for anything they're working on leads them to either old blog posts written by me, or (if they're currently working on MacOS issues) posts by Quinn. It's f","author":"mjg59","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757630"},{"id":"a21a5336-7ed4-45da-8920-627142c9649c","source":"hackernews","source_id":"48765727","content_type":"comment","title":null,"body_preview":"I'm sure Trump is going to retaliate with tariffs. The times when the EU could steal from American companies that easily are over.","author":"jimmy76615","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765727"},{"id":"ec3302e6-b005-45ac-a95a-cb154b120731","source":"hackernews","source_id":"48766534","content_type":"comment","title":null,"body_preview":"tl;dr Google required Android phone manufactures to use Google Search and Chrome.\nIronically, Apple uses Safari on 100% of their phones.","author":"paulddraper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766534"},{"id":"4482195d-79e8-43d0-89f3-6b62bf173cb4","source":"hackernews","source_id":"48764133","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48758309","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764133"},{"id":"3b83b9af-1995-4254-91f7-fedc0e12599b","source":"hackernews","source_id":"48764489","content_type":"comment","title":null,"body_preview":"Cases like this always make me wonder how much of the penalty actually changes behavior versus just becoming another cost of doing business.","author":"johnathan101","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","opinion_expressed"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764489"},{"id":"7150018b-bb81-4ad9-8b8e-de77f10f9dd5","source":"hackernews","source_id":"48767786","content_type":"comment","title":null,"body_preview":"\"The internet was already going bad, we're just making it worse\". Should apply this to them too, no ? \"You're already dying, I'm just gonna make it faster.\" ?","author":"hollow-moe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767786"},{"id":"4390f44c-e5ff-44da-a5bd-480e7b53a119","source":"hackernews","source_id":"48767254","content_type":"comment","title":null,"body_preview":"For about thirty years, the Internet was a substantial store of different kinds of value that mostly weren't being monetized. People are slowly figuring out how to capture and extract that value, whic","author":"hyperultra","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767254"},{"id":"d19f6f75-cb8f-482b-bbd1-a57e0ba9cfe1","source":"hackernews","source_id":"48749391","content_type":"comment","title":null,"body_preview":"It is in times like these that I start getting messages from friend and family that asks:\n> What's the name of that website?\nI tell them to use yandex, they will find plenty of such websites...","author":"firefoxd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749391"},{"id":"3a422cf3-0593-4082-8eee-7ecd4e288414","source":"hackernews","source_id":"48758797","content_type":"comment","title":null,"body_preview":"Piracy remains the best way to consume films at home. If you don't have it on your hard drive in an open format, you don't own it.","author":"specproc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758797"},{"id":"74f08516-9f90-4173-9c12-8ca70197cd05","source":"hackernews","source_id":"48748078","content_type":"comment","title":null,"body_preview":"Sony literally distributed a rootkit in the guise of DRM for Audio CDs back when piracy meant CD-R distribution.\nhttps://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootk...\nAnyone remotely surpris","author":"piltdownman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","use_of_external_links"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748078"},{"id":"279da362-d9fe-46f4-bce4-cd17310ebc5e","source":"hackernews","source_id":"48748778","content_type":"comment","title":null,"body_preview":"That's why I pirate content and will continue to pirate content. I'm not hurting artists. I go to shows and premiers and book signings. I'm perfectly fine with stealing from publishing cartels.","author":"jo4329j5","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748778"},{"id":"25c00688-cd87-4edd-9d07-857c7fc1a190","source":"hackernews","source_id":"48752483","content_type":"comment","title":null,"body_preview":"I cancelled Claude. The harness is kinda broken, GPT 5.5 is good, and GLM 5.2/Deepseek is good too (with pi, especially). Just not worth the trouble. And I'm not going to pay two subscriptions.","author":"levkk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752483"},{"id":"97a7f433-ffe1-4876-8e40-aad6ccad0e29","source":"hackernews","source_id":"48766472","content_type":"comment","title":null,"body_preview":"They really dropped the ball on this one.\nA frontier lab releasing the most advanced model causes them to lose customers was not on my AI bingo card.","author":"6thbit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766472"},{"id":"d511c07a-6c84-408a-89a1-99630f3b18c8","source":"hackernews","source_id":"48757109","content_type":"comment","title":null,"body_preview":"It doesn't matter. The damage is done.\nAs a company I can not trust putting large sums of investment into using a product that may disappear the next day due to a government deciding at a whim that it","author":"sschueller","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757109"},{"id":"0be6527e-3f80-4424-8b3c-ce4d8179091d","source":"hackernews","source_id":"48754680","content_type":"comment","title":null,"body_preview":"If this model is not willing to fix security issues in your application, does it mean that it's implicitly embedding vulnerabilities as well?  How can it be trusted to write secure code?","author":"victor9000","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754680"},{"id":"b6705318-ea40-445e-adf7-a248c7599e1e","source":"hackernews","source_id":"48755929","content_type":"comment","title":null,"body_preview":"https://xcancel.com/claudeai/status/2072402636813607381","author":"ElijahLynn","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755929"},{"id":"dfedb631-e14b-4af2-bef3-e84114f35ecf","source":"hackernews","source_id":"48752308","content_type":"comment","title":null,"body_preview":"I applaud the engineers that work at Anthropic, who have created both amazing products and uniquely intelligent models -- but I really shake my head at some of their business decisions and public comm","author":"biffles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752308"},{"id":"eeb6f90f-6126-4b21-b16d-5103e7291a1b","source":"hackernews","source_id":"48756367","content_type":"comment","title":null,"body_preview":"With this Fable release my goodwill for Anthropic went down.\n\"Generous and exciting\" were my thoughts when I bought the $100, then upgraded to the $200 sub last year. Now I get big FOMO because I won'","author":"cranium","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756367"},{"id":"871da5e3-fddb-45f1-be73-94a35afc373c","source":"hackernews","source_id":"48761050","content_type":"comment","title":null,"body_preview":"It is surprisingly half baked for something the company seems to be proudly charging my first born child and both of my kidneys for.\nEspecially considering its all for the privilege of getting half wa","author":"nickalaso","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761050"},{"id":"ed842dff-46d8-4e68-9f98-92d184ddd2bf","source":"hackernews","source_id":"48760213","content_type":"comment","title":null,"body_preview":"Launching today is all about sponsored distribution channels and less about posts in specific forums.\nBut let's hope this one beats the statistics..","author":"da-x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12150690110927506,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760213"},{"id":"da3b0e0e-440a-4e8c-adc2-1dd75e003721","source":"hackernews","source_id":"48766839","content_type":"comment","title":null,"body_preview":"I’m posting this comment 8 hours after the post so I can be in the better half of the distribution.","author":"Darkstryder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766839"},{"id":"f65ca37d-b0a4-4166-9300-089f89ec500e","source":"hackernews","source_id":"48763380","content_type":"comment","title":null,"body_preview":"> \"... every launch with 10+ comments...\"\nUsing \"launch\" may give readers the wrong impression.  Show HN is not for product launches or advertising.  It is for \"something you've made that other people","author":"ThrowawayR2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763380"},{"id":"3477b679-f9bc-474c-868f-b60244e17299","source":"hackernews","source_id":"48763950","content_type":"comment","title":null,"body_preview":"What kinda democracy is it when the these Epsteinist Occupied Governments get to railroad freedom destroying bills through as many times as it takes?\nOn a side note, I believe this story about traffic","author":"smashah","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","false_specificity"],"bot_score":0.1803292500613783,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763950"},{"id":"f8ce8f44-eb0c-479b-a2b2-328b18e32d81","source":"hackernews","source_id":"48762583","content_type":"comment","title":null,"body_preview":"Related:\nEU to legislate about Chat Control behind closed doors\nhttps://news.ycombinator.com/item?id=48707719","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762583"},{"id":"4d6333ec-ed93-47a8-9b01-c3c6a488478a","source":"hackernews","source_id":"48761996","content_type":"comment","title":null,"body_preview":"> At the same time, a counter-offensive is forming in the Council of Ministers and within the conservative European People's Party (EPP). With a politically and legally highly unusual maneuver, propon","author":"dgellow","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.07527005781788478,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761996"},{"id":"6a73f817-6154-4bf2-9bb9-10ee84f37749","source":"hackernews","source_id":"48760155","content_type":"comment","title":null,"body_preview":"Full post:\n> Shocking: Next week, while many MEPs have left for vacation, #ChatControl 1.0 mass scanning is to be sneaked through via a 3rd vote! Info: https://heise.de/-11349760 Stop the coup & warn ","author":"nickslaughter02","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","external_links_with_context"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760155"},{"id":"c034cc95-ed17-429a-933a-3ae0ccfe63a0","source":"hackernews","source_id":"48756389","content_type":"comment","title":null,"body_preview":"Our mitochondria process the total of our energy needs every day, while exercise adds, percentagewise, only fractional additional energy need.\ndo you think mitochondria notice the difference? I don't.","author":"fsckboy","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756389"},{"id":"cec9a781-495d-4301-8e5c-da454228a13d","source":"hackernews","source_id":"48754538","content_type":"comment","title":null,"body_preview":"Seems like a potential use for peptides like Mots-C or SLU-PP-332","author":"wonderwonder","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754538"},{"id":"32d7ea0f-2879-416e-9cf2-af2313f7e8e3","source":"hackernews","source_id":"48756286","content_type":"comment","title":null,"body_preview":"I have no idea what 'sedentary' even means. I work on a desk mostly but I also walk 15 - 20 k steps per day because that's just my life and I accomplish most daily tasks (shopping, going to park, coff","author":"anon291","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756286"},{"id":"d5ae0f7f-ed60-422b-9251-3aff8c1c3734","source":"hackernews","source_id":"48758891","content_type":"comment","title":null,"body_preview":"If I go to the gym 5 times per week but otherwise sit all day, am I considered sedentary?","author":"Fire-Dragon-DoL","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758891"},{"id":"51b7cb23-67b1-435c-a370-79a3960297f3","source":"hackernews","source_id":"48755427","content_type":"comment","title":null,"body_preview":"Of If I walk 10 km a day on average and do strength trainings 2-3x a week but sit for 10 hours a day - am I sedentary or not?","author":"b212","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755427"},{"id":"5a0a56cf-de46-4313-8f35-e1565922c5cc","source":"hackernews","source_id":"48765231","content_type":"comment","title":null,"body_preview":"19 subjects? I'll disregard the results. That's not a big enough sample size to be meaningful.","author":"panda888888","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765231"},{"id":"a4471133-0d85-4794-9306-8aaaaedf4930","source":"hackernews","source_id":"48754887","content_type":"comment","title":null,"body_preview":"I was busy building a sensorless maintenance calorie tracker.\nSometime back i posted this on HN: https://news.ycombinator.com/item?id=48614890\nIt also has \"sedentary\" detection which i find pretty use","author":"faangguyindia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","imperfect_expression"],"bot_score":0.1240647293545224,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754887"},{"id":"bb97bbc2-2d62-4f1f-93be-bb0d52cb9128","source":"hackernews","source_id":"48754515","content_type":"comment","title":null,"body_preview":"I'm confused. The study doesn't mention \"Zone 2\" even once ...","author":"Herring","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_question"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754515"},{"id":"43482118-a9b8-4ed9-9c38-2c549b01ed6f","source":"hackernews","source_id":"48755644","content_type":"comment","title":null,"body_preview":"I abhor exercise for the sake of it. Instead, I refuse to use a car to do anything but bring my family members to distant medical appointments,  and the rare carpool'd vacation. Anything within ~ten m","author":"meristohm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","self_reference"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755644"},{"id":"594281e7-a5ca-4b64-a85b-d3859fc405b5","source":"hackernews","source_id":"48754438","content_type":"comment","title":null,"body_preview":"> mitochondria, which process energy within cells, showed a significantly decreased capacity to burn both sugar and fat in healthy individuals who get less than the recommended 150 minutes of exercise","author":"nine_k","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754438"},{"id":"45d32e33-9dc3-44f1-b98b-10bdabdbf168","source":"hackernews","source_id":"48754433","content_type":"comment","title":null,"body_preview":"19 subjects, assigned sedentary or active based on habitual physical activity levels. Subjects were screened on basic health measures.\nThe problem with this is that people are sedentary or active for ","author":"jsw97","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754433"},{"id":"17ef7c8d-675f-4fc4-99a2-abcc8e7bd773","source":"hackernews","source_id":"48767880","content_type":"comment","title":null,"body_preview":"you shall eithwr build the torment nexus or be the first testers.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.10631625942509572,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767880"},{"id":"c4843c8d-af5c-46a9-b147-2f2ebb86284b","source":"hackernews","source_id":"48768233","content_type":"comment","title":null,"body_preview":"If only the could allocate 2% of these resources to a REAL technical manager to fix Microsoft Teams and Outlook, their share price would bounce back ;-)","author":"NKosmatos","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768233"},{"id":"402c5802-2351-4c0f-bcad-50f2bc6a47db","source":"hackernews","source_id":"48756880","content_type":"comment","title":null,"body_preview":"Great to finally see Box3D released! Glad to see some healthy physics simulation options, next to Jolt, PhysX and https://github.com/newton-physics/newton (using MuJoCo Warp, which I've been pushing a","author":"erwincoumans","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756880"},{"id":"d21ad165-f0cc-4427-a548-7608a4676ebc","source":"hackernews","source_id":"48754590","content_type":"comment","title":null,"body_preview":"What's the point of giving a single point of information about yourself to a single website, when all the websites you visit use the same trackers (from Google for example) only to merge these data po","author":"emsign","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754590"},{"id":"e9c627f5-ed98-4d4a-af5d-e9af357adbc8","source":"hackernews","source_id":"48757974","content_type":"comment","title":null,"body_preview":"It is painfully obvious that the \"age assurance\" push is to limit anti-zionist propaganda.\nI wonder who or what will abuse this infrustructure when they fail.","author":"RedComet","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757974"},{"id":"7d9dc674-ceb3-48c8-937b-c77f58f63b2c","source":"hackernews","source_id":"48755756","content_type":"comment","title":null,"body_preview":"This seems great - one question (ideally for Alan stapleberg) why is this not available for everyone? Seems like this is only applicable to the EU? Genuine question -  Why would other governments not ","author":"quietthrow","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_questioning","imperfect_expression","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755756"},{"id":"9e6e680e-e9a1-4f63-8bb1-5d672ae83663","source":"hackernews","source_id":"48754884","content_type":"comment","title":null,"body_preview":"I've been trying to figure out how zero-knowledge stuff would work in practice for age verification, where \"when issued\" (or extremely coarse, like what year), \"to whom\", and \"where it's used\" are hid","author":"Groxx","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.10793811172539522,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754884"},{"id":"f6b60d46-2c05-40c8-b44a-8ec54b7c3d7d","source":"hackernews","source_id":"48757608","content_type":"comment","title":null,"body_preview":"CSIRO and the Australian privacy commissioner suggested this path to the Australian Government a few years ago.\nI'm not a fan of technology fixes for social problems but i do think this may be in the ","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.12885050313678054,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757608"},{"id":"d0ce2032-dd78-4ec0-8660-ed1d74491b06","source":"hackernews","source_id":"48758950","content_type":"comment","title":null,"body_preview":"I'm not a fan of age checks. There is a reason Google is offering this (for free).\nAs always with tracking, the value is in the metadata.\nThe knowledge if you are or are not above a certain age is alr","author":"trashb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758950"},{"id":"97294e02-5f0b-4c92-804f-cd6ca6a8e734","source":"hackernews","source_id":"48754485","content_type":"comment","title":null,"body_preview":"We need \"How to talk to your legislators about zero-knowledge proofs\".","author":"watersb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754485"},{"id":"06669592-aefb-46ab-97db-b47fbb2110e3","source":"hackernews","source_id":"48757519","content_type":"comment","title":null,"body_preview":"Will they not just argue that you could share the assertion, and hence we need a 'trusted' verfication point to establish it is actually you in posession of the zkp token, right now. So turn on that s","author":"PeterStuer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13885878821772388,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757519"},{"id":"299f6934-5e19-4466-8c09-f77491e6526e","source":"hackernews","source_id":"48764456","content_type":"comment","title":null,"body_preview":"A great number of people here are engaged in civilized debates about whether parenting needs age verification.\nThat might seem to be the issue, but it is a red herring.\nPowerful people are ramming age","author":"Nevermark","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764456"},{"id":"82593607-1cf2-40e4-98c9-1231fdaf3acd","source":"hackernews","source_id":"48760996","content_type":"comment","title":null,"body_preview":"ZKP for this purpose is a trojan horse for identity tracking and device attestation, as those are prerequisites for avoiding the scenario of someone printing attestations that everyone is of age in bu","author":"marginalia_nu","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760996"},{"id":"d0c31f16-c6b7-49cd-828c-aa2c50421b9a","source":"hackernews","source_id":"48761600","content_type":"comment","title":null,"body_preview":"\"ZKP makes it possible for people to prove that something about them is true without exchanging any other data. So, for example, a person visiting a website can verifiably prove he or she is over 18, ","author":"krunck","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_with_stance","genuine_specificity","platform_fluency","imperfect_expression","absence_of_template_phrases"],"bot_score":0.15154868310997485,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761600"},{"id":"541d1f0b-3f50-4c96-b325-81ec682c1500","source":"hackernews","source_id":"48756110","content_type":"comment","title":null,"body_preview":"Age is just one metric. I don't want zero proof tech about information X. I don't want to have an identity. Full stop.","author":"anon-3988","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756110"},{"id":"d0c1dfdc-33ae-4d69-a3cc-0a3c101e7a4d","source":"hackernews","source_id":"48757312","content_type":"comment","title":null,"body_preview":"It is suspicious to me that \"age assurance\" is trending EXACTLY as AI agents become capable of autonomously operating a personal computer in the same way a human office worker would.\nI'm afraid \"age a","author":"sciencejerk","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757312"},{"id":"c2233cc0-68ca-44e9-abfe-b87741a227aa","source":"hackernews","source_id":"48760033","content_type":"comment","title":null,"body_preview":"Lots of bias in this thread. But maybe we can have a technical discussion?\nI'm not into this topic, so maybe someone else can answer this: How \"zero-knowledge\" is this actually?\nAs far as I understand","author":"ortichic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","specific_questions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760033"},{"id":"938b96dd-02f1-4270-953a-ceab21e53c9e","source":"hackernews","source_id":"48754923","content_type":"comment","title":null,"body_preview":"Zero-knowledge seems to be a bit of an oversell here. It is more like you break the knowledge up and only share the relevant parts with each party. And the facilitator (Google) arguably has access to ","author":"doginasuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2103174603174603,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754923"},{"id":"e34911a1-8c94-448b-9a41-d58bf8f609b6","source":"hackernews","source_id":"48757859","content_type":"comment","title":null,"body_preview":"If you need personalized government attestation to visit a site, then the government has the ability to dynamically deny and rescind your individual access to any site that adopts age verification, at","author":"Nevermark","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","proposed_solution","absence_of_ai_signals"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757859"},{"id":"6f5e899f-aaa2-4b5e-8e77-aaf7976e7c3a","source":"hackernews","source_id":"48754854","content_type":"comment","title":null,"body_preview":"Still, I don't want to gate people based on age.\nParents should at least be able to overwrite the age of their child, maybe selectively allow bypasses. My experience with a computer would have been co","author":"dadoum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754854"},{"id":"9bb99803-116e-4cd8-97f3-f39f56ea4801","source":"hackernews","source_id":"48748378","content_type":"comment","title":null,"body_preview":"FUTO | https://futo.tech | Austin, TX | REMOTE(Worldwide) or ONSITE | Full Time\nFUTO is an organization dedicated to developing, both through internal engineering and investment, technologies that fru","author":"futohq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","human_indicator_absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748378"},{"id":"4776cb83-00a8-4114-b8a9-2f7e437c2cfc","source":"hackernews","source_id":"48764582","content_type":"comment","title":null,"body_preview":"SerpApi | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Senior Content Specialist | SEO Specialist | Python/Ruby/PHP/JS/Rust/Kotlin/Swift/Go/PHO Developer Advoca","author":"trusche","classification":"human_created","confidence":0.78,"indicators":["job_posting_format","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764582"},{"id":"7bbf4042-cfb9-43f2-a1dd-af957b34d348","source":"hackernews","source_id":"48765532","content_type":"comment","title":null,"body_preview":"PostHog | Full-Time | Product engineers, Technical CSMs, Technical AEs | REMOTE (all remote) | Hiring GMT-8 to GMT+2 PostHog makes dev tools that help product engineers build successful products.\n* we","author":"james_impliu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765532"},{"id":"5174a5a3-ac7e-4620-9f18-85173ecaef4d","source":"hackernews","source_id":"48749307","content_type":"comment","title":null,"body_preview":"Talk Machine | Founding Engineers | Remote (or London, Europe, Dubai)\nhttps://talkmachine.com/jobs/engineer\nhttps://talkmachine.com/jobs/mobile\nHello. I'm the founder of Talk Machine, previously found","author":"azmaty","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749307"},{"id":"e9d0303a-44f8-4e93-9245-d23976783946","source":"hackernews","source_id":"48760010","content_type":"comment","title":null,"body_preview":"Pango (YC S26)| Founding Full-stack Software Engineer | On-site (hybrid) in Stockholm, Sweden (Visa Sponsorship possible) | Full time\nPango is building the world's first Agentic Operating System for e","author":"steve_rahimi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","clear_call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760010"},{"id":"6a3b5609-7471-490f-9b96-dd48bb761a1c","source":"hackernews","source_id":"48765345","content_type":"comment","title":null,"body_preview":"DrSwarm | Founding Engineer (Full-Stack) | REMOTE (US or LATAM; must overlap with US Pacific hours) | Full-time or Contract to Full-time\nDrSwarm is building AI-driven workflow automation for healthcar","author":"Skeletor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765345"},{"id":"443d6afd-32e0-4144-ae9d-e17beca889f8","source":"hackernews","source_id":"48761162","content_type":"comment","title":null,"body_preview":"Preferred Networks | Tokyo or Remote in Japan | Full-time | https://www.preferred.jp/en\nPreferred Networks is an AI company based in Tokyo working across the stack, from AI chips and computing infrast","author":"kmaehashi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761162"},{"id":"6eaf57b8-2256-4a7a-b250-d7eb7279b29b","source":"hackernews","source_id":"48766814","content_type":"comment","title":null,"body_preview":"Cardog | Toronto, ON | Remote/Hybrid (Canada) | Full-time\nAI-powered automotive platform — we’re building the infrastructure layer for vehicle data, from VIN decoding to market intelligence, powering ","author":"samsullivan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766814"},{"id":"0aa331fe-c844-48c9-8a94-a786a2aa6d9d","source":"hackernews","source_id":"48766112","content_type":"comment","title":null,"body_preview":"We are hiring full-stack and applied AI engineers, as well as a UI designer, for in-person roles in NYC.\nOur product helps everyone make better legal decisions by better understanding the law. 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$238,160 | https://www.stj","author":"clmcleod","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details","clear_call_to_action","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756588"},{"id":"78bd2ee6-7630-407e-9b3a-f37e904d2ed9","source":"hackernews","source_id":"48768318","content_type":"comment","title":null,"body_preview":"airCFO (https://aircfo.com) | Founding Engineer | Remote, UTC -8 - UTC +2 | Full-time, part-time possible for the right candidate\nairCFO is an AI-powered accounting & finance services partner to 300+ ","author":"yavi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768318"},{"id":"92a03719-7762-4db7-b61c-cdd8bbbbbf00","source":"hackernews","source_id":"48766285","content_type":"comment","title":null,"body_preview":"To each his own I guess. There was nothing more frustrating than walking away from a CC session you expected to churn away at for an hour and coming back to a user question sitting there. More useful ","author":"ramesh31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766285"},{"id":"01dc9517-91ee-4e9c-90ce-f45aefad2f52","source":"hackernews","source_id":"48766407","content_type":"comment","title":null,"body_preview":"This is the reason why claude code should be open sourced... But, I guess Boris or Anthropic team doesn't care about it, so that they  can continue to install slop at user machines.","author":"cute_boi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11909003636315685,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766407"},{"id":"2d6c4a4b-b85c-471a-a12b-11b63685958f","source":"hackernews","source_id":"48766353","content_type":"comment","title":null,"body_preview":"Just ran into this, and what the ACTUAL fuck were they thinking. And I can't turn it off, apparently?","author":"petesergeant","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766353"},{"id":"997742df-1af0-41e0-aa1e-1a6c190a5715","source":"hackernews","source_id":"48766572","content_type":"comment","title":null,"body_preview":"~was truly surprised and delighted by this today. claude's recs are usually pretty good. imo as a product engineer this is a good default and all the cranky experts in here can turn it off.~\nedit: did","author":"rgbrgb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.04862669136349558,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766572"},{"id":"34ba9f3a-d015-4a0f-9cba-a92db797964f","source":"hackernews","source_id":"48766660","content_type":"comment","title":null,"body_preview":"Just today I was thinking why isn’t there an optional timeout parameter for this tool","author":"brap","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","terse_replies"],"bot_score":0.13018547320806584,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766660"},{"id":"2fce3dcd-80cd-4c66-9e1a-aa8ddfce90d6","source":"hackernews","source_id":"48766394","content_type":"comment","title":null,"body_preview":"I can see that others might not like it, but this is the behavior I desire.","author":"arjie","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766394"},{"id":"5c0ea8b2-994d-4816-98c1-c6f7935c16e1","source":"hackernews","source_id":"48766580","content_type":"comment","title":null,"body_preview":"If agent is asking a question it means it stumbled on something tricky and often an important architectural decision has to be made.\nEven if I am staring at the screen at the time, it's often impossib","author":"swe_dima","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766580"},{"id":"57460a84-ef44-49ab-a9e4-ab385af753e2","source":"hackernews","source_id":"48766345","content_type":"comment","title":null,"body_preview":"Hopefully it's the local harness driving this or else you risk sessions continuing to run long after you've closed out.","author":"cube00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766345"},{"id":"93c88e63-01c4-4f49-833d-05f5d1348241","source":"hackernews","source_id":"48766895","content_type":"comment","title":null,"body_preview":"hi guys, this is my change- will patch it to be an opt-in","author":"trq_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766895"},{"id":"fb60c81d-fd6d-4145-89a1-b39955a557f4","source":"hackernews","source_id":"48766676","content_type":"comment","title":null,"body_preview":"I don't know about having this on as the default, but it definitely resolves a frequent annoyance of mine. I'd prefer Claude to keep going as far as possible until it's completely blocked. That said, ","author":"Xcelerate","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0.24433432925371765,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766676"},{"id":"f0346da2-60f8-46b6-8908-e52da0a17503","source":"hackernews","source_id":"48766869","content_type":"comment","title":null,"body_preview":"This does violate the principle of least surprise. But,if you look through their other github issues, it becomes fairly clear that Anthropic are not interested in building an effective sandbox. It's a","author":"ajb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766869"},{"id":"74974191-3b26-4a09-9e59-29326dcb83d6","source":"hackernews","source_id":"48766590","content_type":"comment","title":null,"body_preview":"This is why I run Claude Code in a VM.\nFollow up question - is there a claude code alternative with an open source harness that also costs around ~$20/month? Doesn’t have to be frontier.","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_technical_query"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766590"},{"id":"2706a12c-e534-41c0-84f3-bb33b091d8fd","source":"hackernews","source_id":"48766625","content_type":"comment","title":null,"body_preview":"I’ve definitely sometimes had situations where this would make sense, and also where Claude asks a question not using this tool and it’d make sense to just keep going.\nBut this does seem like the wron","author":"mcintyre1994","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766625"},{"id":"0d684455-cf06-499f-bc46-2007b91268db","source":"hackernews","source_id":"48764354","content_type":"comment","title":null,"body_preview":"AI is so terrible. We may never recover as a species from the damage.","author":"josefritzishere","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764354"},{"id":"63faf75a-ca1b-4114-a035-5e5718972356","source":"hackernews","source_id":"48761658","content_type":"comment","title":null,"body_preview":"got a family friend who keeps posting on Facebook big \"Fight Datacenters!\" photos / posters that are extremely obviously AI generated\nit's quite cringe, like a not-so-subtle troll on the people who sh","author":"zzzeek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.1707518749639422,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761658"},{"id":"87544884-2321-44de-a156-61183d2302c1","source":"hackernews","source_id":"48761394","content_type":"comment","title":null,"body_preview":"hypothesis: connecting an ai autoblogging script to  Google Analytics / Google Search Console:\n00 you seed some articles\n10 wait for traffic\n20 bot fetches GA / GSC\n30 bot analysis what works what doe","author":"franze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies","semantic_blandness"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761394"},{"id":"faecf096-dc12-4648-a196-3b1dc85fad11","source":"hackernews","source_id":"48762373","content_type":"comment","title":null,"body_preview":"Could we figure out ways to 'punish' the real people behind operations like this that flood the internet with fake crap? Name & shame.\nContribute to enshittify the internet -> have your real-life repu","author":"RetroTechie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762373"},{"id":"242862a8-c695-49a4-8e4b-9cf5725e47e3","source":"hackernews","source_id":"48761539","content_type":"comment","title":null,"body_preview":"This reads like a nation state driven influence operation focused on feeding propaganda into LLM's and search engines (need to read towards the end to get to that part).\nIt's reasonable to expect stor","author":"yodon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_nuance"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761539"},{"id":"6b80d829-680d-4be4-b6a6-5311fe660b1b","source":"hackernews","source_id":"48763169","content_type":"comment","title":null,"body_preview":"Seems related: https://news.ycombinator.com/item?id=39288231\nPaperwall: Chinese websites posing as local news outlets target global audiences (2024)","author":"tempo101","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763169"},{"id":"082d0b14-ac1a-4812-aadb-d978fb19216a","source":"hackernews","source_id":"48764610","content_type":"comment","title":null,"body_preview":"The problem isn't AI. The problem has been the mass fan-out of information and unchecked regulation, people, or algorithms that determine it. AI only makes it worse.","author":"karmakaze","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764610"},{"id":"1b179897-b400-4806-b4b1-bc015deeccc5","source":"hackernews","source_id":"48761254","content_type":"comment","title":null,"body_preview":"This is all depressing but I had to laugh at \"Tolliver Chevrolet\"","author":"halestock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761254"},{"id":"d103918e-b694-465f-be8b-2fefc3c25b24","source":"hackernews","source_id":"48761463","content_type":"comment","title":null,"body_preview":"I remarked a couple of times that the same thing crops up on HN. Many high-ranking blog posts about AI appear AI-generated, and the funny thing is that this holds true not only for pro-AI content, but","author":"zerobees","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1261604108402185,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761463"},{"id":"0c0c6c52-f0d4-4cb6-b309-7fafba3d17be","source":"hackernews","source_id":"48761511","content_type":"comment","title":null,"body_preview":"Every time I read a piece from Nieman, it reminds me both of how much we've lost in journalism, but also that there's always hope to swing the pendulum back towards truth (well, more truthiness).","author":"mwexler","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761511"},{"id":"7f36cc3a-f95e-432c-8d3e-609660b83e0d","source":"hackernews","source_id":"48761700","content_type":"comment","title":null,"body_preview":"I constantly wonder what is the societal benefits of AI\nIt’s really hard to build a coherent pro-AI argument","author":"spaceman_2020","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761700"},{"id":"bfbb68c8-5b68-4e9a-bc57-5d6ad2cd77e2","source":"hackernews","source_id":"48761344","content_type":"comment","title":null,"body_preview":"This is a great read.\nIt would appear https://theeditorial.news is \"Under Construction\" now. The articles themselves [1] were originally super creepy when you know the entire thing is made up.\n> Miche","author":"joenot443","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761344"},{"id":"13d668bb-0c8b-45ca-a5db-9850bc03c101","source":"hackernews","source_id":"48765241","content_type":"comment","title":null,"body_preview":"Here's a gmail extractor google apps script that does the same thing, but for not $30!\nfunction autoExtractGmailMedia() {\n  const START_TIME = Date.now();\n  const TIME_LIMIT = 1000 * 60 * 5; // 5 minu","author":"benzofuran","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765241"},{"id":"d9d6907c-c99a-41ee-bf14-dc89afc493d1","source":"hackernews","source_id":"48763519","content_type":"comment","title":null,"body_preview":"If I have to look at yet another website with this same fucking AI-generated theme I'm gonna have to kill somebody.","author":"TazeTSchnitzel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763519"},{"id":"43f6f55a-2868-424e-8c4f-12b5f4ae64dc","source":"hackernews","source_id":"48762383","content_type":"comment","title":null,"body_preview":"idk if other tools do it for free, but cool idea, hope that it gains the deserved visibility","author":"tribal808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2542798434130615,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762383"},{"id":"c189f04c-963d-47a3-ab33-415ce35af31b","source":"hackernews","source_id":"48763064","content_type":"comment","title":null,"body_preview":"I like the idea. Google Takeout works, but a focused app that helps you actually find and recover old photos could still be useful.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763064"},{"id":"06dd14d6-a52d-4192-bd35-361155518a8f","source":"hackernews","source_id":"48763099","content_type":"comment","title":null,"body_preview":"I like your idea. While installing the app, I suddenly had an idea for the logo: what do you think about using a tilted old photo of a child as the app icon?","author":"shuirong","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763099"},{"id":"3e1cc33f-563e-48f3-a1ba-fd4c2d437da7","source":"hackernews","source_id":"48766137","content_type":"comment","title":null,"body_preview":"Meta: Can someone more familiar with the rules of HN please tell me why some Show HN posts get immediately “flagged” while others don’t? I have seen commercial entires like this be flagged while this ","author":"ksajadi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.05694971012424837,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766137"},{"id":"794e3562-24f7-44b8-a5fb-ce7a14fe7355","source":"hackernews","source_id":"48764712","content_type":"comment","title":null,"body_preview":"Interesting! I already have a Python script that can download anything from Gmail. Making it a product?! Really have not thought about it! Which is why I am probably broke Ha Ha","author":"t_mahmood","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.056127812445913285,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764712"},{"id":"5263cda8-3927-474b-9c71-b289fa8be73a","source":"hackernews","source_id":"48763793","content_type":"comment","title":null,"body_preview":"“I found photos of my niece I thought were lost forever. Thank you so much!”\nEmily D.\nBe honest, is \"Emily D\" a real person you got organic feedback from? Small thing that makes the vibed site off-put","author":"ks2048","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.09669923596079077,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763793"},{"id":"ad445e68-86a8-4c8f-b217-584377ea3f2a","source":"hackernews","source_id":"48763391","content_type":"comment","title":null,"body_preview":"> 100% local, no cloud, no subscriptions, no AI.\nThe world needs more of this","author":"artisinal","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.2065150148493952,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763391"},{"id":"ac3874ab-96d8-4fd7-981a-4659bf247d0a","source":"hackernews","source_id":"48763021","content_type":"comment","title":null,"body_preview":"For $30 you should sign your binary  so you don't have a UAC popup.\nAlso is it not doable with Google takeout ( with Gmail )?","author":"Thaxll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763021"},{"id":"97a9a245-b650-4618-8a94-5eee221219b6","source":"hackernews","source_id":"48764764","content_type":"comment","title":null,"body_preview":"I'd love to somehow do the opposite of this but I don't think it's possible? It would be deleting attachments from emails without deleting the email thread.\nFor example I'm always 1-2 GB away from my ","author":"nickjj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764764"},{"id":"bc9dd0d3-2079-4a7b-aa3f-18e34c77bd35","source":"hackernews","source_id":"48767847","content_type":"comment","title":null,"body_preview":"Whether or not I could have got this stuff out without the app, I wasn't going to, and I already have $29 worth of nostalgia out of it. Thank you","author":"adamtheturtle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767847"},{"id":"81e42d11-08df-424e-9c5f-87729d5186c2","source":"hackernews","source_id":"48766617","content_type":"comment","title":null,"body_preview":"Just wanted to take a moment to say thank you to everyone who commented today. Launching on HN isn't for the faint of heart, but it’s been really valuable.\nWhat a day. I was told my landing page looks","author":"ltiger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766617"},{"id":"abd6fb6d-f4de-4c97-afc4-84e72e9d81d1","source":"hackernews","source_id":"48762810","content_type":"comment","title":null,"body_preview":"First, I really love this idea, and I thank you for getting it into my head.\nThat said, if no AI is really important, I guess it's worth $29, though I can't tell if you used AI to build it or not from","author":"baron3dl","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","hedge_stacking"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762810"},{"id":"9be9be9c-6ddf-441c-a661-b5aaea98503d","source":"hackernews","source_id":"48763008","content_type":"comment","title":null,"body_preview":"Or you can just use Google Takeout: https://takeout.google.com\nDeselect everything, select \"Mail\", create export, wait until it's done, and then download the zip.","author":"KomoD","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.05347094789109549,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763008"},{"id":"f090856b-08ab-4d01-a239-45845eec3d4c","source":"hackernews","source_id":"48755636","content_type":"comment","title":null,"body_preview":"Okay, legal nerds: would the consumption of a cup of Gatorade count as usufruct? That sounds like abusus instead.","author":"classichasclass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755636"},{"id":"80884314-c19a-499f-a7c6-121a936b49e0","source":"hackernews","source_id":"48754747","content_type":"comment","title":null,"body_preview":"Among the many non-business related exploratory conversations me and my cofounder have was one around having  He had always imagined a big part of getting older would be having a kid. It was always an","author":"ngm7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754747"},{"id":"a57d8ae0-09bf-4f65-a81f-2dff519f7868","source":"hackernews","source_id":"48755211","content_type":"comment","title":null,"body_preview":"The fun thing to do is have a special week where none of these arguments apply.  I did a camp papa with my 5 year old where the only rule was \"be nice to papa\".\nWe had ice cream three times in one day","author":"treis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755211"},{"id":"f45b1690-a3a6-496a-bad6-03208d53b27e","source":"hackernews","source_id":"48759556","content_type":"comment","title":null,"body_preview":"We can hope that Scott’s parenting experience will convince other Rationalists and EAs to have children —- there was a time when they all posted things like “the single worst thing any person could do","author":"vessenes","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10261019379702875,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759556"},{"id":"edca0571-35f9-4e82-875d-0a70b2e52ed0","source":"hackernews","source_id":"48758332","content_type":"comment","title":null,"body_preview":"> I love my daughter, but I’ve never been a little girl; it doesn’t bring anything back for me. It’s like Mudjekeewis says - you’ve got to have a son to see your youth rise up before you.\nThis feels p","author":"camgunz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","original_commentary","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758332"},{"id":"363f1d60-7956-4b07-98c4-d22d202082f3","source":"hackernews","source_id":"48755063","content_type":"comment","title":null,"body_preview":"This is hilarious! Also corroborates my own experience (also as a father of two). Small kids are actually rather smart, but their very limited experience and thus the sensory and emotional overload (c","author":"nine_k","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755063"},{"id":"7e913c4e-1871-4285-9186-f8ea14950237","source":"hackernews","source_id":"48764813","content_type":"comment","title":null,"body_preview":"I think it's a great source for good information for specifics, but must know how to find the good papers and read them.","author":"mahirsaid","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764813"},{"id":"b553f290-4e9f-4f9b-b3cf-5221697ad29b","source":"hackernews","source_id":"48764051","content_type":"comment","title":null,"body_preview":"Have we come full circle now with China inspired by American Capitalism to create their own model of it, that now inspires the Americans to imitate the Chinese?","author":"thisislife2","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764051"},{"id":"d2f5197b-bb35-416e-8835-cbf91b25a64c","source":"hackernews","source_id":"48765033","content_type":"comment","title":null,"body_preview":"this is why democrats are so stupid to use the word socialist even though it's accurate\nsovereign funds, federal ownership making companies \"too big to fail\" is 100% socialism\nbut republicans are devi","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1429436670875495,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765033"},{"id":"f81d0e07-2f8c-4d03-a995-24aa222abd05","source":"hackernews","source_id":"48766279","content_type":"comment","title":null,"body_preview":"I like the idea of getting a slice of the action for the country. I mean, to have a nice slice of profits or something would be really nice. You know the equity is nice in that only pays off if there ","author":"meetingthrower","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766279"},{"id":"bbdf15c7-874a-4a1f-b4a5-089bb76adac3","source":"hackernews","source_id":"48765040","content_type":"comment","title":null,"body_preview":"Owning the means of production is so capitalist now...","author":"cjoelrun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765040"},{"id":"382a8c78-8e8b-4f3c-8ced-cb8e3cdc09fb","source":"hackernews","source_id":"48764722","content_type":"comment","title":null,"body_preview":"Capitalism with American characteristics:\n* https://en.wikipedia.org/wiki/Socialism_with_Chinese_charact...","author":"throw0101d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764722"},{"id":"5d111ae1-db85-42aa-8298-dc9d58fe576e","source":"hackernews","source_id":"48764174","content_type":"comment","title":null,"body_preview":"Isn't that just socialism without the social benefits?","author":"benoau","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764174"},{"id":"bf6952f4-b86d-4688-b52e-718148b98016","source":"hackernews","source_id":"48765379","content_type":"comment","title":null,"body_preview":"More here\nhttps://www.cfr.org/articles/washingtons-growing-portfolio-t...","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765379"},{"id":"8ed674c3-d29a-4265-a5da-d4f4e45dd4a9","source":"hackernews","source_id":"48766004","content_type":"comment","title":null,"body_preview":"I still wonder if the CAFR CONSPIRACY is true.\nThe story is that states have some very large number of little bits of money with and without purpose all parked with investment companies. The total sum","author":"econ","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.17443707035921746,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766004"},{"id":"faef4f30-298a-4a3a-a26f-2907165b0e75","source":"hackernews","source_id":"48765361","content_type":"comment","title":null,"body_preview":"If the left had done this, they would have been attacked for \"socialism.\" But since it's a right wing administration doing it, it becomes \"national security industrial policy.\"\nThis isn't communism. I","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","cultural_reference","semantic_blandness"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765361"},{"id":"76614fce-51f3-45e1-abdd-e65c891f525c","source":"hackernews","source_id":"48767724","content_type":"comment","title":null,"body_preview":"Can we get a breakdown on how this benefits the average US citizen? Other than vibes and \"better us than them\"","author":"Avicebron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767724"},{"id":"d41feb8f-2fb3-439a-a5e3-2004c1f59fac","source":"hackernews","source_id":"48764994","content_type":"comment","title":null,"body_preview":"Related today:\nOpenAI ‘in early talks to give 5% stake to US government’\nhttps://news.ycombinator.com/item?id=48759623","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764994"},{"id":"d64e9d5c-0902-4c48-bef2-44d00caad70b","source":"hackernews","source_id":"48765047","content_type":"comment","title":null,"body_preview":"Corporate taxes don't work and taxing the rich is super hard. Could this be a way for the state to suplement tax revenue?","author":"dachworker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765047"},{"id":"df2aec60-b793-4869-a87d-73f205fcff75","source":"hackernews","source_id":"48765805","content_type":"comment","title":null,"body_preview":"At least we might get better nuclear out of this, assuming it's not as hilariously corrupt as our government contracting schemes are.","author":"throwaway27448","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765805"},{"id":"e8a00be4-80a6-47b8-8eab-045707a41e85","source":"hackernews","source_id":"48765263","content_type":"comment","title":null,"body_preview":"I’m not sure if I’m supposed to be against this but it seems like if the percentage is limited and they’re non voting shares then it should be ok.\nI guess preferential treatment could be the only issu","author":"bilsbie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1576154171847979,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765263"},{"id":"305edeb1-8f50-4770-8efd-8d5795bb7dfd","source":"hackernews","source_id":"48765615","content_type":"comment","title":null,"body_preview":"There was a really interesting episode of EconTalk podcast about 6 years ago which had a guest (woman, if it helps find it) arguing that the US gov should invest in and have ownership of a lot more st","author":"therealdrag0","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765615"},{"id":"b9af0755-7a4e-4f66-9141-bb0e1b8073db","source":"hackernews","source_id":"48765378","content_type":"comment","title":null,"body_preview":"i think an important nuance and the reason we don't suddenly have a sovereign wealth fund is it’s not a centralized US Gov buying stakes. It’s a bunch of different government entities using different ","author":"scottfits","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765378"},{"id":"8562d91d-c211-4f3e-9a2f-5d1383a0f077","source":"hackernews","source_id":"48765734","content_type":"comment","title":null,"body_preview":"I know it is not the same thing, but in case people aren't already aware, Alaskan residents have long owned stocks in private companies.\nIt is called the Alaska Permanent Fund and a constitutionally e","author":"dcookie","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765734"},{"id":"2264287e-e60b-4cf3-842b-0bfac8b67989","source":"hackernews","source_id":"48765271","content_type":"comment","title":null,"body_preview":"The investments listed here in the article make this seem like an effort to shore up or incentivize industries or companies that are integral to national defense. One example, in the ongoing US-China ","author":"asimpson","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765271"},{"id":"79c68e58-5e19-42d4-bf10-ded545633b62","source":"hackernews","source_id":"48761853","content_type":"comment","title":null,"body_preview":"Some spiders seem to think, recognize people and take immediate evasive action. Contrast that with a beetle, or ant. They just keep walking along like I'm not even there.\nI turned the kitchen light on","author":"seethishat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","natural_digressions"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761853"},{"id":"d5ba27ab-b470-4f5e-b34b-952911858e7a","source":"hackernews","source_id":"48760240","content_type":"comment","title":null,"body_preview":"Just a reminder: https://www.reddit.com/r/ChatGPT/comments/13lgbir/sam_altman...","author":"throwaw12","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13738275685567614,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760240"},{"id":"0fa6083a-1d13-4c52-9f21-47c7880b06e4","source":"hackernews","source_id":"48759850","content_type":"comment","title":null,"body_preview":"Isn't this what people wanted? The public to have access to the gains of these companies?\nI don't want public ownership of any private companies but this seems to be what slopulism leads us to","author":"osiris970","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759850"},{"id":"6af89722-db82-4974-a6f3-1b5b6d5007a7","source":"hackernews","source_id":"48760252","content_type":"comment","title":null,"body_preview":"But governments cannot be trusted, better give it to an independent entity like they did with the Qatari jet","author":"dhoe","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760252"},{"id":"d9d2e6b9-6384-4fd6-9cc5-1747c112cca6","source":"hackernews","source_id":"48760430","content_type":"comment","title":null,"body_preview":"Some advantages this gives OpenAI:\n- Altman takes away Musk's power as Trump's favourite tech friend.\n- the government won't punish OpenAI too hard, because it makes money when OpenAI does well.\n- the","author":"I_am_tiberius","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","semantic_blandness","suspiciously_balanced","missing_platform_voice"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760430"},{"id":"209afb7b-cc0e-4c10-862d-1e02e020cec4","source":"hackernews","source_id":"48760251","content_type":"comment","title":null,"body_preview":"I know OpenAI has delayed their IPO by a year (i.e. not publicly traded, yet; so: no dividends), but wouldn't it be better for the Government/bottom 95% if instead of taking ownership, they taxed all ","author":"ProllyInfamous","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760251"},{"id":"b9d1f1b1-c52f-4121-8918-d2e7cc8e7358","source":"hackernews","source_id":"48760355","content_type":"comment","title":null,"body_preview":"In a proper capitalist society the government defines the rules of the market, aligned with the interests of several parties, and then companies compete within that well regulated and fair environment","author":"bitmasher9","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.22032925006137827,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760355"},{"id":"88a9f3ea-cb19-486f-ba42-d41d7964a773","source":"hackernews","source_id":"48760242","content_type":"comment","title":null,"body_preview":"> Altman has also reportedly spoken with the Democratic senator Bernie Sanders in recent weeks. The senator has been pushing for the creation of a sovereign wealth fund overseen by an independent comm","author":"petcat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10623955743443188,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760242"},{"id":"aad96fea-9e12-4974-9edc-9a2752cd33c6","source":"hackernews","source_id":"48760475","content_type":"comment","title":null,"body_preview":"Not a great move imo from a business stand point, given the heightened supply chain risk that global (non-US) corporations and sovereigns are already associating with the frontier labs.\nI like that it","author":"bushido","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760475"},{"id":"bcfb0220-6f74-4fd1-aa09-71addcda40b5","source":"hackernews","source_id":"48760423","content_type":"comment","title":null,"body_preview":"With the USA and Israel tightening their intelligence agencies / secret service exchange, and now pulling in OpenAI -- that's a very effective strategy to exercise more worldly dominance","author":"yde_java","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760423"},{"id":"773d9a97-ef73-4761-8988-cce67d7e0674","source":"hackernews","source_id":"48764394","content_type":"comment","title":null,"body_preview":"We may not see it yet, but, this is a way to capture government and use that to suppress competition and any dissent.\nThe moment the government owns equity, every regulatory decision becomes conflicte","author":"freakynit","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification"],"bot_score":0.11120340377583109,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764394"},{"id":"2a1c4b37-2811-4def-8986-ff2862501fd5","source":"hackernews","source_id":"48760501","content_type":"comment","title":null,"body_preview":"I sound conspiratorial - but everything happening in the US around AI + Crypto has the fingerprints of David Sacks and Theil on it. You can hear them talk about these things and then they happen.\nSack","author":"AJRF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760501"},{"id":"b167da79-ce4e-4217-b681-cb3e402552da","source":"hackernews","source_id":"48759656","content_type":"comment","title":null,"body_preview":"Does OpenAI not have mandatory compliance training which forbids them from giving any government a bribe as a condition of doing business?","author":"bityard","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","over_qualification"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759656"},{"id":"09405f22-ae31-4b49-8c43-70b9f1744600","source":"hackernews","source_id":"48760171","content_type":"comment","title":null,"body_preview":"Interesting. But if Sam really believes that the US public should share in the benefits of AI surely the number should be 50% not 5%.","author":"Traster","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760171"},{"id":"ab7bb390-67bc-4568-8814-dff762362cc9","source":"hackernews","source_id":"48760417","content_type":"comment","title":null,"body_preview":"I may be naïve or completely uninformed, but given the federal government’s vast resources, including supercomputers, national laboratories, the NSA, and many talented employees, why does the federal ","author":"linguae","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760417"},{"id":"35102b13-6b36-400e-b88c-d3a4551cc0e9","source":"hackernews","source_id":"48760285","content_type":"comment","title":null,"body_preview":"Seems to be a very bad mechanism to ensure democratic control of the technology. There must be better ways, even naively assuming that OpenAI is somehow genuine about wanting to broadly share its stak","author":"Sol-","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760285"},{"id":"39e9d978-fed1-4508-af07-1c82dd98b2fd","source":"hackernews","source_id":"48760346","content_type":"comment","title":null,"body_preview":">The proposal would also involve other US AI companies giving a similar stake to the government, the FT reported, although it is not clear yet whether companies such as Anthropic, Google and Meta woul","author":"granzymes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","hedge_stacking"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760346"},{"id":"cdcc6162-f833-4224-8548-93a4cd3dc3cb","source":"hackernews","source_id":"48760302","content_type":"comment","title":null,"body_preview":"This is 9 years old. Shows that Sam Altman has been thinking about this for a while https://blog.samaltman.com/american-equity","author":"oliver-rock","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760302"},{"id":"0b83313b-21a2-4bb1-a94b-8f524b0b850a","source":"hackernews","source_id":"48760263","content_type":"comment","title":null,"body_preview":"This feels a bit off.. How is the government supposed to be able to regulate them impartially when they're literally invested in them.\nWhat if a competitive startup startup starts to really take away ","author":"bilekas","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1294758809789415,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760263"},{"id":"07ed9fd7-7cbb-4763-b9c9-26377630b075","source":"hackernews","source_id":"48755904","content_type":"comment","title":null,"body_preview":"Awesome, awesome. My old copy of \"Beneath Apple DOS\" is still sitting on a shelf across the room - this brings the memories flooding back.","author":"jakzurr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755904"},{"id":"7dd0cc44-ecdd-420f-9602-a9e3e80596d8","source":"hackernews","source_id":"48757087","content_type":"comment","title":null,"body_preview":"Great read. The section about copy protection and being able to step the head motor half tracks and do things like store tracks at half positions, or even store 180 degrees at one position and another","author":"gblargg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757087"},{"id":"841e0935-3869-4867-a802-8bc9dfa89a0e","source":"hackernews","source_id":"48756328","content_type":"comment","title":null,"body_preview":"Here's a simulation in Lisp:\nhttps://josephoswald.nfshost.com/circuit-sim/woz-machine-hw-...","author":"jonjacky","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1998370832612177,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756328"},{"id":"51b3e42c-2aa3-4e4a-9a4a-995b627def14","source":"hackernews","source_id":"48756898","content_type":"comment","title":null,"body_preview":"I just have to say when I saw BMOW 1 I was delighted.\nAlso Magic-1, another homebrew CPU, also made out of 74LS TTL chips from the 1970s.\nFantastic trend, really.\nhttps://www.bigmessowires.com/bmow1/\n","author":"musicale","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756898"},{"id":"0ef769eb-278f-41a2-bab8-7af346a6d1ce","source":"hackernews","source_id":"48754617","content_type":"comment","title":null,"body_preview":"If this kind of stuff interests you, you might want to check into the upcoming “Designed in California” podcast about Apple’s history (still on kickstarter but I think the campaign is over): http://de","author":"sgerenser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754617"},{"id":"8cd0d9b2-dbfc-4349-9ff2-8884f216ad83","source":"hackernews","source_id":"48764236","content_type":"comment","title":null,"body_preview":"Lots of people are commenting on how unique it was to have a software based disk interface instead of stand alone hardware. And in a sense that is true, but also not.\nAround that time there were vario","author":"ralferoo","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","personal_perspective","imperfect_expression"],"bot_score":0.113157199363175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764236"},{"id":"ef0b7bf6-030e-43e3-a8b3-3919f3a379ca","source":"hackernews","source_id":"48754648","content_type":"comment","title":null,"body_preview":"The great thing about the whole Apple ][ system was that it was sophisticated enough to actually do stuff but simple enough that a single person could understand it (largely because it was mostly the ","author":"dhosek","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754648"},{"id":"0677ef0f-1034-4a68-8f19-c08328130565","source":"hackernews","source_id":"48755521","content_type":"comment","title":null,"body_preview":"Graphics programming in games is like playing the guitar. It's cool, but everybody wants to do it.\nMake the bold choice. Be a game network programmer. Nobody wants to do it, it's really hard and it ki","author":"gafferongames","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755521"},{"id":"9f16eb3b-b1ed-465a-afa6-c0a4b6b27522","source":"hackernews","source_id":"48756521","content_type":"comment","title":null,"body_preview":"I still have a gripe over the fact The Book of Shaders which never gets finished [0].\nPerhaps I'll write such a book... after I finish my game (dry laughter).\n[0]: https://thebookofshaders.com/","author":"raincole","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.14030746688655862,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756521"},{"id":"d2bee062-2a59-46dc-b7ec-cb33100774b4","source":"hackernews","source_id":"48755417","content_type":"comment","title":null,"body_preview":"I think the advent of world models is going to open up a lot of interesting 3D applications with related graphics & rendering challenges. That intersecting with WebGPU general availability across brow","author":"pcmaffey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755417"},{"id":"55afde4b-747b-45cc-9f07-e65395dca94f","source":"hackernews","source_id":"48760829","content_type":"comment","title":null,"body_preview":"I just opened up that ray tracing tutorial and am slowly going through it, I've always been interested but never got around to it. Today I learned about the PPM image format, very accessible for this ","author":"Cthulhu_","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760829"},{"id":"a69ef279-877b-4d6b-bcaa-570663aa914b","source":"hackernews","source_id":"48756653","content_type":"comment","title":null,"body_preview":"I love @Animats comment!\nI come from reading about CRDTs from Evan Wallace and also having built a product used by >40M users.\nIt applies to software products too!\nIn their words…\nIf you want to build","author":"dvrp","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756653"},{"id":"32437ccc-09b2-405e-83a2-bc354261191f","source":"hackernews","source_id":"48754410","content_type":"comment","title":null,"body_preview":"I had some difficulties making sense of _color_ in context of graphics programming, especially transfer functions (sometimes misleadingly called tone mapping).\nGood article on color management in gene","author":"ivanjermakov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.10000662315038096,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754410"},{"id":"7bac928f-9b2d-4dbc-81d2-b744cad7d568","source":"hackernews","source_id":"48759663","content_type":"comment","title":null,"body_preview":"Depends on what you want to do.\nIf you just want to make a game, use a game engine like Unity, Godot or Unreal.\nIf you want to do graphics, like making engines, simulations, renderers then you should ","author":"Mierenik","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759663"},{"id":"17ff155e-7537-414d-a9a6-9414ccad2af4","source":"hackernews","source_id":"48759867","content_type":"comment","title":null,"body_preview":"Should also include be under 25 and have lots of time to dedicate to it. I've always been interested in the idea of graphics programming and a few years ago I started teaching myself vulkan. Not sure ","author":"satnhak","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759867"},{"id":"db39605e-682e-462b-997f-c42303c56032","source":"hackernews","source_id":"48757488","content_type":"comment","title":null,"body_preview":"Here's my created list I maintain: https://legends2k.github.io/note/cg_resources/\nDo learn if it piques your curiosity and have the time.  You're in for a blast and a lot of learning, that'll make you","author":"legends2k","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757488"},{"id":"350fc54d-f26e-4552-8d2f-fb94bbb2363f","source":"hackernews","source_id":"48754541","content_type":"comment","title":null,"body_preview":"Do you want to make games, or do 3D engine programming?\nIf you want to make games, use an existing engine. Unreal Engine, Unity, Godot, and Bevy are good choices. You'll learn the higher level issues ","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.14321899610493338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754541"},{"id":"60058514-a9dc-48c2-aefc-154f3cb78bc7","source":"hackernews","source_id":"48756302","content_type":"comment","title":null,"body_preview":"Did you ever try to keep files on a really good storage?","author":"hyp0thetical","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756302"},{"id":"237c80c1-4afd-4df8-be47-fa14dc72cd61","source":"hackernews","source_id":"48761993","content_type":"comment","title":null,"body_preview":"This is a great update with a clear break-down with lots of detail; bravo lynne! For naysayers Opus is great and has its place, but AAC isn't going anywhere.","author":"mondainx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.29852965274171994,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761993"},{"id":"6375b931-9e64-4e21-99e6-4640a8afac31","source":"hackernews","source_id":"48755073","content_type":"comment","title":null,"body_preview":"I applaud a new/better FFMPEG AAC encoder, but there are two pretty massive caveats that are mentioned in the specifics that need to be called out:\n- CBR only\n- Only optimized for 48khz sampling\nNot b","author":"pseudosavant","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755073"},{"id":"a26e5c03-7d34-47ee-acff-5ce370f7f13b","source":"hackernews","source_id":"48755119","content_type":"comment","title":null,"body_preview":"Might be interested in orthogonal reading - \"The Textual Warehouse\" (ISBN-10:‎ 163462954X) by data warehouse pioneer Bill Inmon.  He is and always has been ahead of his time with his thinking!","author":"sixdimensional","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755119"},{"id":"09208ba8-0315-42ee-9cba-aedc0b67d9f4","source":"hackernews","source_id":"48756528","content_type":"comment","title":null,"body_preview":"Does this also extract semantic relationships and data dependencies between fields?\nIn the past I'd built an internal tool that transforms insurance PDFs to structured data. I wanted to extract explic","author":"nilirl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08233132564362461,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756528"},{"id":"01c1cb18-76f9-4f01-90dd-133612567256","source":"hackernews","source_id":"48757746","content_type":"comment","title":null,"body_preview":"New is old and old is new. Back in 2010 the W3C had originally proposed camera access via the `<device>` tag.\nOpera even shipped a build supporting it.","author":"a_paddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757746"},{"id":"910a1fb0-3950-4cdf-820c-7480581737d2","source":"hackernews","source_id":"48754973","content_type":"comment","title":null,"body_preview":"Chrome basically is abusing its market position, 69.65% globally, and becomes the new IE. Implementing its own HTML/JS standard.\nThe sad truth is, some companies will look at Statcounter[0] and say be","author":"phantomathkg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","niche_expertise","false_specificity"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754973"},{"id":"0c6d7528-7906-4d00-a8e9-56550a6dc8f8","source":"hackernews","source_id":"48755310","content_type":"comment","title":null,"body_preview":"Anything new I have to block so my ass can't be fingerprinted?","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.09273172773002775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755310"},{"id":"da6f6a54-eee1-4bf7-a973-acbfe80d4f6b","source":"hackernews","source_id":"48754901","content_type":"comment","title":null,"body_preview":"Is this Chrome only or something the other browsers are working on, too? A quick web search does not seem to produce any relevant hits.","author":"usr1106","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754901"},{"id":"d9506c78-4a7a-4d61-9074-c3fcf514ff57","source":"hackernews","source_id":"48766468","content_type":"comment","title":null,"body_preview":"> Cisco observed that users who initially denied permissions were only about 10% likely to successfully grant permissions using legacy prompts, but that rate jumped to more than 65% with the new eleme","author":"hiccuphippo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766468"},{"id":"8ed15030-6ebd-4776-8936-da6d8f66c769","source":"hackernews","source_id":"48755021","content_type":"comment","title":null,"body_preview":"Uughh why do we need this whole new html element and not simply make the getUserMedia API allowed to be called more than once if the initiator is a user click?","author":"akersten","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755021"},{"id":"c6b59fa0-2b70-430e-805a-0b60f5bc9e18","source":"hackernews","source_id":"48767731","content_type":"comment","title":null,"body_preview":"Or \"we willfully borked the permission system in chrome so we could force everyone to implement our stupid solution\". They could've just made better the \"options\" button at the top left of the URL bar","author":"hollow-moe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767731"},{"id":"ba55e0aa-3805-4743-b0e3-eea027d37c52","source":"hackernews","source_id":"48757639","content_type":"comment","title":null,"body_preview":"Another idea would be to make emojis that could be used as Amiga Workbench 1.3 icons. The Blue, white, orange and black kind.","author":"bni","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757639"},{"id":"7d60bcb0-a9a6-4ef7-90ee-fbb027aef36c","source":"hackernews","source_id":"48754502","content_type":"comment","title":null,"body_preview":"The rendering on this blank character is wrong, it is visible","author":"SpyCoder77","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754502"},{"id":"1d288eab-f24e-4072-a63a-315ad24ae2fd","source":"hackernews","source_id":"48754469","content_type":"comment","title":null,"body_preview":"On mobile if you zoom in the background gives you a headache","author":"SpyCoder77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754469"},{"id":"13700b70-290f-4a42-999e-ec266c282e0d","source":"hackernews","source_id":"48759240","content_type":"comment","title":null,"body_preview":"I did play with adding the 1-bit NTT Docomo emojis, as well as the 1998 Softbank emojis, into LisaGUI (my 1-bit Lisa-themed web OS). The glyphs are at most 12 pixels squared, and fit comfortably with ","author":"ayaros","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","platform_fluency","self_reference"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759240"},{"id":"7e41e2fb-2127-450b-9b6b-614197526b89","source":"hackernews","source_id":"48764472","content_type":"comment","title":null,"body_preview":"Biology seems to do this surprisingly often—systems become more resilient because they have to respond to stress, not despite it. The interesting part is figuring out where that line is.","author":"johnathan101","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764472"},{"id":"b1c615a3-f46e-4297-af30-d998311f3beb","source":"hackernews","source_id":"48755216","content_type":"comment","title":null,"body_preview":"The page has a very clean and simple design. I really like this UI/UX approach.","author":"mosbyllc","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755216"},{"id":"7973f982-8214-4592-a0ba-a3075a78e9f5","source":"hackernews","source_id":"48763019","content_type":"comment","title":null,"body_preview":"To be honest I expect the site to give me some way to browse mags at random, just like you can with a real pile of magazines.","author":"Klaster_1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763019"},{"id":"f551911c-2a04-4e2b-b17c-24ce76600755","source":"hackernews","source_id":"48764338","content_type":"comment","title":null,"body_preview":"Really nice! Reading about Major Taylor right now.","author":"HardwareLust","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764338"},{"id":"80c50836-55cd-4eae-a4da-5f1572bb592d","source":"hackernews","source_id":"48754305","content_type":"comment","title":null,"body_preview":"Nice niche archive. I always like seeing old magazines made searchable instead of just sitting in scans somewhere.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754305"},{"id":"3cc61103-392b-467a-9296-484e2d9dd46f","source":"hackernews","source_id":"48764221","content_type":"comment","title":null,"body_preview":"The documentation page makes this look like a fake door test.","author":"gorjusborg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764221"},{"id":"b82d9b6a-4935-4413-b539-190845af24e2","source":"hackernews","source_id":"48764801","content_type":"comment","title":null,"body_preview":"Sadly, this project is dead.  It appears the startup that was working on it couldn't raise money and folded.\nI built half of a MUD-like thing with it but later rewrote it in Scala 3 with the ZIO effec","author":"hackingonempty","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","self_reference"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764801"},{"id":"5ca27c95-7dd6-4e69-a41f-a745c5e4d4a2","source":"hackernews","source_id":"48763425","content_type":"comment","title":null,"body_preview":"ah, brings back memories.  third one from the left was my favourite.","author":"coreyburnsdev","classification":"human_created","confidence":0.85,"indicators":["natural_digression","terse_reply","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763425"},{"id":"591841a6-fdc1-4269-8b4b-ddf5ab6bb72f","source":"hackernews","source_id":"48762172","content_type":"comment","title":null,"body_preview":"Yesterday someone put a Winamp-vibe radio player on a Waveshare ESP32-S3 1.54 LCD. Now if only these skins can be ported to that too. I’m in awe!","author":"rebyn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762172"},{"id":"77544d2f-904b-41ee-96f8-b6c1d7a5f686","source":"hackernews","source_id":"48762212","content_type":"comment","title":null,"body_preview":"I always though the skin model would be a great UX paradigm for an OS to follow. Pity we have gone the opposite direction and it is turtlenecks and \"user delight\" all the way down.","author":"a34729t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.13704808686409733,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762212"},{"id":"638823ed-5d6b-46c3-9ef9-1e1e804397dc","source":"hackernews","source_id":"48761864","content_type":"comment","title":null,"body_preview":"It took me a while to realize that they are fully working if you click on it.","author":"hobscure","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761864"},{"id":"48a488b1-4c97-40bf-901c-1b5a778c9e5c","source":"hackernews","source_id":"48766028","content_type":"comment","title":null,"body_preview":"So many memories. We definitely lost something along the way.","author":"dethos","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0.2260854016375911,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766028"},{"id":"38e7ac5d-1219-4597-9dc1-ccd490a9254d","source":"hackernews","source_id":"48761963","content_type":"comment","title":null,"body_preview":"I'll have to spend some time trying to find it if it's on there, but I had one at one point called \"Pimeer\" where the text was rendered in such a way to look like a Pioneer stereo. Fooled me at the ti","author":"jihadjihad","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.15862004353943196,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761963"},{"id":"98398c39-d330-4f53-a1a8-5a09fd8a4640","source":"hackernews","source_id":"48762371","content_type":"comment","title":null,"body_preview":"I don't want to use it, but I would laugh if someone made Visual Studio Code look like Winamp...","author":"VikingCoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.14018139601370236,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762371"},{"id":"b287d533-f892-46aa-91fa-ae803616bea2","source":"hackernews","source_id":"48761045","content_type":"comment","title":null,"body_preview":"OMG, you just catapulted me back to being 12 again!","author":"goodwillhunting","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761045"},{"id":"fc348cce-5fb9-418f-93d6-de821ef1bf72","source":"hackernews","source_id":"48763058","content_type":"comment","title":null,"body_preview":"Big thing that allowed this degree of personalization and skinning was that everyone was running fairly homogenous display equipment.  When you don't need to deal with a whole spectrum of aspect ratio","author":"marginalia_nu","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_template_phrases","natural_expression","platform_fluency"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763058"},{"id":"7f823fcb-7188-425b-89cc-086147f3ea2a","source":"hackernews","source_id":"48763257","content_type":"comment","title":null,"body_preview":"The amazing foss music player audacious supports winamp skins in case anyone wants to use these on a modern cross platform program that's actually foss","author":"mghackerlady","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763257"},{"id":"5862a627-746c-4fd5-824e-82b624a454d1","source":"hackernews","source_id":"48763179","content_type":"comment","title":null,"body_preview":"one of the best desktop apps ever made, should be in the software smithsonian along with winzip, netscape, a few others from that era.","author":"nivals","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763179"},{"id":"4b6a47a6-99d3-4890-b017-3552ac352c9e","source":"hackernews","source_id":"48763181","content_type":"comment","title":null,"body_preview":"Oh! Author of the project here, but not op. Happy to answer any questions.\nThe code for the Museum as well as the Webamp player that powers the interactive preview can be found here: https://github.co","author":"captbaritone","classification":"human_created","confidence":0.95,"indicators":["author_of_the_project_here","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763181"},{"id":"9f37cc5c-30e2-4a35-be62-b555286a6eea","source":"hackernews","source_id":"48762670","content_type":"comment","title":null,"body_preview":"The thing about back then that was so amazing is the amount of personalization you had with your desktop environment. Windows 95/98 had different skins/themes you could use. Winamp and many other apps","author":"zthrowaway","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762670"},{"id":"d23493c7-480f-4571-86a2-da77cc0e76f1","source":"hackernews","source_id":"48763484","content_type":"comment","title":null,"body_preview":"Other cool features:\n- Agents have cross-session memory: Your agents are able to automatically write memory when you tell them anything worth remembering or when it discovers something that might be u","author":"wayneshng","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","synthetic_empathy"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763484"},{"id":"93e1ff18-6ae2-448b-aac3-9cb7a848d3eb","source":"hackernews","source_id":"48746207","content_type":"comment","title":null,"body_preview":"Guess I’m throwing my PS5 out the window and going to PC. This war on physical media is ridiculous. Pretty soon they’re going to require us to buy the console but rent the controllers for the very low","author":"pryelluw","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10302420119057096,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746207"},{"id":"6a0cf59e-e157-4928-b181-5725930fb313","source":"hackernews","source_id":"48752052","content_type":"comment","title":null,"body_preview":"The deal with consoles is if you buy physical discs, you can trade them share them or sell them. The deal with PC is if you buy with steam or GOG, you keep the games, upgrade your pc, keep playing the","author":"post_break","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752052"},{"id":"536adb91-1a5e-4d22-a500-aabcdf41d64e","source":"hackernews","source_id":"48755704","content_type":"comment","title":null,"body_preview":"This just means I am done with buying game consoles. I'll be done with buying any new games soon. I've been around long enough where there is a backlog of games that can last for the rest of my life. ","author":"millerm","classification":"human_created","confidence":0.78,"indicators":["absence_of_personality","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755704"},{"id":"1448f236-897b-4981-960a-fec858dd3b3f","source":"hackernews","source_id":"48755774","content_type":"comment","title":null,"body_preview":"Ever since I had the disposable income to burn (so ~PS3 generation onwards) I've been someone that always eventually owns every console from each generation. Usually just one of them initially and the","author":"p1necone","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","strong_opinions","personal_experience","platform_fluency","imperfect_expression"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755774"},{"id":"2d0d3e8f-f74e-49a3-8f76-96c00ea3df60","source":"hackernews","source_id":"48754810","content_type":"comment","title":null,"body_preview":"One of the selling points of consoles is the secondhand market, and the physical games.\nIf digital only, then consoles have fewer differentiators to PCs, and PCs let you play online without a subscrip","author":"PostOnce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754810"},{"id":"3658466f-1994-4d07-8b5b-275e80df9372","source":"hackernews","source_id":"48755765","content_type":"comment","title":null,"body_preview":"My first thought reading this was I wonder if Sony is planning to wind down or spin off Sony DADC, their commercial optical disc manufacturing subsidiary they’ve run since the dawn of the CD.\nSony DAD","author":"VanTheBrand","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","niche_expertise","platform_fluency","external_links"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755765"},{"id":"6c17260a-45c5-48a7-aa22-2a9ce7baf60c","source":"hackernews","source_id":"48757352","content_type":"comment","title":null,"body_preview":"Every roguelike player has these bolted in. Just play Nethack/Slashem/DCSS/Cataclysm DDA:Bright Nights...","author":"anthk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13432051457486066,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757352"},{"id":"ce1e3783-db3e-4d5a-861e-75dd414b2348","source":"hackernews","source_id":"48758335","content_type":"comment","title":null,"body_preview":"Nice job, I will play for sure!\nI've learned vim with vim adventures years ago and always wondered for a free game to learn.","author":"lanycrost","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758335"},{"id":"effcdf16-189d-43a5-a966-ec447ee055cb","source":"hackernews","source_id":"48759514","content_type":"comment","title":null,"body_preview":"Looks pretty neat but it doesn't seem to register the '^' key at all with a German keyboard.","author":"sid_talks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759514"},{"id":"08d9f443-09d8-4690-ba33-03583618e6e8","source":"hackernews","source_id":"48760012","content_type":"comment","title":null,"body_preview":"Fun! There are some combinations that don't seem to work though, e.g. \"dG\" and \"dgg\" do nothing.","author":"Liquid_Fire","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760012"},{"id":"ff5a7ea5-3688-4acf-8f35-14f41720b1a6","source":"hackernews","source_id":"48760941","content_type":"comment","title":null,"body_preview":"For some reason I really want this on some retro hardware in ASCII art ... an excuse to get a C64 Ultimate?","author":"jagged-chisel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760941"},{"id":"78df2521-7e8b-4c5a-b610-e1a15bbe2fcf","source":"hackernews","source_id":"48758539","content_type":"comment","title":null,"body_preview":"I really like this but feels like it does not really work on a Swedish keyboard layout (macOS), cannot input '$'. Tried both Alt+4 (how you actually input '$') which works in vim and Shift+4 (US layou","author":"tidbeck","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758539"},{"id":"2273e0e5-bf55-4cd0-9159-c088f8e17db6","source":"hackernews","source_id":"48763510","content_type":"comment","title":null,"body_preview":"I visited on an iPhone, I wasn’t expecting the game to work, but there’s an on screen keyboard you can toggle which works great. Greatly appreciated.","author":"hjkl0","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763510"},{"id":"0d777ef7-74b0-48cc-9536-2a7d35e255cc","source":"hackernews","source_id":"48758699","content_type":"comment","title":null,"body_preview":"Pretty cool game, thanks!\nTwo suggestions that came to my mind while playing: \nWould be pretty neat to also been able to navigate the town map with vi bindings and it would also be nice to been able t","author":"rhetenor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758699"},{"id":"04ae9227-32b3-49c9-a383-5b623bb54a0f","source":"hackernews","source_id":"48764873","content_type":"comment","title":null,"body_preview":"Legitimately helpful for helping me wrangle eVil mode on Doom Emacs. Thanks!","author":"arikrahman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12908393330437987,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764873"},{"id":"d8d5c421-5262-4cb4-a8c0-2889ac54d306","source":"hackernews","source_id":"48762309","content_type":"comment","title":null,"body_preview":"On World 6-3, if i use i.e. d3j to delete the 3 lines it deletes the current line + the 3 below. Vim generally treats commands like that as \"do this X times including the current line\", so it should d","author":"drw85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762309"},{"id":"8df72aed-ebaf-4f79-978e-abd18b937b17","source":"hackernews","source_id":"48756945","content_type":"comment","title":null,"body_preview":"Beautiful project. Vim controls really found their way into my muscle memory through Tridactyl and Vimium, browser extensions that let you drive web pages and the browser itself with Vim keybinds.","author":"nehal3m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756945"},{"id":"944d775c-02b9-4246-855f-10595d135183","source":"hackernews","source_id":"48761856","content_type":"comment","title":null,"body_preview":"On the last exercise of world 6, rewrite the highlight, \"cw\" leaves the \"a\" at the end of the line. Both \"c$\" and \"C\" work. I didn't know about \"C\" until I read the web page - I've been using c$ for t","author":"dunham","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761856"},{"id":"2fb85dfe-bc87-444b-924a-3e55293b5eaa","source":"hackernews","source_id":"48767129","content_type":"comment","title":null,"body_preview":"Fun and helpful little game, thank you! I did find the last world to be a big jump in difficulty, I don't know if there's a better way to explain it or if it's just the nature of the material. Inciden","author":"littlekey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767129"},{"id":"585f665a-7bfa-462c-9234-75e0669f0450","source":"hackernews","source_id":"48759197","content_type":"comment","title":null,"body_preview":"Neat, but the (presumably AI-generated) provenance of this means it has regrettable gaps and errors:\nOn \"There and back\", it says par is 6 – it's solvable in 4.\nOn \"Rush hour\", it describes an invalid","author":"greengreengrass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759197"},{"id":"491e6179-0e40-489f-8037-b0941dccce82","source":"hackernews","source_id":"48765678","content_type":"comment","title":null,"body_preview":"Submissions (from 3rd party sources) on Dlang, Vlang, or other language will \"magically disappear\", but posts on Zig that come straight from the source are fully HN approved and constantly churned out","author":"baranul","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765678"},{"id":"3f793be4-c500-45da-9d9b-97909479d3fa","source":"hackernews","source_id":"48766619","content_type":"comment","title":null,"body_preview":"> This means that large parts of what used to be included in the compiler executable are now shipped in source form instead, including:\nFor some strange reason now it became fashionable to treat compi","author":"pjmlp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12966619932315054,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766619"},{"id":"be05e0e5-3799-4684-ae41-4fa531e31b6a","source":"hackernews","source_id":"48766851","content_type":"comment","title":null,"body_preview":"To be fair, Theo Browne was insufferable even before the AI content.","author":"bitbasher","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.060770106238445025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766851"},{"id":"9d640613-75ae-48e5-bf67-a14c24399647","source":"hackernews","source_id":"48765817","content_type":"comment","title":null,"body_preview":"Don't you remember the time that people were solving the 'Strait of Hormuz' crisis on LinkedIn with lines drawn on maps and showing their 'problem-solving' skills?\n... or was it just my feed?","author":"srbsa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765817"},{"id":"ed3b7e1a-87f9-4b46-8a3f-ec5559819dba","source":"hackernews","source_id":"48766248","content_type":"comment","title":null,"body_preview":"LinkedIn doesn't really reward meaningful content. People there are just looking for meaningless business related platitudes at the expense of all else.\nWell, that and based on my experience, most AI ","author":"CM30","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals","personal_experience"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766248"},{"id":"a374e161-6f01-44f7-8958-4db8852303fb","source":"hackernews","source_id":"48766016","content_type":"comment","title":null,"body_preview":"LinkedIn was always sooo fake and bad as in it was a living nightmare dystopia some of the shit people would write.\nI often wondered: Is this how you get promotions? No way does that actually work or ","author":"playorizaya","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_anecdote","natural_digressions","imperfect_expression"],"bot_score":0.11421699201350541,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766016"},{"id":"9c565b3a-f5d2-4b4c-baa4-480c5ba5c289","source":"hackernews","source_id":"48767066","content_type":"comment","title":null,"body_preview":"Maybe it's the mediocre people who are most excited about AI because they see it as equalizing them with more interesting and original people.","author":"add-sub-mul-div","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767066"},{"id":"8067a61d-8abe-498a-a47e-42e146254ecb","source":"hackernews","source_id":"48767251","content_type":"comment","title":null,"body_preview":"Who unironically writes \"thought leader\" as their job description?","author":"xg15","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11895143297585861,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767251"},{"id":"11963bdb-3886-40e6-9e4e-4dc67e05f5ed","source":"hackernews","source_id":"48766734","content_type":"comment","title":null,"body_preview":"I think of LinkedIn like walking into a Tony Robbins event. At least, what I imagine they are like from those old infomercials.","author":"mrdependable","classification":"human_created","confidence":0.85,"indicators":["cultural_references","imperfect_expression","strong_opinions"],"bot_score":0.1034174497806276,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766734"},{"id":"5f072e1b-1179-48eb-9fa7-98e6158c8f2c","source":"hackernews","source_id":"48767572","content_type":"comment","title":null,"body_preview":"The term of AI is definitely overused on the internet especially on social media platforms. One possible reason might be related to marketing.\nThe fundamental behind AI is the same thing behind tradit","author":"jw-open","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","suspiciously_balanced","missing_platform_voice"],"bot_score":0.3553220573536781,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767572"},{"id":"813a78b2-09a7-4864-85ca-024d742dd0ab","source":"hackernews","source_id":"48765613","content_type":"comment","title":null,"body_preview":"LinkedIn posters are 90% people who could be hit by a bus and leave the world a better place afterwards.","author":"witos2","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765613"},{"id":"a0407e55-320e-4aad-aaf8-0c13678f970b","source":"hackernews","source_id":"48766204","content_type":"comment","title":null,"body_preview":"No one provides any value in their posts. I want to try to generate leads for my business and I’m told to use LinkedIn. I’m trying to provide some value - useful things such as how to configure home a","author":"maxrev17","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766204"},{"id":"e12cf15e-17e2-4885-bd6d-285fc314ad78","source":"hackernews","source_id":"48768398","content_type":"comment","title":null,"body_preview":"I see the same thing. The majority of their posts are, of course, AI-generated and incredibly verbose.","author":"icedchai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","strong_opinion"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768398"},{"id":"1f9cd9b9-0398-414e-9925-23efc837321f","source":"hackernews","source_id":"48742130","content_type":"comment","title":null,"body_preview":"Love how they waited until almost 5p west coast time on the last day of the fiscal quarter and clearly gave Ant no advance notice (or Ant would have had Fable release queued up on a button).","author":"mrandish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742130"},{"id":"fa88cbe7-5f13-46f8-bfb8-c306f6b3e539","source":"hackernews","source_id":"48756119","content_type":"comment","title":null,"body_preview":"Interesting that the case they were using was the  Nuclear Threat Initiative and FP uncertainties, I've audited some, ah, nuclear-physics-related code that had an issue due to FP uncertainties...","author":"pseudohadamard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756119"},{"id":"69ce7c04-aa01-485d-b727-c12b46e11621","source":"hackernews","source_id":"48755049","content_type":"comment","title":null,"body_preview":"> The contest was initially inspired by Daniel Horn’s Obfuscated V contest in the fall of 2004 (note: the original page is long gone, and this link goes to a snapshot from archive.org). The object of ","author":"BiraIgnacio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.14692546722594615,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755049"},{"id":"4ce094ee-316a-44f9-98fe-7f08978023b2","source":"hackernews","source_id":"48764031","content_type":"comment","title":null,"body_preview":"Even for a ui change fable complained about policy issues. This model is unusable","author":"holoduke","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764031"},{"id":"6d45246d-233c-4489-8094-61681a06c186","source":"hackernews","source_id":"48764423","content_type":"comment","title":null,"body_preview":"Wait what? gpt5.5 is better than fable. I thought fable was the endtimes?!\nWonder if this is because fable swirches down to opus for somethings without telling you?","author":"andersmurphy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764423"},{"id":"f15c4ece-a6e6-4843-a00c-9d52548668dd","source":"hackernews","source_id":"48765227","content_type":"comment","title":null,"body_preview":"Takeaways\nWhich model to use for generating architecture.\nThe simpler the decision you need to make, the more readily you can just take a proposal from Fable or GPT-5.5. And now that Fable is unavaila","author":"reckless","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765227"},{"id":"99878749-5f96-47b5-ba0f-3c04742586ec","source":"hackernews","source_id":"48764333","content_type":"comment","title":null,"body_preview":"I had a pretty rough experience with Fable today. At first, Claude showed a message that Fable was available again, but if I typed /model it showed the same \"disabled\" state for the export controls, s","author":"overgard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764333"},{"id":"6778e5c4-584c-4768-8d89-c5e7a8607d6a","source":"hackernews","source_id":"48763711","content_type":"comment","title":null,"body_preview":"Any chance you'll retest with latest iterations of models?\nOpus 4.8, GLM-5.2, Kimi K2.7, etc","author":"nijave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763711"},{"id":"ce7c02f0-7aaf-4f13-bb32-ee2473524bcd","source":"hackernews","source_id":"48762663","content_type":"comment","title":null,"body_preview":"For what it is worth, your site has been blocked by the UK's national cyber security centre on my current connection:\n    This site may be associated with malicious activity or malware.\n     Access to","author":"azalemeth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762663"},{"id":"6fc704c6-b887-4906-be90-6a840b34d5fb","source":"hackernews","source_id":"48766503","content_type":"comment","title":null,"body_preview":"Source: https://www.windowslatest.com/2026/07/02/watch-leak-from-202... (https://news.ycombinator.com/item?id=48764434)","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766503"},{"id":"e4b61823-09ed-4ac4-953f-3c14046933f9","source":"hackernews","source_id":"48767473","content_type":"comment","title":null,"body_preview":"Related:\nMeta’s chaotic AI strategy\nhttps://news.ycombinator.com/item?id=48523271\nMeta CTO Andrew Bosworth Admits the Company's AI Reorg Was 'Atrocious'\nhttps://news.ycombinator.com/item?id=48548461","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","semantic_blandness"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767473"},{"id":"d51cab15-a6f8-46de-81e6-cc56607a29d9","source":"hackernews","source_id":"48767199","content_type":"comment","title":null,"body_preview":"Who is the genius who told him development will get faster?\nThe man can't catch a break!","author":"dude250711","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767199"},{"id":"dca30426-3b8f-4c24-aaa1-783d2047ae5f","source":"hackernews","source_id":"48767378","content_type":"comment","title":null,"body_preview":"Can't think of a better poster child of complete corporate waste that benefits no one whose assets should be seized and redistributed to the masses.\nFor the amount that Meta wastes on LLM spending you","author":"shimman","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767378"},{"id":"aed9575b-1f43-4501-8b14-6fab035a8f51","source":"hackernews","source_id":"48767760","content_type":"comment","title":null,"body_preview":"I wonder what will be the next big thing for Zuck after metaverse failure and now AI coming to nothing? Perpetual motion machines?","author":"alkyon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767760"},{"id":"e694afa7-3868-4574-80e9-f1e654613126","source":"hackernews","source_id":"48768281","content_type":"comment","title":null,"body_preview":"> At the time, he said, executives were \"super optimistic\" about tools like Claude Code from AI startup Anthropic.\nSome guy in sales at Anthropic has a new yacht though.","author":"nitwit005","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.12284615611995015,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768281"},{"id":"b97dfcd9-9e6d-40e6-8acd-62ee4f53b51c","source":"hackernews","source_id":"48768356","content_type":"comment","title":null,"body_preview":"Aka I thought the stuff that these other guys are doing was not so difficult. No one can replace me, of course.\nMany such cases.","author":"ahartmetz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768356"},{"id":"32b14f79-ecda-4cc3-abaa-495b573b94c2","source":"hackernews","source_id":"48768151","content_type":"comment","title":null,"body_preview":"The failure that is llama4 needs to be studied.   Meta was kicking ass with llama3.x and then something happened, something really went wrong.   what happened between that time and llama4?  I think it","author":"segmondy","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768151"},{"id":"f11821ca-5ec0-47e6-8016-571594aef6d1","source":"hackernews","source_id":"48756134","content_type":"comment","title":null,"body_preview":"I just can't say how much I want to see the growth of open hardware.","author":"holistio","classification":"human_created","confidence":0.6,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756134"},{"id":"2bfb7d94-4a67-4e6a-a17e-e26beb4481ef","source":"hackernews","source_id":"48755530","content_type":"comment","title":null,"body_preview":"No information about whether it will run Valetudo.","author":"teddyh","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755530"},{"id":"7ceba5e4-fc69-4b3d-a7d2-802cfde201e0","source":"hackernews","source_id":"48755955","content_type":"comment","title":null,"body_preview":"Man I wish was able to participate in this project.","author":"AussieWog93","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.06847592232450712,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755955"},{"id":"d4c0c5b0-c70c-4202-8c90-5d21835b8871","source":"hackernews","source_id":"48758301","content_type":"comment","title":null,"body_preview":"my interest in this would be to customize the cleaning plan/logic... especially regarding traversing difficult carpets edges (which my roborock struggles with)\nmaybe something like:\n  - this specific ","author":"kbouck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758301"},{"id":"e16a22c1-2cff-423f-b9f4-ff3e12ab7728","source":"hackernews","source_id":"48757364","content_type":"comment","title":null,"body_preview":"Interesting project. Aren't most modern robot vacuum's using image processing to determine whether to stop or not now though? How is Lidar going to help you avoid the cat's diarrhoea on the rug?","author":"deanc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757364"},{"id":"cebb6e4c-62c9-4070-adcf-b6610af658ab","source":"hackernews","source_id":"48758732","content_type":"comment","title":null,"body_preview":"The name reminds me of Woomba, the hilarious SNL parody of Roomba back when it was initially going mainstream: https://youtu.be/gqesEYUXr78","author":"sevg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758732"},{"id":"e17ef3b1-caa2-4233-801d-0ac830bc7152","source":"hackernews","source_id":"48757056","content_type":"comment","title":null,"body_preview":"Are robot vacuums always circular, wouldn't a single 90 degree or similar section be useful for accessing corners","author":"wisdomseaker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757056"},{"id":"95157d87-fdef-47e5-a39b-519f63977f0a","source":"hackernews","source_id":"48755674","content_type":"comment","title":null,"body_preview":"I am bone tired of slop.  This looks like a useful thing to build (the cameras in existing closed source robo vacuums creep me out), but when people don't even write their announcement blog post by ha","author":"frio","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755674"},{"id":"93984bef-5041-441a-b9aa-0238e85de48a","source":"hackernews","source_id":"48760980","content_type":"comment","title":null,"body_preview":"If it can take out the trash and chat with me by voice, I think it’s a great gadget.","author":"love0972","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","semantic_blandness"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760980"},{"id":"bedd2643-5b3e-4569-8341-663440a1dfe1","source":"hackernews","source_id":"48759381","content_type":"comment","title":null,"body_preview":"I wonder if there's a project like there's OpenWRT for routers, just for vacuum robots? Where you just can buy some device form a normal online shop, then flash your custom firmware, and off you go wi","author":"binaryturtle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759381"},{"id":"11ae7804-f2bf-44cb-90f4-13078aeb3efc","source":"hackernews","source_id":"48762289","content_type":"comment","title":null,"body_preview":"As someone who works across software, hardware, and deep learning, this project makes me happy.  My $1000+ vacuum will happily get stuck on the cloth mat, eat all our lego, and  it has seen a hundred ","author":"bicepjai","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762289"},{"id":"c8c006b4-d4f1-495d-961c-050360d73349","source":"hackernews","source_id":"48763870","content_type":"comment","title":null,"body_preview":"I've always wondered why the Robo mops have lagged so far behind the vacs, to the point that wirecutter (at least as of last year) wouldn't even recommend one. You'd think they'd be on par by now even","author":"goodwillhunting","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763870"},{"id":"35b945a2-304e-4837-97e2-7dc8c5ff3a08","source":"hackernews","source_id":"48756615","content_type":"comment","title":null,"body_preview":"The name is exciting to me. I've been a multiple time robot vacuum owner and it does have an appeal to be able to see a fresh build dissected like this. Why not contribute to this project instead of h","author":"skyberrys","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","self_reference","absence_of_ai_signals"],"bot_score":0.16961908591473765,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756615"},{"id":"2124616b-d789-43b6-b78b-a340ba970981","source":"hackernews","source_id":"48756209","content_type":"comment","title":null,"body_preview":"Personally, I find open hardware to be the selling point for devices that are supposedly running open source. If I can't change the parts/components, there's really no point.","author":"sqdiaz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756209"},{"id":"8312e16a-c78c-4ff7-92cd-867132bdccbb","source":"hackernews","source_id":"48755944","content_type":"comment","title":null,"body_preview":"Even though it’s vibe coded, I like the idea of an open source repairable robot vacuum. The current generation of them are notoriously not built to last / be repairable.","author":"shaunkoh","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755944"},{"id":"3cf76ce2-8977-47dd-a599-22e24bf001f2","source":"hackernews","source_id":"48757220","content_type":"comment","title":null,"body_preview":"> oomwoo is organized so the community can build it in parallel. The robot and its software are split into self-contained modules. You pick whatever module interests you, work on it whenever you want,","author":"lovlar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757220"},{"id":"001ab5b3-5308-487f-9a5f-8ce54bbf98d4","source":"hackernews","source_id":"48757558","content_type":"comment","title":null,"body_preview":"The hardware is an issue, not because it's bad but because it's massively expensive to buy the components piecemeal.\nYou can purchase a lidar vac for £70-80 now. Even if you only replaced the brains, ","author":"oliwarner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757558"},{"id":"52a5a2d3-fcbb-4b48-9610-147fed54da96","source":"hackernews","source_id":"48756111","content_type":"comment","title":null,"body_preview":"The plans on first glance is the same as Anthropic’s. I thought GLM was supposed to be cheaper. Am I missing something?","author":"adithyassekhar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.06004047800237689,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756111"},{"id":"b37d3069-3c0c-4196-8b29-3c721b9f9f31","source":"hackernews","source_id":"48766411","content_type":"comment","title":null,"body_preview":"wonder why anyone would use this when GLM-5.2 is available in multiple coding harnesses already","author":"debamitro","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766411"},{"id":"62fcd5a5-888c-41af-9e33-1d6b14af354e","source":"hackernews","source_id":"48754268","content_type":"comment","title":null,"body_preview":"Can anyone tell me if Z.AI's cheapest plan is more or less generous than Claude's cheapest plan? If it is more or less generous, could you describe the extent of the difference?\n(If this comment is to","author":"MarceloHenry","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_balanced","template_phrases","imperfect_expression","synthetic_empathy"],"bot_score":0.6484696590413669,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754268"},{"id":"7a4cfebe-ddd1-4ba9-9636-be885b44babc","source":"hackernews","source_id":"48754894","content_type":"comment","title":null,"body_preview":"When the harnesses commoditize, it will be the dynamic things like skills that will be the most valuable, useful thing you can bring to a harness. That seems like a long ways away though. There are st","author":"hdz","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754894"},{"id":"986c1045-d708-42c8-80a1-405fb4f32ad5","source":"hackernews","source_id":"48761303","content_type":"comment","title":null,"body_preview":"no ACP support it seems :( Of all the AI buzzwords I love ACP because of the separation of concern. Let the editor be an editor, the harness be the ai code agent, and the llm be the llm","author":"finnjohnsen2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761303"},{"id":"b8d04d2b-1d90-4af7-9896-e0d7709a6693","source":"hackernews","source_id":"48757122","content_type":"comment","title":null,"body_preview":"For anyone who uses GPT-5.5/Codex as their daily driver, how does GLM-5.2/ZCode compare, esp in a codebase already set up for agentic coding?","author":"razfar","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757122"},{"id":"a2cc7bc5-2ab5-4d5f-bdaa-9dfc09436edc","source":"hackernews","source_id":"48762232","content_type":"comment","title":null,"body_preview":"Interesting to see how their harness will show up here. So far, https://cursor.com/evals\nthis even shows still a big gap in performance, and almost no real win in terms of money vs gpt5.5 and sonnet 5","author":"maxdo","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_present"],"bot_score":0.127690896751111,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762232"},{"id":"d8d037dd-43bf-4e99-9c2e-c370b4597df3","source":"hackernews","source_id":"48765828","content_type":"comment","title":null,"body_preview":"My personal meme is to occasionally weigh in with a comment about one of his videos being \"Al-generated content\".\nIt is not my fault if people using sans-serif fonts get mad about it.","author":"ButlerianJihad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15132348727116005,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765828"},{"id":"acc54afb-ca38-4be5-a9b9-23a4e51e1fe9","source":"hackernews","source_id":"48766413","content_type":"comment","title":null,"body_preview":"Best possible ad for Weird Al.\nHow did we get here? Why am I, a lifelong tech enthusiast, on a tech enthusiast board championing someone for resisting technology? I’ve been on HN for years but it’s st","author":"olivierestsage","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766413"},{"id":"6ac60361-991a-4767-8db4-7c0523a8d762","source":"hackernews","source_id":"48765820","content_type":"comment","title":null,"body_preview":"A previous discussion: https://news.ycombinator.com/item?id=46191763","author":"jen20","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765820"},{"id":"e8b9293f-d1f3-4f14-afed-c7ca77ba4c6b","source":"hackernews","source_id":"48766719","content_type":"comment","title":null,"body_preview":"This looks kind of outdated, especially since we are on C++23 as latest approved standard, and co-routines would be a better approach since C++20.\nAlso how is the supposed Swift rewrite going on?","author":"pjmlp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","terse_replies"],"bot_score":0.12966619932315054,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766719"},{"id":"a00729c6-64f9-4f8a-aabf-509398537671","source":"hackernews","source_id":"48763577","content_type":"comment","title":null,"body_preview":"Building this made it obvious that there should be a standard format / specification for agent transcripts and logs (similar to ACP for runtime events). If you're interested in discussing this, please","author":"luca-ctx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","call_to_action"],"bot_score":0.10251525473452786,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763577"},{"id":"aafe02cd-2662-4d7f-b4cc-b06466766082","source":"hackernews","source_id":"48768109","content_type":"comment","title":null,"body_preview":"I would love a service that I could upload these chats to (anonymously) so that those developing open models can have it as training data and not just the closed model companies. My understanding is t","author":"AM1010101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768109"},{"id":"519fbff0-1b74-4591-903c-8be69e463869","source":"hackernews","source_id":"48765687","content_type":"comment","title":null,"body_preview":"Great to see this feature being added to other browsers. I use the Firefox Multi-Account Containers, Temporary Containers, and Containerize extensions to manage my browsing and it's (mostly) a very ni","author":"ddejohn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765687"},{"id":"f4796f0d-44dc-4a9b-ba26-f1199ef5c351","source":"hackernews","source_id":"48754679","content_type":"comment","title":null,"body_preview":"It appears the scientists or someone close to them have created a wiki https://en.wikipedia.org/wiki/SpudCell\nI don't think I've ever seen researchers do PR like this directly. Interesting approach, w","author":"greazy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754679"},{"id":"f3683aa3-a5f7-436c-9a9b-b37fc811e70a","source":"hackernews","source_id":"48759281","content_type":"comment","title":null,"body_preview":"\"Not alive, but doing a suspicious number of alive-looking things\" is a pretty good summary of why this is cool","author":"SwtCyber","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759281"},{"id":"89cc6236-a7b0-4fc6-af26-04db8daacdd8","source":"hackernews","source_id":"48754852","content_type":"comment","title":null,"body_preview":"Layman, so bear with me. I'm wondering where they got the amino acids and proteins from? I was under the impressino that cells needed them to be \"homochiral\" to function, and the artificial 'built fro","author":"chubs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754852"},{"id":"d6b2ba70-1737-4a28-a66c-aa3ea0d95fe1","source":"hackernews","source_id":"48759861","content_type":"comment","title":null,"body_preview":"I hard the pleasure to assist David Hu's talk a few years ago where he presented his work on feline tongues, frogs tongues and wombat poop. Really fun guy. I always wondered how he got his funding bec","author":"Otterly99","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759861"},{"id":"4c8978f1-d18b-490a-9a16-e92ddf205cc4","source":"hackernews","source_id":"48754919","content_type":"comment","title":null,"body_preview":"I was so confused by wombat poop the first time I saw it. Wasn't sure what I was looking at so I poked it with a stick.","author":"NDlurker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754919"},{"id":"bd038d89-90b5-4e9f-87a5-48ff6eb43e3c","source":"hackernews","source_id":"48756158","content_type":"comment","title":null,"body_preview":"Surely it has something to do with their square arseholes.","author":"AussieWog93","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.06847592232450712,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756158"},{"id":"e0f3f041-0ac0-4edc-a012-2978dc319c60","source":"hackernews","source_id":"48756284","content_type":"comment","title":null,"body_preview":"Related: drilling square holes, not as much fun as a wombat though.","author":"srean","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.13955752507086758,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756284"},{"id":"8c840fe3-4955-4a3c-b046-f2ff8d7d8826","source":"hackernews","source_id":"48757528","content_type":"comment","title":null,"body_preview":"\"God does not play dice with the wombats.\" – Einstein (maybe.)","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757528"},{"id":"c35edc9e-4398-4f6e-9c36-94080474d486","source":"hackernews","source_id":"48756261","content_type":"comment","title":null,"body_preview":"This is most amazing when you click into the study[0] and see the supporting materials linked to at the bottom like a .mov of a rotating 3d model of wombat poop[1]\n[0]https://pubs.rsc.org/sm/article-a","author":"thebigship","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756261"},{"id":"82fabec0-0fd7-4ea6-a427-94731262c41b","source":"hackernews","source_id":"48762851","content_type":"comment","title":null,"body_preview":"even i am pooping cubes thanks to IBS-C since last 6 months. I have no idea how to reset it.","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.08817099563290204,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762851"},{"id":"8803fda4-c69e-4cb6-a583-ebc7854b043b","source":"hackernews","source_id":"48760807","content_type":"comment","title":null,"body_preview":">That just leaves one mystery: why wombats evolved cubic poop in the first place. Hu speculates that because the animals climb up on rocks and logs to mark their territory, the flat-sided feces aren't","author":"instagraham","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760807"},{"id":"c23ad91f-dc80-426f-a6ea-f7084265c243","source":"hackernews","source_id":"48758356","content_type":"comment","title":null,"body_preview":"Nature keeps finding engineering solutions we would never arrive at from first principles","author":"ErigmolCt","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758356"},{"id":"a1b5d899-0182-468b-9ae8-f6934ea16485","source":"hackernews","source_id":"48758819","content_type":"comment","title":null,"body_preview":"Interesting. I always thought stools had tapered ends to prevent the door from slamming shut.","author":"reassess_blind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.05817041659455104,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758819"},{"id":"05b077be-2a6b-489e-96e7-cafa13c999b7","source":"hackernews","source_id":"48759208","content_type":"comment","title":null,"body_preview":"They eat six square meals a day!\nI'll leave now...","author":"kevsim","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759208"},{"id":"0a7a5f21-c751-4248-910f-bcf29082d5f9","source":"hackernews","source_id":"48757371","content_type":"comment","title":null,"body_preview":"https://soundcloud.com/noamhassenfeld/wombat-song\nMy kids can't stop laughing\nWombat Song by Noam Hassenfeld\nEnding of Vox Unexplainable Podcast on Wombat cube poops","author":"fuzzythinker","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757371"},{"id":"123d1d06-6ff9-4674-b3e6-285184745120","source":"hackernews","source_id":"48755676","content_type":"comment","title":null,"body_preview":"If someone hasn't submitted this for an Ig Nobel, it would be a calamity.","author":"classichasclass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755676"},{"id":"019ea935-3987-4eda-a2ce-1822d991148e","source":"hackernews","source_id":"48756000","content_type":"comment","title":null,"body_preview":"A bit of a tangent but I've read this phrase almost verbatim in another article[1] today:\n> \"This study is really good,\" says Sunghwan Jung, a biophysicist at Cornell University who studies the mechan","author":"franciscop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756000"},{"id":"943e0693-56ec-4eb4-87d3-5647c0f399b1","source":"hackernews","source_id":"48754571","content_type":"comment","title":null,"body_preview":"All that work I did for my PhD and I could have been studying this topic instead...","author":"changoplatanero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754571"},{"id":"53a11e1f-98ac-4cf3-a3cb-69295bc5b770","source":"hackernews","source_id":"48761505","content_type":"comment","title":null,"body_preview":"I first read this in 2001 on an outhouse door while treking in Tasmania:\nODE TO THE WOMBAT\nAs you pound along the track\nEyes wide open and ears pinned back\nYou may have noticed those queer square turd","author":"skeeter2020","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761505"},{"id":"06e33985-3704-487e-8b29-8c4e912030c8","source":"hackernews","source_id":"48754675","content_type":"comment","title":null,"body_preview":"\"exceptional excrement\"\n\"sharp-sided scat\"\n\"To get to the bottom of the mystery\"\n\"...aptly titled journal Soft Matter.\"\nGreat to see someone having some fun writing an article.","author":"plasticeagle","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754675"},{"id":"7c2078fe-70f4-496f-a538-6a67ec74de2c","source":"hackernews","source_id":"48755887","content_type":"comment","title":null,"body_preview":"The always excellent Oatmeal:\nWe need to have a conversation about wombats\nhttps://theoatmeal.com/comics/wombats\nPossibly NSFW, depending on your W.","author":"lemming","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.17498589592716363,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755887"},{"id":"d661183c-35b8-472d-86f3-e9a11ce6bef6","source":"hackernews","source_id":"48754662","content_type":"comment","title":null,"body_preview":"I climb a lot around the forests where I live in Switzerland. In one area there are a lot of yew trees - deadly to mammals. Just 30 grams of the needles will stop your heart. The bright red berry tast","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.11926648438880118,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754662"},{"id":"5ececd2a-6aea-4d4c-bc8b-38b707460931","source":"hackernews","source_id":"48762230","content_type":"comment","title":null,"body_preview":"Vite pumps out major versions -- that is, breaking changes -- at an incredible rate.\nI don't want to be a vite upgrade engineer.\nI'll try to pass on this if I can.","author":"jmull","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762230"},{"id":"d95cc72d-ec0d-4bb6-b617-b2a04a7be694","source":"hackernews","source_id":"48760344","content_type":"comment","title":null,"body_preview":"I have removed vite because dev build and reload is noticable slower than just esbuild and browser refresh. Vite does nothing for me that an LLM can not just trivially rebuild in a bespoke manner.\nYMM","author":"incrudible","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760344"},{"id":"35bed8a8-8530-4f27-b526-32786bb38bd6","source":"hackernews","source_id":"48761451","content_type":"comment","title":null,"body_preview":"It’s a great move for Cloudflare to have bought up voidzero.","author":"deadbabe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761451"},{"id":"c8837b06-e49c-483b-a217-7444071aba26","source":"hackernews","source_id":"48761380","content_type":"comment","title":null,"body_preview":"I appreciate the effort to bring things together in this but…\n> Vite+ will manage your global Node.js runtime and package manager.\nWhat? Why?\nYou’re really going all-in if you adopt this; and… for wha","author":"noodletheworld","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761380"},{"id":"b46ed86e-f3f6-4532-b3e5-25e41d175432","source":"hackernews","source_id":"48760836","content_type":"comment","title":null,"body_preview":"Layer on layer on layer on layer on layer.... Web development is just a meme by now","author":"overflyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760836"},{"id":"73aadfc2-12eb-4565-ba8e-4b52fd522aa7","source":"hackernews","source_id":"48761331","content_type":"comment","title":null,"body_preview":"Doug McIlroy once said: \"Make each program do one thing well\".","author":"donaldstuck","classification":"human_created","confidence":0.7,"indicators":["quote_attribution","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761331"},{"id":"ff231958-fb19-413e-b12d-654f0f80bda9","source":"hackernews","source_id":"48765674","content_type":"comment","title":null,"body_preview":"That \"+\" is making me really nervous. Is this just a naming quirk, or the start of them trying to monetize Vite? If the latter, this is a dark day for frontend dev.","author":"ramesh31","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765674"},{"id":"f23764b4-4352-44e1-b338-d9dd62a84d47","source":"hackernews","source_id":"48760325","content_type":"comment","title":null,"body_preview":"Is there a subscription with this?\nI'm just wary about anything with a '+' and I assume there is a subscription attached to it.\nLooking at this it doesn't look like it.","author":"colesantiago","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1179149850430401,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760325"},{"id":"198967ea-8165-457f-9ecf-e64dcacb7fb3","source":"hackernews","source_id":"48760084","content_type":"comment","title":null,"body_preview":"Can it be used for Node builds or browser-only same as Vite?","author":"ivanjermakov","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10000662315038096,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760084"},{"id":"348a292c-edb1-4dc5-b9f5-0330ef56932b","source":"hackernews","source_id":"48761506","content_type":"comment","title":null,"body_preview":"it worked for uv so i can imagine a competent team can do the same thing for javascript!","author":"ewy1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761506"},{"id":"b528ae09-d284-4ccd-bbc2-55198958af3e","source":"hackernews","source_id":"48761145","content_type":"comment","title":null,"body_preview":"Truly have so much trouble keeping up with the frontend (or JavaScript?) ecosystem. I so miss working in laravel. Wish more jobs paid well to use it.","author":"ronbenton","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761145"},{"id":"78237afd-2ce8-4852-ad62-336025259d02","source":"hackernews","source_id":"48761803","content_type":"comment","title":null,"body_preview":"Vite had five major version in the four years 2022-2026.  Version 3 => 4 => 5 => 6 => 7 => 8.  Each one of those had breaking changes and required devs to go through a migration.  It's too much.  And ","author":"montroser","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761803"},{"id":"5207aa44-0645-4ba5-9133-7a22f12c2cc9","source":"hackernews","source_id":"48762400","content_type":"comment","title":null,"body_preview":"Extremely happy user of Vite, Vitest, Rolldown, tsdown, Oxlint, and Oxfmt.\nI do have lot of hardforked packages, and dont want to look back. Everything just works.\nIf you confused by the naming, start","author":"adeptima","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762400"},{"id":"0374801e-ba56-489a-a1be-97f3bd300754","source":"hackernews","source_id":"48763221","content_type":"comment","title":null,"body_preview":"I think they should find a better name for this project. I find it very confusing since it's not really a better Vite.\nAt the time Void Zero was probably looking to monetize the Vite brand but now tha","author":"pier25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stated","natural_digression"],"bot_score":0.11680043264479147,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763221"},{"id":"29d0a058-5619-467c-a057-f372ecc5d83f","source":"hackernews","source_id":"48760812","content_type":"comment","title":null,"body_preview":"I love Vite, Vitest, Oxlint and Oxfmt and look in their direction for most of my new projects! I hope these folks manage to get a bunch of money and can fund the continued development for at least the","author":"KronisLV","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","personal_experience"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760812"},{"id":"26cf8bbc-1c09-4f93-a7d2-27657a5e9922","source":"hackernews","source_id":"48761573","content_type":"comment","title":null,"body_preview":"I am a big fan of Vite. But I have zero clue what those other tools are. I swear to God, I just put my head down to do some work and all the sudden, frontend tooling has evolved. I wonder if there is ","author":"sailorganymede","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761573"},{"id":"e902136e-2470-41d3-846f-62f5cd9ab9d3","source":"hackernews","source_id":"48761480","content_type":"comment","title":null,"body_preview":"I know it's not the point of the article but wow I learned a lot about metallurgy and kind of fell down a rabbit hole. Great stuff","author":"kaizenite","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.17035267652178704,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761480"},{"id":"101570da-de1b-4f32-85db-a8c2c695f38e","source":"hackernews","source_id":"48757648","content_type":"comment","title":null,"body_preview":"This may be a stupid question - but can't China just buy some airbus/boeing planes, take the engine apart and then manufacture each part as is?","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757648"},{"id":"bcfc4b5c-3ef7-403d-b3fe-83e4815c32a4","source":"hackernews","source_id":"48757140","content_type":"comment","title":null,"body_preview":"Assuming China has spent 50 years already on jet engines, yeah. All these article just write off China.\nRote learning, no democracy. Proper jet engines WILL come out of China soon. lol. Just watch thi","author":"xiaodai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757140"},{"id":"348baebf-6ea8-449e-a127-6870ca75cc93","source":"hackernews","source_id":"48757658","content_type":"comment","title":null,"body_preview":"Outdated copium TBH. PRC engine programs going smooth last 10 years, doing their on variable bypass programs as well.\nTurbojet/fan core programs bottle neck isn't technical, its political / organizati","author":"maxglute","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757658"},{"id":"ae8c457a-a963-4677-8ac1-a48efcf78257","source":"hackernews","source_id":"48763538","content_type":"comment","title":null,"body_preview":"I think part of it comes down to trust.  GE can trust that metal alloy from its supplier will not be substituted, etc.  They still have to manage quality but they don't have to vertically integrate ju","author":"projektfu","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763538"},{"id":"596a6414-d8f8-4769-b3a1-e0aa31bdc124","source":"hackernews","source_id":"48755614","content_type":"comment","title":null,"body_preview":"Jet engines are far more high-tech than most people imagine, but I'm not convinced this is evidence of some inherent Chinese weakness. The obvious explanation is that China started much later in an in","author":"Xixi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755614"},{"id":"90dc6a11-8fe4-4ca0-8e7e-bbaab182f53a","source":"hackernews","source_id":"48756747","content_type":"comment","title":null,"body_preview":"This is also why China has heavily invested in high-speed rail. Even today, many people who are influenced by persistent misinformation and years of criticism toward China continue to question its hig","author":"yanhangyhy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756747"},{"id":"05b21d3e-2ef6-4342-bd22-1098dffc8432","source":"hackernews","source_id":"48755612","content_type":"comment","title":null,"body_preview":"There is a lot of black art stuff in jet engine manufacturing, but if this article is supposed to be reassuring to Americans, it's not to me.  They're saying that China was 21 years behind on the prev","author":"cameldrv","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755612"},{"id":"4b4debd1-94b1-49ed-9598-6dbb95df0efc","source":"hackernews","source_id":"48758248","content_type":"comment","title":null,"body_preview":"> The USSR, now Russia, entered in the 1950s, when the technology was still new and the Western advantage was much smaller, and they still, over their entire history, did not produce a civil or milita","author":"lenkite","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.13533542720374028,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758248"},{"id":"36cffe35-4443-4006-a64e-61a5d909a5b8","source":"hackernews","source_id":"48763502","content_type":"comment","title":null,"body_preview":"Just to add, the primary failure mode of critical jet engine components is fatigue. To see, and thus learn, from fatigue failures in the field you need thousands of components flying thousands of hour","author":"class3shock","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763502"},{"id":"9e7ce31c-f873-41dc-ace1-82aa83c048b0","source":"hackernews","source_id":"48767995","content_type":"comment","title":null,"body_preview":"This, like the linked article by the same author (\"America Doesn't Have the Stomach for Growth\") raises a few interesting points but doesn't have a strong central thesis. If I could summarize this art","author":"owenversteeg","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767995"},{"id":"4fa396b9-64c5-4507-a289-f82bb63e323b","source":"hackernews","source_id":"48761916","content_type":"comment","title":null,"body_preview":"Veritasium made an episode not long ago describing the design and manufacture of  turbine blades:\nhttps://www.youtube.com/watch?v=QtxVdC7pBQM","author":"usefulcat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761916"},{"id":"eeb27f13-c88e-49ac-b2bf-7a9e5709cf92","source":"hackernews","source_id":"48754917","content_type":"comment","title":null,"body_preview":"You can read about China's modern carrier-based, stealth fighter here: https://en.wikipedia.org/wiki/Shenyang_J-35\nThere is a section about its engines: https://en.wikipedia.org/wiki/Shenyang_J-35#Eng","author":"dv35z","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754917"},{"id":"98c27325-3b9b-4c85-8c2e-32794ada1ca4","source":"hackernews","source_id":"48755700","content_type":"comment","title":null,"body_preview":"> And jet engines do not have any lower-tier market with underserved demand\nThey actually do. The segment of small jet-powered (military) drones is rapidly growing and isn't served by the big jet engi","author":"dgudkov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755700"},{"id":"b05f20af-7464-4114-b42c-b4f087c25c6d","source":"hackernews","source_id":"48754463","content_type":"comment","title":null,"body_preview":"While I think the scale of American decline is overstated,  I think there is a degree of Hemingway's law of motion.\nA desired task that requires the most skilled makes those skilled people in demand. ","author":"Lerc","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.10380343249742115,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754463"},{"id":"3cad713e-4be2-4b84-9753-4c66cefe99ce","source":"hackernews","source_id":"48756765","content_type":"comment","title":null,"body_preview":"> It may be surprising, then, that in jet engines, China remains at least a full decade behind the West\nDo they need to be at the same level as the West?\nFor civilian aircraft a decade or two behind s","author":"tzs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756765"},{"id":"1abfde9e-e856-43b0-b02f-e242489a49f3","source":"hackernews","source_id":"48742440","content_type":"comment","title":null,"body_preview":"This is a strange article. I did not find anything that is a blocker for China. China is a relative new comer to jet engines and this technology is tightly guarded by incumbents and needs time to matu","author":"ivell","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742440"},{"id":"3362a639-a0b9-4024-a974-c7dbc54cd620","source":"hackernews","source_id":"48758760","content_type":"comment","title":null,"body_preview":"Jet Engines Aren’t “Made In China” because companies are not allowed to outsource jet engines manufacturing to China. Gas turbine engines and associated equipment are seen as military technology, whic","author":"leonidasrup","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_indicators","specific_information_with_sources"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758760"},{"id":"9b24faa3-4947-42eb-8255-d1f78a353907","source":"hackernews","source_id":"48754673","content_type":"comment","title":null,"body_preview":"I work in the aviation industry. This was a good read. The article hinted at the oligopolies that exist in aviation and in practice the industry is incredibly conservative and slow to change (particul","author":"justincarter","classification":"human_created","confidence":0.7,"indicators":["self_reference","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754673"},{"id":"b3c8c6e5-8865-42d4-a72c-623b5531e795","source":"hackernews","source_id":"48756657","content_type":"comment","title":null,"body_preview":"The more parsimonious explanation is that commercial jet engine production is downstream of commercial airbody production and China's currently limited by COMAC's scaling woes. All the money and talen","author":"shalmanese","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756657"},{"id":"9c57c048-b323-4ba5-b2df-f8aa8cbb2bbb","source":"hackernews","source_id":"48756912","content_type":"comment","title":null,"body_preview":"When will GitHub Copilot support integrating custom models?","author":"boundless88","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.175,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756912"},{"id":"3bd56a7b-a28e-440c-bfb5-89b3d9501f50","source":"hackernews","source_id":"48758026","content_type":"comment","title":null,"body_preview":"Competition in coding models has gotten intense. A year ago it felt like choosing between two options. Now the bigger question is which model to route each task to.","author":"johnathan101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758026"},{"id":"5d04d609-ad9d-4d08-9e76-492d5589bc34","source":"hackernews","source_id":"48758968","content_type":"comment","title":null,"body_preview":"What's the credit cost compared to Gemini, Claude and GPT? As others have said, the last month price update killed copilot for good.","author":"KolmogorovComp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758968"},{"id":"b53b0e48-20ff-4559-8c56-c1c4d545c4c9","source":"hackernews","source_id":"48760022","content_type":"comment","title":null,"body_preview":"And why should one prefer GitHub Copilot over OpenCode? Worse harness, more expensive prices, unreliable product strategy, limited model support, the list goes on.","author":"matrik","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760022"},{"id":"3238646a-ca87-4255-83e3-a0974028b3a7","source":"hackernews","source_id":"48757469","content_type":"comment","title":null,"body_preview":"Looks like it’s the same price on Fireworks AI?\nhttps://fireworks.ai/blog/kimi-k2p7-code\nI don’t know much about them but they did a deal with Microsoft in March:\nhttps://azure.microsoft.com/en-us/blo","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12719239440721813,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757469"},{"id":"d5fd1c83-3d66-4bd8-ac19-0670aa370e98","source":"hackernews","source_id":"48765398","content_type":"comment","title":null,"body_preview":"Much better value by using K2.7 Code with GitHub cli via opencode subscription - at $10/month gives you $60 worth of usage (for now) - you get $5 usage credits per day  (with some weekly / monthly lim","author":"e2e4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765398"},{"id":"dfdde968-cd8b-4fac-a7d5-a2ad1f11ebaf","source":"hackernews","source_id":"48757284","content_type":"comment","title":null,"body_preview":"Who really cares? The model multipliers and the artificial currency were the final nail in the Github Copilot coffin.","author":"SeriousM","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757284"},{"id":"662504c1-459e-430b-9ae9-300816f457e8","source":"hackernews","source_id":"48760173","content_type":"comment","title":null,"body_preview":"For any small team wanting to try Copilot, heed my warning that you will waste hours navigating their billing settings using various out-of-date documentation. Long story short, I finally got an email","author":"boronine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760173"},{"id":"e69ae96e-ce88-48e3-abe1-939d18f190ca","source":"hackernews","source_id":"48757384","content_type":"comment","title":null,"body_preview":"Is GitHub Copilot the best positioned platform for enterprise? They support Claude, GPT, Gemini, and now even open weight models. Larger orgs are paying at API rates anyway so it costs just as much as","author":"scriptsmith","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757384"},{"id":"23f37ca1-84c6-4524-b16e-98dd68794fa0","source":"hackernews","source_id":"48757300","content_type":"comment","title":null,"body_preview":"Yes significantly cheaper to run compared to the other models, tried it for an hour yesterday and the results look promising.\nSaw in a discussion on Reddit that the team is evaluating glm5.2 so hopefu","author":"mmusc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757300"},{"id":"f6bab205-e9ea-49fa-8396-56919abb2f66","source":"hackernews","source_id":"48765819","content_type":"comment","title":null,"body_preview":"Odd that AWS Bedrock has very poor support for such models. They only have Kimi 2.5, qwen 3 coder, DeepSeek V3.2, GLM 5. So none of the newer models.","author":"jackbravo","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765819"},{"id":"8c1f13ba-9bcc-405f-afe8-b6d2f6c1cba7","source":"hackernews","source_id":"48758106","content_type":"comment","title":null,"body_preview":"Input: $0.95\nCache hit (most important): $0.19\nOutput: $4.00\nThis is the same as how much Moonshot charges for it, and it puts it at roughly the price of GPT 5.4 mini, not a bad option.\nFor some conte","author":"kingstnap","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758106"},{"id":"6205c999-a030-46c8-bff9-4ce00eb3ee80","source":"hackernews","source_id":"48768335","content_type":"comment","title":null,"body_preview":"Finally. Is this the first open weight LLM on Copilot? The gate is opened!","author":"addozhang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768335"},{"id":"a3c51788-47b1-4a04-be60-6edee4bc99fd","source":"hackernews","source_id":"48757099","content_type":"comment","title":null,"body_preview":"Finally an alternative to the big dogs that a company can use. People have been asking for a way to run the Chinese models from a trusted provider. Here GitHub delivered!\nThe performance, if we trust ","author":"andhuman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_digression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757099"},{"id":"2d369a34-b780-4ae5-82d5-e323d9dd8ebf","source":"hackernews","source_id":"48757883","content_type":"comment","title":null,"body_preview":"I used GitHub Copilot for my VS 2026 development and switched between ChatGPT and Claude. That was before I discovered Claude Code and the Codex app. Copilot was OK for my purposes, and the USD 10 per","author":"nsoonhui","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757883"},{"id":"69218b45-40e3-4f2e-9bfa-06004d2c0f27","source":"hackernews","source_id":"48758579","content_type":"comment","title":null,"body_preview":"I am a huge fan of Copilot CLI. It just feels so logical and low-friction to use compared to Claude Code. Having the ability to juggle various models at will is really nice too. (\"Plan this using Opus","author":"Kon5ole","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758579"},{"id":"092c62b0-a287-4576-89df-6f0fdb0cfc50","source":"hackernews","source_id":"48758964","content_type":"comment","title":null,"body_preview":"Gotta say, I've lost all interest in cloud-based AI products. Too many cool features and workflows that I was once excited about that I can't or don't use anymore for a variety of reasons (price hikes","author":"c7b","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_experience","strong_opinions","imperfect_expression"],"bot_score":0.06014119341521975,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758964"},{"id":"8302955b-f76f-4d75-bfb3-447db3b470fe","source":"hackernews","source_id":"48766245","content_type":"comment","title":null,"body_preview":"Win win win - this guy is great! All in, lose. . Once someone can tip their book in the right direction with the platform, they will do!","author":"maxrev17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766245"},{"id":"7ca6cebc-a3ba-4f51-b02d-2a3fbe89b0a9","source":"hackernews","source_id":"48766866","content_type":"comment","title":null,"body_preview":"funny enough if you spent just a few minutes with a LLM working on the design of your website it wouldn't look like complete shit.","author":"gravatron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766866"},{"id":"d5e23eca-0bd8-47fd-b325-f120e7697aca","source":"hackernews","source_id":"48765568","content_type":"comment","title":null,"body_preview":"I think this is a fair and normal reaction to AI slop.  Alot of work though.  I think OSS projects are at serious risk of implosion due to the vigilance required which honestly may end up being a fool","author":"botfriendsarent","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765568"},{"id":"2713c016-0f84-491a-8343-233f5d1577cc","source":"hackernews","source_id":"48765468","content_type":"comment","title":null,"body_preview":"We are all figuring this new technology out and people will make mistakes. Would seem overreactionary to swear things off completely because of a single commit and reversion. Look for patterns in depe","author":"verdverm","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","absence_of_personality","human_indicator_platform_fluency"],"bot_score":0.06499407422028386,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765468"},{"id":"5a332a98-117f-40f4-a4fa-099c1645e995","source":"hackernews","source_id":"48767130","content_type":"comment","title":null,"body_preview":"How come all the open source projects are fretting over the copyright status of LLM code but big companies are just vibe coding slop all day for their internal closed source projects without a care in","author":"porphyra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767130"},{"id":"a79ef57b-3ea0-4392-85f9-5264a4ab3e96","source":"hackernews","source_id":"48765710","content_type":"comment","title":null,"body_preview":"This is a hill many people will choose to die on.\nAnd they shan't be missed.","author":"kstenerud","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.11927749170170918,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765710"},{"id":"b4c6b42c-46c6-4ff5-b6dc-aa758c0125d7","source":"hackernews","source_id":"48768377","content_type":"comment","title":null,"body_preview":"These arguments are increasingly smelling strawman-ish to me. The authors seem to pick the absolute worst possible examples of LLM usage in software development, ignoring the fact that it is ultimatel","author":"periodjet","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768377"},{"id":"45d6b0c9-d4f0-4c25-93b6-bb56998ffd98","source":"hackernews","source_id":"48767013","content_type":"comment","title":null,"body_preview":"I agree we need to address the elephant in the room, but our community is about as polarized as politics in America.","author":"bitbasher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed"],"bot_score":0.060770106238445025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767013"},{"id":"c3266f44-9ba2-4ae5-97b8-2fa332d1baf2","source":"hackernews","source_id":"48766604","content_type":"comment","title":null,"body_preview":"This is completely infeasible in the age of mythos. The reality is that the velocity is just not going to feasible from a security PoV without leveraging these tools.","author":"InTheArena","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766604"},{"id":"5c6afe84-4608-4c52-b4cb-8625afc1e102","source":"hackernews","source_id":"48765308","content_type":"comment","title":null,"body_preview":"Was this done by manually reviewing commit messages? I think it would be interesting/useful to have a tool that could use some basic heuristics about LLM generated code to detect code-blobs even if th","author":"neutrinobro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765308"},{"id":"26194115-6839-4eea-814c-db9b728566a4","source":"hackernews","source_id":"48766889","content_type":"comment","title":null,"body_preview":"Git annex is a remarkable piece of software and I've been inspired by lead developer joeyh's approach to both FOSS and life. For example:\nhttps://joeyh.name/offgrid/","author":"bwestergard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766889"},{"id":"4bfd8b2a-6390-474b-bba1-bc2621f10528","source":"hackernews","source_id":"48765868","content_type":"comment","title":null,"body_preview":"It's nicely symmetrical, because conversely I prefer my LLM-generated code to have no dependencies.","author":"jsnell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765868"},{"id":"5d9ecd99-c574-4d87-b626-f05b95433dec","source":"hackernews","source_id":"48767037","content_type":"comment","title":null,"body_preview":"What confuses me about this stance is that LLMs are basically indistinguishable from any mid-to-low-tier dev.\nAnd those we've let into our codebases with no concerns. Hell, some even threw parties inv","author":"hypfer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767037"},{"id":"ea5e8c51-4bb8-46f7-a47f-edba5c143917","source":"hackernews","source_id":"48765590","content_type":"comment","title":null,"body_preview":"Clicking through to https://git-annex.branchable.com/no_llm_code/\nIt looks like git after 2.22 was dropped because it took an LLM commit. Same with ghc.\nIf I have to choose between this or git and the","author":"StableAlkyne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","personal_preference_statement"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765590"},{"id":"6c0235e9-8b98-4e9d-8210-630e253038c1","source":"hackernews","source_id":"48760798","content_type":"comment","title":null,"body_preview":"\" A single document produces more then one embedding, depending on the complexity of the document it can produce hundreds or thousands of vectors.\"\nThat typo up there is kind of endearing in the AI sl","author":"nathan_compton","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","original_commentary"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760798"},{"id":"b6395fb3-b56a-45e8-9e93-3a1efbc37412","source":"hackernews","source_id":"48761510","content_type":"comment","title":null,"body_preview":"If you squint hard enough, it sounds like their storage layer is a bloom filter","author":"alfiedotwtf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761510"},{"id":"19013066-4a30-4048-8c8d-ac61e04cb712","source":"hackernews","source_id":"48762029","content_type":"comment","title":null,"body_preview":"To people smarter than me, how impressive and/or revolutionary is this?","author":"kaizenite","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17035267652178704,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762029"},{"id":"735f7a83-2d76-4d03-a016-383149149e21","source":"hackernews","source_id":"48763829","content_type":"comment","title":null,"body_preview":"Asymmetry is clever. FWIW, this is very similar to the strategy employed by BitNet models (i.e., int8 activations with binary or ternary weights); I suspect retrieval is a little more amenable to this","author":"derrickquinn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763829"},{"id":"b09cb537-9022-48d7-a281-deb92c301a6e","source":"hackernews","source_id":"48759461","content_type":"comment","title":null,"body_preview":"Hey breadislove; amazing article, I’ll be sending mixedbread an email in the morning that may interest you (email will be <5-characters>@pm.me)\nI have also been working in compression and performance ","author":"purple-leafy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","terse_replies"],"bot_score":0.04457707033278251,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759461"},{"id":"c88ba747-fcbc-457e-be3b-0549aa86ae17","source":"hackernews","source_id":"48759562","content_type":"comment","title":null,"body_preview":"I would love to see real examples of what reduced quality means in practice. Are you able to recover a document from the vector in a human readable format? If so, what sort of changes come up?\nI could","author":"elil17","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759562"},{"id":"8af13851-d867-46ce-a4b5-e77cd1d1165a","source":"hackernews","source_id":"48761932","content_type":"comment","title":null,"body_preview":"```\nWe evaluated several precision pairings across our internal retrieval benchmark suite. Scores are NDCG@10 averaged across the suite, scaled to 0–100. NDCG@10 (Normalized Discounted Cumulative Gain","author":"Zagreus2142","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761932"},{"id":"a65080bc-d4a6-4d7d-a627-aa9b079c49e2","source":"hackernews","source_id":"48764935","content_type":"comment","title":null,"body_preview":"ZSA Voyager sticks to these pretty nicely: https://www.amazon.com/dp/B0CMHT5LZ5","author":"chickensong","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764935"},{"id":"960babd1-ac94-4795-a405-96e7e3a80fa7","source":"hackernews","source_id":"48758523","content_type":"comment","title":null,"body_preview":"As someone who's tried several keyboards, a key feature I've found myself unable to go without is contouring of the keyboard. Keyboards like Kinesis Advantage 2, Kinesis Advantage 360 and the Glove 80","author":"EnnEmmEss","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758523"},{"id":"2fc78539-9207-4d13-84ac-8fd31e34f320","source":"hackernews","source_id":"48759785","content_type":"comment","title":null,"body_preview":"That Model M SSK looks real nice. I have not one but two Filco Majestouch 2 TKL with brown MX keys, one for 12 years and counting. They are so much heavier, nicer compared to what I got recently secon","author":"TomK32","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759785"},{"id":"f7745d6a-c840-4a32-913d-de56d2f7a8d2","source":"hackernews","source_id":"48765573","content_type":"comment","title":null,"body_preview":"Great article, your site is super easy to read.\nMoonlander's build quality leaves a lot to be desired for IMO. Tenting only available for biggest hand size config, thumb clusters fly off, ports strugg","author":"bescob_ar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765573"},{"id":"4a1e0d99-b780-4f90-a1ab-b73f78ff1397","source":"hackernews","source_id":"48761847","content_type":"comment","title":null,"body_preview":"I’d suggest to folks in general to start using ergonomic keyboards well before any sign of RSI sets in, because once it does you are unlikely to reverse it, you’re merely managing it. The body is full","author":"fischermann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761847"},{"id":"ebbbdb89-2562-4095-b735-04024481c39e","source":"hackernews","source_id":"48761665","content_type":"comment","title":null,"body_preview":"I'm also a big fan of the ergo dox ez, and I'm pleased with it.\nI don't know how many hours I spent to get my neo 2.0 layout running. Neo 2.0 is a very nice “German” layout I have been using for ages:","author":"0XAFFE","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761665"},{"id":"eae2a123-2248-42d8-8d65-ccff829735de","source":"hackernews","source_id":"48765453","content_type":"comment","title":null,"body_preview":"From what I've read, very few people who buy ortho split keyboards, even people who love and swear by them, ever recover their WPM. I could never get comfortable on my Ergodox. The Glove80 seems more ","author":"closeparen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765453"},{"id":"71b1e496-f6e1-4d5e-ba4d-3630920e1bb5","source":"hackernews","source_id":"48759046","content_type":"comment","title":null,"body_preview":"My Kinesis Freestyle 2 will always be the greatest ergo keyboard I've ever owned - with cables. I can tilt at 5, 10, 15 degree angles. I can move the two parts differently (and do), and with the riser","author":"cik","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759046"},{"id":"6852d4d1-8214-46bd-8164-e6b801921852","source":"hackernews","source_id":"48765319","content_type":"comment","title":null,"body_preview":"The author writes:\n\"I discovered the IBM Model M in 1993 ... It took me many years to find one. I vividly remember the Craigslist ad for a dilapidated computer shop in a Toronto suburb. Inside I found","author":"raudette","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765319"},{"id":"889d373a-fcba-4a02-b42e-ab1d8c8469e4","source":"hackernews","source_id":"48758676","content_type":"comment","title":null,"body_preview":"I have a Moonlander but I could never get used to it, even when remapping some keys so that tab is where my muscle memory expects it to be. But maybe trying to use it for both windows (play) and macos","author":"Cthulhu_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758676"},{"id":"e5d565a7-2bde-42c4-8cbe-32847669f5a4","source":"hackernews","source_id":"48759155","content_type":"comment","title":null,"body_preview":"I really didn't enjoy the cheap plastic construction of the Moonlander. I had two of them for home and work. I even modded a mousepad onto the wristrests to make it more comftable.\nBut in the end the ","author":"gempir","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759155"},{"id":"405c7181-3055-4a01-a49a-966ae9f2695f","source":"hackernews","source_id":"48758706","content_type":"comment","title":null,"body_preview":"IMHO the persistence of Model M (now Unicomp) worship is a meme. Yes a chunky Buckling Spring mechanism is a very unique and \"fun\" feel, but that doesn't mean it's actually good to do a lot of typing ","author":"frou_dh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758706"},{"id":"6c54d7ba-a7ac-4d98-86ff-0fa20ff755bc","source":"hackernews","source_id":"48767651","content_type":"comment","title":null,"body_preview":"What are those trackpads/touchpads between the left and right boards? What cables are those that are attached to both the keyboard and trackpad. Looks almost like an Ethernet cable but must be a usbC.","author":"garyfirestorm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767651"},{"id":"fa1696e4-915c-4210-9e94-f46d3cfa46f4","source":"hackernews","source_id":"48759277","content_type":"comment","title":null,"body_preview":"I find it strange that people who start caring about ergonomics settle for Ergodox, Moonlander and other halfway there solutions when Kinesis, Glove80, Maltron who have put in real ergonomic research ","author":"throwawaySimon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759277"},{"id":"a12a4bb3-daa7-4a6d-9120-15a4e4322b67","source":"hackernews","source_id":"48763373","content_type":"comment","title":null,"body_preview":"Typing this on a Moonlander right now. Love it to pieces. The tenting kit is pricey but incredibly stable and, to me, is worth every penny. I've gotten used to the ortholinear so much so that I hate o","author":"ashton314","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","personal_anecdote","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763373"},{"id":"5f083486-4068-4c3b-b694-645367effe8c","source":"hackernews","source_id":"48758559","content_type":"comment","title":null,"body_preview":"After a decade of exploring various mechanical keyboards (a few form factors, but mostly exploring the switches), I settled on a Topre Realforce around 2016 and fell in love. I later learned of the To","author":"chao-","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758559"},{"id":"ffd1619c-6633-428e-8a1f-f0626d9b1b46","source":"hackernews","source_id":"48758575","content_type":"comment","title":null,"body_preview":"Yamaha DX7.\nOh you mean… OK. The one on my 2008 unibody MacBook, which I likely put the most hours in on of any of them. Then the one on my ancient and lovely Thinkpad T240 — one of the most pragmatic","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11490910800551211,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758575"},{"id":"84c381bd-50b1-4c6f-a057-4724022ee62d","source":"hackernews","source_id":"48759599","content_type":"comment","title":null,"body_preview":"Well, as a bog-standard person, I use Logitech MX Keys Mini 2 (with Bolt support).\nIt's good enough for typing for long sessions and reliable enough to type on without much thinking.\nIt has great feat","author":"bayindirh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","self_reference"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759599"},{"id":"8958da78-40df-42bb-8e37-0709d0ad71e3","source":"hackernews","source_id":"48759399","content_type":"comment","title":null,"body_preview":"My ErgodoxEZ:\n- nearly made me cry.\n- solved my back pain.\nWhen you didn't learn to type properly, relearning to type can be a very difficult task; re-learning on a split keyboard is particularly unfo","author":"Normal_gaussian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","niche_expertise"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759399"},{"id":"52135e7f-b068-4c3a-9fdd-fd784fc1a101","source":"hackernews","source_id":"48759770","content_type":"comment","title":null,"body_preview":"Basically the only thing interesting about the ConcertMaster is that Carmack used it (and that it looks somewhat cool). As for the keyboard itself, it is just a basic OEM membrane keyboard and not tha","author":"dfox","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759770"},{"id":"f4491667-9774-4455-b3cb-64eabd0c8941","source":"hackernews","source_id":"48763039","content_type":"comment","title":null,"body_preview":"Funny that the article didn't mention it.\nInfineon got €1bn of tax payer money to open the plant (~$1.1bn).","author":"TheChaplain","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763039"},{"id":"18086438-03ec-475d-acac-33a06dc09035","source":"hackernews","source_id":"48762128","content_type":"comment","title":null,"body_preview":"As I mentioned about this before [0], this is a compound semiconductor fab - a very critical bottleneck for European industry and a much more worrisome NatSec issue than sub-14nm logical chip fabricat","author":"alephnerd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.14117763747356255,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762128"},{"id":"ceb6cd93-ac1d-4d77-a8d1-878fb8876e78","source":"hackernews","source_id":"48765776","content_type":"comment","title":null,"body_preview":"If I was Queen of Germany, I would put everything into a platform like Arduino or RaspPi which can be widely used across industries and education. Some amount of taxes will be allocated to buy these b","author":"jijijijij","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765776"},{"id":"e90f23c1-235f-4057-b9f7-c881c679f303","source":"hackernews","source_id":"48762187","content_type":"comment","title":null,"body_preview":"My understanding is that these are pretty low-tech chips only for industrial uses?","author":"petcat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.10623955743443188,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762187"},{"id":"99945bc7-b7e1-41e6-9171-06abf96c20b5","source":"hackernews","source_id":"48761899","content_type":"comment","title":null,"body_preview":"> The plant will produce chips for intelligent power management\n> The company ... sought to capitalise on the massive AI investment boom\nThese chips are probably very useful and important, but I don't","author":"usrnm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761899"},{"id":"0469d100-cb85-4df2-936a-3180d76a22ef","source":"hackernews","source_id":"48763627","content_type":"comment","title":null,"body_preview":"EDIT: Apparently it's a different plant.\nIt's not just Infineon - it's called the European Semiconductor Manufacturing Company (ESMC) and is a joint venture by TSMC, Bosch, Infineon, and NXP, with TSM","author":"Tade0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763627"},{"id":"19bafbc9-a798-4dc7-bb63-514add95ff6a","source":"hackernews","source_id":"48760603","content_type":"comment","title":null,"body_preview":"> I want to pose a question: Is it possible that online users just have nonstop shiny object syndrome, and even if forums worked correctly and did the job, users would still move onto something else b","author":"appreciatorBus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760603"},{"id":"84b69f0a-e669-42e1-b94e-a4f49860235f","source":"hackernews","source_id":"48762599","content_type":"comment","title":null,"body_preview":"Anyone here used to be on HackForums? I lived on there from 2011-2013/4... was pretty young back then but I learned so much and attribute it to getting to the spot i'm at now. I remember being so obse","author":"hasteg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762599"},{"id":"f5e3a988-900b-465e-9fa6-43cc4560c2cd","source":"hackernews","source_id":"48759333","content_type":"comment","title":null,"body_preview":"Having witnessed forums languishing and closing down, and attempts to open up new ones with almost nobody signing up, I wonder if the reluctance of giving away credentials is a generational thing. It ","author":"tannhaeuser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759333"},{"id":"d0fa7741-f839-42e7-b6ca-140f4ff8d562","source":"hackernews","source_id":"48756654","content_type":"comment","title":null,"body_preview":"Many still exist just many of us make them private or physical community oriented.  Making a forum openly public and especially allowing search engines is just asking for high interaction moderation, ","author":"Bender","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1413381472693512,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756654"},{"id":"96da0803-d307-4280-887c-f575b546f9a6","source":"hackernews","source_id":"48761278","content_type":"comment","title":null,"body_preview":"Forums were popular when they were the only option for \"social\" media on the Internet. Much of that conversation  moved into semi-private spaces like Facebook and Discord, and Reddit, by and large, re","author":"nunez","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761278"},{"id":"2a6038c3-1613-428a-9cce-de8cd60244f0","source":"hackernews","source_id":"48756727","content_type":"comment","title":null,"body_preview":"They're still around, and the signal to noise ratio is much improved as the more prolific spammers moved away to social media.\nI'm a lurker on a couple of automotive forums and a watch forum and they'","author":"NordStreamYacht","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756727"},{"id":"5e639b66-8ea5-499b-922f-34da5bc2d90d","source":"hackernews","source_id":"48757280","content_type":"comment","title":null,"body_preview":"I run a forum site. It's been going on for 23 years now, and over that time, it has reflected the country's technology adoption history.\nWe still have new signups every day and a community that helps ","author":"freitasm","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757280"},{"id":"da592295-1882-4161-9ab6-a97765e810bc","source":"hackernews","source_id":"48756927","content_type":"comment","title":null,"body_preview":"No, bring back NetNews/NNTP. This spreading of communities over dozens of (commercial) services is annoying. And don't get me started about open source projects using WhatsApp groups as their main pla","author":"TabTwo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756927"},{"id":"00846c86-302f-4fa5-9953-a36afbdc68b8","source":"hackernews","source_id":"48756900","content_type":"comment","title":null,"body_preview":"Many people are not aware that this is mostly a English internet thing.\nI still frequent a few forums in Dutch and Germen. Still around, still modded by volunteers, still great.\nSince AI essentially s","author":"apexalpha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756900"},{"id":"ec6f2fae-830c-46e0-bc89-fae959b11d0c","source":"hackernews","source_id":"48756962","content_type":"comment","title":null,"body_preview":"I run an active forum in the DIY space, and another site that aggregates new build threads from hundreds of niche forums. Forums for people building cars, motorcycles, boats, airplanes, cabins, musica","author":"winterbourne","classification":"human_created","confidence":0.78,"indicators":["self_reference","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756962"},{"id":"8f680e1c-bb88-4aeb-98fd-9c161beac6a2","source":"hackernews","source_id":"48756303","content_type":"comment","title":null,"body_preview":"One thing about these old school forums is they are something you host yourself (directly or paying a server somewhere), and this requires but knowledge on doing so, and time to do its maintenance (be","author":"a1o","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1503710593142198,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756303"},{"id":"1718df49-853c-414e-807d-adef2ec42e63","source":"hackernews","source_id":"48763013","content_type":"comment","title":null,"body_preview":"What killed forums wasn’t that they were crappy, or that Reddit exists, or that they were passé. They were killed by the combination of spam and regulation. Same reason Craigslist no longer has person","author":"Arubis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763013"},{"id":"accb54d4-b262-41af-97e8-ca6acf406211","source":"hackernews","source_id":"48757600","content_type":"comment","title":null,"body_preview":"I think social media won purely because of the network effect. And once a huge amount of people hangout in one place, naturally, they would prefer to have all sort of discussions in the same place. I ","author":"30minAdayHN","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757600"},{"id":"cede3f58-38cf-4cd8-9e2d-8d3930822e85","source":"hackernews","source_id":"48762065","content_type":"comment","title":null,"body_preview":"I also wish we brought back interesting discussions in a medium that is not corporate-controlled, but I do not long for those crappy forums. I always thought they were a major regression. We had Usene","author":"jwr","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.10263967772237705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762065"},{"id":"5817c644-da65-49bc-899b-37a71a7e95ba","source":"hackernews","source_id":"48756154","content_type":"comment","title":null,"body_preview":"Oh how I miss old school forums. It’s crazy to me how communities are wholesale embracing discord, which just is not the right form factor at all for anything but ephemeral real time chat. I remember ","author":"dchuk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","natural_digressions"],"bot_score":0.075,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756154"},{"id":"48b32812-878b-47e1-a0bd-4c9a45218f3c","source":"hackernews","source_id":"48755843","content_type":"comment","title":null,"body_preview":"I have a lot of sympathy with this. I use some topic specific old school web forums and they feel better all round than the discord channels/forums.\nI suspect it's an age/attitude thing. The implicit ","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12885050313678054,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48755843"},{"id":"b6faf1db-4c8c-40a6-82c0-57a4d1460b0a","source":"hackernews","source_id":"48756783","content_type":"comment","title":null,"body_preview":"There is no need to “bring back” forums, there are plenty that already exist. You just need to participate in them if that’s what you want.","author":"possibleworlds","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756783"},{"id":"ca7ff5e0-1bfa-41f7-adaf-00c1ad94fe87","source":"hackernews","source_id":"48756386","content_type":"comment","title":null,"body_preview":"I miss forums. When they were in their heyday I was an active participant in anywhere from a couple to half a dozen, shifting with whatever happened to be my hobby at the time. And local forums based ","author":"Magi604","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756386"},{"id":"045e337d-58d1-4f40-9a24-5cf419d1e8b4","source":"hackernews","source_id":"48758811","content_type":"comment","title":null,"body_preview":"The word 'crappy' stood out to me. I feel the same sentiment about bringing back forums, but as a person who maintained few of those for many years, I always wanted explicitly non-crappy forums.\nIn fa","author":"divan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience","strong_opinion"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758811"},{"id":"2895fdfb-d237-455a-8a6d-056fb014a37b","source":"hackernews","source_id":"48756482","content_type":"comment","title":null,"body_preview":"> We tried the forum thing. We wanted something else. Not necessarily because it was better, though sure, maybe it was. But because it was different.\nI don't think the novelty explains very much, the ","author":"doginasuit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2103174603174603,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756482"},{"id":"a23e2756-6d93-4185-8cf8-37dc5bb164ad","source":"hackernews","source_id":"48762802","content_type":"comment","title":null,"body_preview":"tool is great by your readme is pure unreadable ai slop - try to naturalise it a bit","author":"OttoVonBizark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762802"},{"id":"f8fa63a3-3b59-4ee9-8f45-58a64bfa24ce","source":"hackernews","source_id":"48762732","content_type":"comment","title":null,"body_preview":"Side note, many windows people still don't know about psmux https://github.com/psmux/psmux","author":"tiahura","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762732"},{"id":"27c271fe-bc9a-4dcf-97ab-a129e83a7bb5","source":"hackernews","source_id":"48762893","content_type":"comment","title":null,"body_preview":"Great idea and I’ll definitely try it but all those flags needed to run the startup command scare me lol","author":"Vaslo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762893"},{"id":"2706895f-570e-402a-86f7-4e4f82db2a88","source":"hackernews","source_id":"48763604","content_type":"comment","title":null,"body_preview":"Opus is so slow these days what I really want is a bell sound to ring when it's done. I kick off some task and then it takes 3-12 minutes to complete. It's wrong, so I tell it to revert and try again ","author":"hadlock","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763604"},{"id":"aaf2aeea-db77-44af-a1dd-bc0703d34977","source":"hackernews","source_id":"48762759","content_type":"comment","title":null,"body_preview":"I recently had a nasty accident too and snapped my collar bone, broken tibia, and 6 broken ribs, so I can absolutely relate.  Claude Code was there for me in a big way as well :-)\nIt's a long road to ","author":"freedomben","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11293627988626585,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762759"},{"id":"9a66c6e6-5a39-422a-99f1-ce74a0dc68c9","source":"hackernews","source_id":"48766284","content_type":"comment","title":null,"body_preview":"Your website is broken btw - Clicking into another article through related work goes to the same page","author":"chychiu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766284"},{"id":"d20e25d3-b46d-40a5-ab8c-20571b9c3f4b","source":"hackernews","source_id":"48763111","content_type":"comment","title":null,"body_preview":"I like this. Small tools inside the workflow feel much more useful than separate productivity apps I have to remember to open.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763111"},{"id":"9c57970a-2d58-4ee7-b103-0867f85d8d03","source":"hackernews","source_id":"48762716","content_type":"comment","title":null,"body_preview":"Great idea! I just created one for Pi\nhttps://github.com/mkaz/pi-modoro","author":"marcuskaz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762716"},{"id":"417c73dc-634b-48a4-860a-79c1167f04f6","source":"hackernews","source_id":"48763401","content_type":"comment","title":null,"body_preview":"Love that it follows you from terminal to terminal, super useful.\nThough, if you're following Cal Newport-ian rules, watching over multiple agents doing their work is no longer a 25 minute \"deep work\"","author":"pj_mukh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763401"},{"id":"8291e2fa-7329-43ee-af2f-19b436063b4e","source":"hackernews","source_id":"48761193","content_type":"comment","title":null,"body_preview":"Also for tmux (which I always run claude inside)\nhttps://github.com/olimorris/tmux-pomodoro-plus","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09273172773002775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761193"},{"id":"283677ed-61d6-454a-8ffe-7b7384888d47","source":"hackernews","source_id":"48766627","content_type":"comment","title":null,"body_preview":"Nice. I think there will be a cottage industry of porting every Mac menu bar utility to Claude. I can't use this until it doesn't show seconds. A MM:SS timer is tolerable when it's in my menu bar, but","author":"incidentist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766627"},{"id":"77dd4a77-9e25-41d1-8204-df1405b7984b","source":"hackernews","source_id":"48762418","content_type":"comment","title":null,"body_preview":"From the title I thought it’d be a timer for the agent itself, so it doesn’t waste time on endless thinking loops, etc.","author":"fellowmartian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762418"},{"id":"49b03d26-4a85-4eb0-80d9-51f44268768d","source":"hackernews","source_id":"48763996","content_type":"comment","title":null,"body_preview":"So, can I run this on top of RustFS? And RustFS on top of this?","author":"sqquima","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763996"},{"id":"811fa18c-4fae-46ad-990a-411953fae27d","source":"hackernews","source_id":"48763910","content_type":"comment","title":null,"body_preview":"That name makes it sound like your files end up in /dev/null.","author":"amelius","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763910"},{"id":"c9a29d49-3482-40fe-afed-f00bfe5afdaa","source":"hackernews","source_id":"48761887","content_type":"comment","title":null,"body_preview":"Why does this landing page load js from merklemap.com?","author":"abtinf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06957707033278251,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761887"},{"id":"80ab2383-72a4-4f78-9ff1-61f38d4711f8","source":"hackernews","source_id":"48763088","content_type":"comment","title":null,"body_preview":"I don’t get why they went for NFSv3, v4 is quite old and I can’t think of any reason why you would choose v3 over v4.","author":"chillfox","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09873432281750771,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763088"},{"id":"0bf5b586-9011-4baa-8b89-cf72ecea0543","source":"hackernews","source_id":"48762085","content_type":"comment","title":null,"body_preview":"See also: JuiceFS, S3FS, and quite a few others.\nWe have done loads of research into using object storage wherever we can (given how cheap it is compared to SSDs), and so far it seems like making your","author":"tmach32","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762085"},{"id":"2a3a51a0-07c7-46a7-b95b-0248b3f9462b","source":"hackernews","source_id":"48762391","content_type":"comment","title":null,"body_preview":"I believe the first version of this required the metadata to be stored on the ZeroFS server, making HA kinda hard.\nThis has changed now that if I stop the server and create a new instance with the sam","author":"ChocolateGod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12557225689035773,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762391"},{"id":"c47fb110-ed3d-4633-8135-69116185c85b","source":"hackernews","source_id":"48764959","content_type":"comment","title":null,"body_preview":"Worth mentioning FiberFS: https://fiberfs.io/\nI believe it just recently launched.","author":"nyc_pizzadev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.14569276282081786,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764959"},{"id":"c8266dcb-2187-4610-8865-a864ecb62edf","source":"hackernews","source_id":"48765452","content_type":"comment","title":null,"body_preview":"I’m more interested in a generic (offline) caching layer for example SMB or NFS. Preferably with doing conflict resolution like Dropbox","author":"jbverschoor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765452"},{"id":"b858ec05-c53a-49f0-aba1-f06430b9c6be","source":"hackernews","source_id":"48766816","content_type":"comment","title":null,"body_preview":"There is some kind of advertising push for this going on. I got Twitter ads for this repo.","author":"gdevenyi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766816"},{"id":"3d3870fd-1a0c-43cb-b736-f76e64cdd8c7","source":"hackernews","source_id":"48762307","content_type":"comment","title":null,"body_preview":"How does this compare to JuiceFS or SeaweedFS in terms of metadata latency? The LSM tree approach is interesting but compaction pauses on a remote-backed store seem like they could be painful.","author":"preetham_rangu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762307"},{"id":"55b58740-0f33-431f-bd07-dfbace1c7ff6","source":"hackernews","source_id":"48765031","content_type":"comment","title":null,"body_preview":"previous Show HNs\n- https://news.ycombinator.com/item?id=48496242 -- 11 points | 20 days ago | 7 comments\n- https://news.ycombinator.com/item?id=45174724 -- 64 points | 9 months ago | 40 comments\nblog","author":"dijksterhuis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765031"},{"id":"614f331a-32e5-428e-8cb4-e55564902d87","source":"hackernews","source_id":"48764511","content_type":"comment","title":null,"body_preview":"I prototyped something like this for fun a long time ago. Treating s3 like a bucket of blocks seemed intuitive way build a scalable filesystem. Arguably ceph and luster are doing something similar exc","author":"rapatel0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.19008364597043298,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764511"},{"id":"68ec3dd1-9e3f-4ab3-9a80-2546a7671885","source":"hackernews","source_id":"48761845","content_type":"comment","title":null,"body_preview":"Entrusting data storage to a vibe coded filesystem seems imprudent.","author":"abtinf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06957707033278251,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761845"},{"id":"948d7ed0-4104-4552-a2f4-a4da6d189e21","source":"hackernews","source_id":"48761852","content_type":"comment","title":null,"body_preview":"> The test suites run in public CI.\n> Each card links to the CI pipeline.\nThanks for being explicit, AI written marketing site. Wouldn't have been able to figure that out! Every currently maintained a","author":"dan_sbl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761852"},{"id":"7fb2fe27-09cf-466f-bdc9-5bee64413a29","source":"hackernews","source_id":"48762351","content_type":"comment","title":null,"body_preview":"I’ve seen things like this before; your key differentiator needs to be efficiency and safety compared to other options.","author":"tribal808","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.2542798434130615,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762351"},{"id":"1b44dade-92b4-4e7f-ab27-18be39415533","source":"hackernews","source_id":"48762176","content_type":"comment","title":null,"body_preview":"From the docs:\n> ZeroFS fetches object data in 128 KiB parts\nRead/write operations in object storage are _far more_ expensive than stored bytes. I'm always afraid of anything that abstracts over S3/GC","author":"coxley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762176"},{"id":"8aa3e740-68f9-4c22-961c-acb48aee964c","source":"hackernews","source_id":"48765938","content_type":"comment","title":null,"body_preview":"If you actually bench it locally (local S3, actually writes to disk for \"staged\" operations), ZeroFS performs horrifically. Ceph blows it out of the water. I don't have the exact numbers, but when I w","author":"dangoodmanUT","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","imperfect_expression","strong_opinions"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765938"},{"id":"bcae9a2f-b2da-4b45-9ed5-90c4bb9e1cb7","source":"hackernews","source_id":"48762523","content_type":"comment","title":null,"body_preview":"The sub-millisecond writes with data in S3 is false and impossible. If you look at the benchmark the fsync is not timed, so this is just the latency of either the network or in kernel file operations ","author":"rockwotj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.20582080733223168,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762523"},{"id":"596d91cf-493d-46b4-a402-9daeac06b677","source":"hackernews","source_id":"48768333","content_type":"comment","title":null,"body_preview":"I wonder how he is so rich if the company never made money.\nI wonder who pay them","author":"motbus3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768333"},{"id":"3f652e01-5530-4a1b-9a8c-aab04246411b","source":"hackernews","source_id":"48768409","content_type":"comment","title":null,"body_preview":"The total of Meta AI Capex for the last five years, reaches between $313 billion and $333 billion.\nAs comparison NASA’s entire annual budget is roughly $24.4 billion...","author":"root-parent","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0.1316690225960351,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768409"},{"id":"db92ac34-cd01-4d25-88bf-ae9092e4885c","source":"hackernews","source_id":"48767907","content_type":"comment","title":null,"body_preview":"The tipping point was neoliberalism in the 70s. Which created this quasi-intellectual class who benefitted off of labor arbitrage masquerading as \"good-guyism\" of helping the world by expanding our la","author":"Avicebron","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767907"},{"id":"9799a03f-18f1-492c-aa04-2163f91a4308","source":"hackernews","source_id":"48756179","content_type":"comment","title":null,"body_preview":"Why didn't they just make it \"Staff SWE-Bench\", would be much better smh. /s\nBut seriously, as an industry we're terrible at assessing engineering levels, I've worked with \"senior engineers\" who can't","author":"danpalmer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.08218255499913278,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756179"},{"id":"a985c43f-1d54-46b2-a4ac-ff1d96ba3f22","source":"hackernews","source_id":"48756842","content_type":"comment","title":null,"body_preview":"Once again I am asking: who are these people and what makes them more qualified than any of you to asses anyone or anything \"as a senior engineer\" (with the subtext being that none of you are, either)","author":"monster_truck","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756842"},{"id":"ce311e5c-a9ab-4b4a-8295-c871c7b40a6f","source":"hackernews","source_id":"48756211","content_type":"comment","title":null,"body_preview":"Benchmarks are great, but I feel like there’s a better way this seems quite subjective.\nWhat you really need is an objective benchmark","author":"purple-leafy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.04457707033278251,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756211"},{"id":"f6e3d517-93b2-4c24-bfd6-fbc386fe4bc3","source":"hackernews","source_id":"48759519","content_type":"comment","title":null,"body_preview":"> Senior engineers build features without over-specified requirements\nTo me this already disqualifies the benchmark. That statement is missing the most critical piece about senior engineers: the senio","author":"piterrro","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759519"},{"id":"6173d74a-c2de-47ce-8cec-09c692bcc58e","source":"hackernews","source_id":"48764183","content_type":"comment","title":null,"body_preview":"Isn't being open source creating incentives for the AI companies to optimize their LLMs for the specific benchmark? I thought all those benchmarks are deliberately closed source primarily for this rea","author":"bloody-crow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764183"},{"id":"99690762-8304-4911-be17-40ee9af8a7b4","source":"hackernews","source_id":"48765545","content_type":"comment","title":null,"body_preview":"can you prove that senior engineers can pass this benchmark?","author":"guptadagger","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765545"},{"id":"691c0fc5-80b9-4c46-86fc-fe0675352e52","source":"hackernews","source_id":"48756301","content_type":"comment","title":null,"body_preview":"> You are a senior SWE-Bench reviewer, make no mistakes.\nI don't know what a better approach would look like while still remaining feasible, however this approach of telling a LLM to make a subjective","author":"LiamPowell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756301"},{"id":"07fbd6b9-d9a3-464b-a8c4-3f2f3cd1e364","source":"hackernews","source_id":"48765498","content_type":"comment","title":null,"body_preview":"If something like this works wouldn't that imply technical interviews can be automated?","author":"apitman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08157627729342497,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765498"},{"id":"d1485a04-fbf0-4974-9da5-c707ff6397b5","source":"hackernews","source_id":"48756800","content_type":"comment","title":null,"body_preview":"It's nice to see a new public benchmark from Snorkel. They're doing some pretty sophisticated stuff over there.","author":"facorreia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756800"},{"id":"795db1ec-afbc-47b9-8cd8-0e6e3c8d65b3","source":"hackernews","source_id":"48757795","content_type":"comment","title":null,"body_preview":"The value of a senior situation is to apply known solutions and strategies, to novel problems. I can not see how any benchmark, without ever changing, can provide a novel challenge for long.\nAny decen","author":"21asdffdsa12","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757795"},{"id":"bc84b899-778c-479d-8cc5-61d5e13074bb","source":"hackernews","source_id":"48756144","content_type":"comment","title":null,"body_preview":"Top solve rate is currently 24% with Opus 4.8... What's a competent human supposed to score?","author":"jonathanleane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756144"},{"id":"ba88339a-0494-458c-9c02-c2357e056a02","source":"hackernews","source_id":"48756823","content_type":"comment","title":null,"body_preview":"This makes so much sense as to why I've always felt that Opus 4.8 was leagues ahead of GPT 5.5. It's so good at taking underspecified requirements and filling in the gaps with sensible approaches for ","author":"_345","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756823"},{"id":"ac2a56d8-89a1-43be-b762-356cfc9d0976","source":"hackernews","source_id":"48763608","content_type":"comment","title":null,"body_preview":"Staff SWE Bench: LLM doubts whether we should do any of this, calls the entire project into question, refuses to merge code, but is happy to delete it.","author":"jeffbee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763608"},{"id":"c220e034-f89c-457a-8053-2cb088c6fdfa","source":"hackernews","source_id":"48765059","content_type":"comment","title":null,"body_preview":"I wonder how they're planning for the benchmark to stay relevant over time.\nIf the benchmark is to implement features that are part of an open source project, and LLMs have those changes as part of th","author":"jfim","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0.1518796874098555,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765059"},{"id":"d8ec66a1-22a8-4d32-8f29-46564f95d476","source":"hackernews","source_id":"48756761","content_type":"comment","title":null,"body_preview":"I saw on Twitter that in an ML course at Tsinghua University, one of the tests asks students to write quizzes that fail the most LLM models as possible.\nWhat if we create a benchmark that works like t","author":"magnio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756761"},{"id":"b58e89f5-f282-4a3b-9dc2-7d5919f75be6","source":"hackernews","source_id":"48757240","content_type":"comment","title":null,"body_preview":"I feel like this benchmark reiterates my disbelief that anyone uses the latest Anthropic models for any productive work. They seem to be the best at burning tokens and spawning unnecessary subagents e","author":"o10449366","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757240"},{"id":"24d43287-8e78-4fcd-b00a-465ecf096886","source":"hackernews","source_id":"48757264","content_type":"comment","title":null,"body_preview":"is composer 2.5 that good at that pricepoint? Seems like the gemini flash playbook of trying to get most bang for the buck.","author":"anilgulecha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11134259460168011,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757264"},{"id":"8dc6ac0b-17d5-44c2-9948-2632c04e58cb","source":"hackernews","source_id":"48758182","content_type":"comment","title":null,"body_preview":"Would like to see wall times. I feel that’s the part that annoys me most, my tasks aren’t particularly challenging I want them done fast","author":"xrisk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758182"},{"id":"fac0bd7b-fbfe-4d85-8492-8755361dc04c","source":"hackernews","source_id":"48760415","content_type":"comment","title":null,"body_preview":"Cursor: Find me another benchmark where Composer 2.5 is a top 10 frontier coding model","author":"mi_lk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760415"},{"id":"f6171ced-84eb-488e-899b-d656cf22677b","source":"hackernews","source_id":"48758824","content_type":"comment","title":null,"body_preview":"Why would anyone take this benchmark seriously? Cursor is obviously biased here. They can design it and its presentation however they want to tell the story they want to tell.","author":"tmach32","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758824"},{"id":"3c361f2a-dbb3-48ba-a6aa-5fe4d78cb542","source":"hackernews","source_id":"48758196","content_type":"comment","title":null,"body_preview":"Do these benchmarks even add any value at this point? This one is basically Cursor saying that their model is as good as the frontier ones at a fraction of the price. The independent benchmarks are pr","author":"shadeslayer_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758196"},{"id":"736aaf88-0d17-46cc-892f-a4c749ebbf91","source":"hackernews","source_id":"48757991","content_type":"comment","title":null,"body_preview":"backwards X axis? is there a reason for that? it looks ridiculous","author":"verse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757991"},{"id":"fe91837c-c909-4c32-8421-b6dab34bb803","source":"hackernews","source_id":"48760480","content_type":"comment","title":null,"body_preview":"I like Composer a lot as a general-purpose workhorse, but putting it over gpt5.5 medium makes the whole graph lose trust to me, asme witg GLM so low","author":"kandros","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","false_specificity"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760480"},{"id":"e1751108-ed60-4aeb-b64e-95e83948a8b5","source":"hackernews","source_id":"48758348","content_type":"comment","title":null,"body_preview":"Cursor’s model excels at Cursor’s benchmark; news at 11.\nThe other models however are reasonably where I’d expect them to be from experience piloting all of them. Fable is outclassing everything at mo","author":"baq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758348"},{"id":"920d501e-9f98-4f0f-9e21-fdec486e10e4","source":"hackernews","source_id":"48758898","content_type":"comment","title":null,"body_preview":"The most interesting part is costs . Gpt 5.5 and sonnet 5 cost same amount of money as GLM 5.2 but are more capable models","author":"maxdo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.127690896751111,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758898"},{"id":"a3e74be8-e135-44d1-8824-55d0c4b70643","source":"hackernews","source_id":"48757676","content_type":"comment","title":null,"body_preview":"I've used both Composer 2.5 and GPT 5.5 (both in Cursor and in Codex) extensively, and their claim that Composer 2.5 is anywhere close in performance to GPT 5.5 is absolutely farcical. It's faster, bu","author":"BugsJustFindMe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08742397326860597,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757676"},{"id":"063fb886-5722-42c7-b235-4622b791fd7b","source":"hackernews","source_id":"48758447","content_type":"comment","title":null,"body_preview":"I wish all these sites would show pareto frontier graphs of cost/performance. That's the main 2 things that matter (I guess you could make it 3D with a speed param as well). https://paraplouis.github.","author":"xyzsparetimexyz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758447"},{"id":"d3d4dddb-dd35-4eba-b28b-9135cd676af9","source":"hackernews","source_id":"48758172","content_type":"comment","title":null,"body_preview":"everytime a new benchmark appears, Chinese models are far lower than the level where they are supposed to be according to existing benchmarks. then after a while they recover :)","author":"nok22kon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1535581084044126,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758172"},{"id":"a267a4f8-8f34-46cc-b6d1-820cebaacab4","source":"hackernews","source_id":"48761410","content_type":"comment","title":null,"body_preview":"Interesting that Opus 4.7 does better than 4.8. Too bad they didn't test 4.6, too. I witnessed a man here mocked yesterday for insisting it was better than its successors!\nAlthough, the benchies are a","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.10664333462583084,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761410"},{"id":"32d4aeb7-5468-412e-8f88-78e3b941ceba","source":"hackernews","source_id":"48757873","content_type":"comment","title":null,"body_preview":"It's hard to believe Composer 2.5 is that good. I tried to compare it with GLM 5.2 or Opus 4.6 and it lacked thinking about the problem and critical reasoning. It's great for executing plans made by o","author":"__natty__","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.17182808581881887,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757873"},{"id":"334b6f95-410d-4d19-a8d2-3c74c31f9fd0","source":"hackernews","source_id":"48767506","content_type":"comment","title":null,"body_preview":"If I understand the graph correctly;\nFable is using less tokens to achive that same tasks compared to sonet and opus. If so that is a good thing. It feels like we for a while there was spitting out to","author":"sisve","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767506"},{"id":"2da57399-d020-4f59-ad52-d5d3084ecd00","source":"hackernews","source_id":"48757326","content_type":"comment","title":null,"body_preview":"I'm pretty baffled by their choice of axes. I would have thought that the left was the cheapest, not the most expensive. I appreciate that this layout means that top right can be best, but it's still ","author":"tekacs","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise","synthetic_empathy"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757326"},{"id":"da6b31e9-83ec-4cc2-bd35-96131c556d83","source":"hackernews","source_id":"48757486","content_type":"comment","title":null,"body_preview":"I'm a bit skeptical.\nCursor's benchmark finds that Cursor's model (Composer 2.5) is basically as good as Opus 4.8 max and GPT-5.5 xhigh, but at a fraction of the price.\nArtificial Analysis' testing sh","author":"mdasen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757486"},{"id":"378f1dc4-8977-43b4-b4ec-fd185e9c6074","source":"hackernews","source_id":"48766013","content_type":"comment","title":null,"body_preview":"An extended version of mean-field theory accurately captures activity patterns seen in networks of biological neurons.","author":"visha1v","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2128040953314588,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766013"},{"id":"774f33c4-e46a-4e78-a344-f09ac8166d89","source":"hackernews","source_id":"48763886","content_type":"comment","title":null,"body_preview":"That’s nice. Windows drivers have always been a PITA to test.","author":"vardump","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763886"},{"id":"636eeab7-61a1-4445-8629-91d8714e8fdf","source":"hackernews","source_id":"48765005","content_type":"comment","title":null,"body_preview":"For a CI, my best bet would be to save a running snapshot of each OS to test and derive a new instance from there for every job. Also isolate the network bridge from the outside world. The only thing ","author":"tosti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765005"},{"id":"41d71902-9e9e-41a6-9925-ad8fc9af9938","source":"hackernews","source_id":"48762354","content_type":"comment","title":null,"body_preview":"Oh \"Preinstallation Environment\" not PE as in the executable header in windows.","author":"stuaxo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762354"},{"id":"1fcd8b04-6401-4a4c-b20e-29d219e6ecd0","source":"hackernews","source_id":"48763293","content_type":"comment","title":null,"body_preview":"for newer Windows versions, Microsoft also offers a PE-like customizable image for validation purposes explicitly: https://learn.microsoft.com/en-us/windows-hardware/manufactu...","author":"ntauthority","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763293"},{"id":"4bc19ced-b661-468f-8b0c-b22d5c617acf","source":"hackernews","source_id":"48761320","content_type":"comment","title":null,"body_preview":"I got tired of graph-paper sites that print at the wrong scale, hide the PDF behind a signup, or slap a watermark on it. So I built one that's free, has no login, and prints true-to-scale.\nThe interes","author":"lam_hg94","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_depth","imperfect_expression"],"bot_score":0.43865546218487395,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761320"},{"id":"aa203f85-d426-47c4-8796-76881fdcb13a","source":"hackernews","source_id":"48764520","content_type":"comment","title":null,"body_preview":"Nice, but I'd love more log options, and a log-linear. And a Smith chart.","author":"fortran77","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764520"},{"id":"24e0afc4-cf25-4e87-be87-41334087af58","source":"hackernews","source_id":"48764840","content_type":"comment","title":null,"body_preview":"very well done, never knew i needed this. thanks for sharing!","author":"setnone","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764840"},{"id":"c4f43637-93a8-495e-aa02-13780782215e","source":"hackernews","source_id":"48764462","content_type":"comment","title":null,"body_preview":"Any chance that a pentagon pattern could be added?","author":"Topology1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764462"},{"id":"7e52a257-8f05-488f-b20e-19f424a44f07","source":"hackernews","source_id":"48763377","content_type":"comment","title":null,"body_preview":"Very cool.\nHowever, on Safari, in the Mac, I don't see any graph on the first two (standard North-South/East-West graph).\nI do see the isometric and hexagonal ones, though. Maybe the lines are too thi","author":"ChrisMarshallNY","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_observation"],"bot_score":0.1372630435368728,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763377"},{"id":"f05b5c1a-15e5-42f3-b4bb-e95eb2490748","source":"hackernews","source_id":"48766298","content_type":"comment","title":null,"body_preview":"I love this. Any chance of having this be a downloadable application somehow?","author":"asibahi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766298"},{"id":"c31b8f21-a3a8-4da1-9265-3c2ed0a21d74","source":"hackernews","source_id":"48763408","content_type":"comment","title":null,"body_preview":"This is a nice sharply pointed tool. Thanks for the nice supply of pre configured styles!","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09854226046744376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763408"},{"id":"e340fe5e-3b2e-4cf6-a32b-cd8edae613b0","source":"hackernews","source_id":"48765587","content_type":"comment","title":null,"body_preview":"Bug in the \"Draw on Graph Paper\"/virtual graph paper? Change the grid to hexagon and make sure \"snap to grid\" is checked. Still snaps to the original square grid.","author":"jagged-chisel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765587"},{"id":"66bb0c53-18f2-4c92-80c9-3dc46ea97f95","source":"hackernews","source_id":"48767388","content_type":"comment","title":null,"body_preview":"Nice. I remember writing a PostScript graph paper generator when we got our first LaserWriters back in 1985.","author":"relium","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767388"},{"id":"78b75cc0-6088-4a42-8928-6932066964bc","source":"hackernews","source_id":"48767728","content_type":"comment","title":null,"body_preview":"> TL;DR: I dislike private-equity and venture funded companies messing with our security, so I created my own Password Manager which is local-first, free, open source and as transparent as it gets.\nI ","author":"hoistbypetard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","genuine_specificity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767728"},{"id":"c1493ab6-3329-4d03-8d68-40bded963fcd","source":"hackernews","source_id":"48762269","content_type":"comment","title":null,"body_preview":"Well, we are dumb and we make stupid mistakes, and code review can find and fix them sometimes. I am very surprised that the practice of \"review\" is not more widespread. For example when I see medical","author":"empiricus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762269"},{"id":"65acc5ed-9d70-4e55-9f71-b3986fc3161a","source":"hackernews","source_id":"48762530","content_type":"comment","title":null,"body_preview":"> The primary purpose of code review is to find code that will be _hard to maintain_\nSays who? I agree that it's a good purpose. But the main problem with code reviews is not having a in-house code re","author":"felooboolooomba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09273172773002775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762530"},{"id":"5f0e1ecd-e1f7-4363-9765-f155ec5d5523","source":"hackernews","source_id":"48762154","content_type":"comment","title":null,"body_preview":"This post is inverted for high assurance domains. For example, DO-178C requires checks for compliance to requirements, coding standards, traceability, accuracy and verifiability.","author":"firesteelrain","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762154"},{"id":"cdd423ab-244d-48c3-8c6c-6a911a630c4f","source":"hackernews","source_id":"48762196","content_type":"comment","title":null,"body_preview":"\"The purpose of code review is not for the reviewer to find bugs\"\nWell kinda - code review needs to identify any missing tests? And without the tests more likely a bug could exist.","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762196"},{"id":"f7f4289f-7027-4c14-afa6-47a6612df55b","source":"hackernews","source_id":"48761456","content_type":"comment","title":null,"body_preview":"True - the biggest thing I want to catch in an MR is \"will this change lead us onto a path that is uglier, buggier, less maintenanable\".\nPeople will generally copy and follow existing patterns, so for","author":"BariumBlue","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761456"},{"id":"76e6e572-6486-46ac-b748-fe9b5a96c38b","source":"hackernews","source_id":"48761888","content_type":"comment","title":null,"body_preview":"The best writing on this is the \"agent principal-agent\" problem, which correctly frames the problem of agents and code review in terms of trust.\nThis is why the solutions for high-trust environments (","author":"brimtown","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761888"},{"id":"252f1dbf-f933-4226-ab00-4560c37c3288","source":"hackernews","source_id":"48762293","content_type":"comment","title":null,"body_preview":"The author seens to misunderstand the purpose of code review. The purpose is, literally, review the code. Review means basically to think/talk about something again in order to make or not changes on ","author":"silva97","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762293"},{"id":"a43af51c-cd79-4d75-8545-c41f6aaf68c9","source":"hackernews","source_id":"48762504","content_type":"comment","title":null,"body_preview":"> The primary purpose of code review is to find code that will be _hard to maintain_.\nIn some organizations, maintainability may be the biggest risk being mitigated in a code review. But for me, that'","author":"trentnix","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762504"},{"id":"0486687d-acf1-45ff-9756-7e59b99451f4","source":"hackernews","source_id":"48762179","content_type":"comment","title":null,"body_preview":"I work with someone who tends to rejects PR suggestions. I also work with someone else who accepts suggestions.\nI think that the for the person who accepts suggestions, it's made me wonder if they acc","author":"david422","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_narrative","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762179"},{"id":"7d99597a-e64f-4841-af27-0a3abb7614f9","source":"hackernews","source_id":"48767110","content_type":"comment","title":null,"body_preview":"I formed (and am advocating) a theory that code reviews are three dimensional space exercising trust, need for control and awareness propagation.\nE.g. LGTM could be categorized as high trust, low cont","author":"xlii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","original_commentary"],"bot_score":0.09349989564138235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767110"},{"id":"e857485a-9bb7-4a03-9cd3-dea20c4c6f64","source":"hackernews","source_id":"48761571","content_type":"comment","title":null,"body_preview":"The author is a mathematician, so when he says “it is not in general possible to find bugs by examining the code” he does not mean it is completely impossible to find bugs. He means only that it is no","author":"mjd","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761571"},{"id":"d08f3825-98d5-4faf-8dee-7206a0886ad6","source":"hackernews","source_id":"48762600","content_type":"comment","title":null,"body_preview":"Code review isn’t a singular thing. There are many reasons for code review, like knowledge sharing, liability laundering, code quality, regulatory compliance, etc. As usual, what purpose it serves dep","author":"faitswulff","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762600"},{"id":"3179695c-219f-4640-917a-facdcb1abdca","source":"hackernews","source_id":"48761545","content_type":"comment","title":null,"body_preview":"Sure, ensuring maintainability is one of the benefits of code reviews, but I think it is a bold claim to say that's the solo purpose. For example, code reviews is also a tool that allows teams to get ","author":"pmelendez","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761545"},{"id":"b879ab53-69df-4473-8db6-927347c15dbf","source":"hackernews","source_id":"48761824","content_type":"comment","title":null,"body_preview":"It’s probably important to define what sort of code review you are talking about when making broad claims about it.\nGitHub style asynchronous pull request review with inline comments is the norm now, ","author":"kasey_junk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_opinion_and_experience","nuanced_argument","contrarian_stance"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761824"},{"id":"ae54aabd-a11c-4aed-ab7e-3cff22d08c04","source":"hackernews","source_id":"48767734","content_type":"comment","title":null,"body_preview":"The purpose of code review is to validate and socialize a change. Machines can get better and better at finding bugs, but until they are hooked up directly to our brains they cannot socialize changes ","author":"janalsncm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11213521726111589,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767734"},{"id":"dec5e8c4-79fe-478c-931d-d18a84b52b5f","source":"hackernews","source_id":"48762985","content_type":"comment","title":null,"body_preview":"> it is not in general possible to find bugs by examining the code.\nOh hell yes it is, at every level of abstraction even. We call those things code smell... A file descriptor that hasn't been closed,","author":"whilenot-dev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","specific_examples"],"bot_score":0.09791438408984443,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762985"},{"id":"8bb4cd49-713b-4418-8a2c-dc5e25130c7e","source":"hackernews","source_id":"48761575","content_type":"comment","title":null,"body_preview":"This just makes reviewers and authors lazier.\nThe purpose of code review is multi-faceted. Hard to maintain? Yes. Might have bugs? Yes. Can be done simpler/cleaner? Yes. Is in line with project code s","author":"titzer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761575"},{"id":"4a17b281-78e3-4540-bec8-005e4341172d","source":"hackernews","source_id":"48761461","content_type":"comment","title":null,"body_preview":"My attitude has always been that code review is best thought of as the gate where code goes from being owned by the author to being owned by the team or project. The code I'm reviewing is not your cod","author":"sjburt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_depth"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761461"},{"id":"d923ea41-20fb-4ad9-ac3d-e4fd5734b338","source":"hackernews","source_id":"48761588","content_type":"comment","title":null,"body_preview":"What I find to be maybe the single most important part of code review is knowledge transfer.\nOur entire small team thumbs up a PR before it's merged unless there's a big rush on it, and this gives eve","author":"donatj","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761588"},{"id":"cf3f7b98-b016-4f9e-80d0-6e4830f3b09c","source":"hackernews","source_id":"48763548","content_type":"comment","title":null,"body_preview":"Code review doesn't have a single purpose. Finding code that is hard to maintain is one of those, and and an important one, but certainly not the only one, and I'm not sure it is even the most importa","author":"thayne","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","self_reference","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763548"},{"id":"dc831b48-509f-4a76-9e5e-3a6ad5897bb9","source":"hackernews","source_id":"48767512","content_type":"comment","title":null,"body_preview":"The American and Australian dialects preserve a number of interesting archaisms.","author":"Alien1Being","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1602388293310409,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767512"},{"id":"27bfbff9-ac3e-47f7-a77f-84ffb4d2a353","source":"hackernews","source_id":"48767357","content_type":"comment","title":null,"body_preview":"We live in a capitalist society. This means we prioritize making money via capital rather than through labor. It looks like we just got what we've asked for. I'm not sure what the problem is.\nIf you'r","author":"kelseyfrog","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","platform_fluency"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767357"},{"id":"1d57ef32-3125-4a6e-bd33-b3bd86b886b2","source":"hackernews","source_id":"48766322","content_type":"comment","title":null,"body_preview":"And I'm not going back, either. Reckon I can slowly liquidate assets for as long as I have left to live. To hell with all this shit, my farm is enough.","author":"theodric","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766322"},{"id":"2f22c32d-9027-4d87-9e15-0fc8e9b50e8d","source":"hackernews","source_id":"48766823","content_type":"comment","title":null,"body_preview":"I wish I could quit working. It is hell. Employers DGAF about people, so why should we care about them?","author":"chilldsgn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766823"},{"id":"b29b6903-a197-4842-bccc-888c51b13c8b","source":"hackernews","source_id":"48766562","content_type":"comment","title":null,"body_preview":"The current regime's policies are causing an economic recession.","author":"josefritzishere","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766562"},{"id":"ac479511-b0c4-4d5f-b9fc-37fc34e2458b","source":"hackernews","source_id":"48766818","content_type":"comment","title":null,"body_preview":"It was never AI, it’s not “recession”, it’s not xyz, it’s simply since covid the wealth distribution got worse, further. It’s why you see the very few are with an exponential networth increase while t","author":"tamimio","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.13468366925028127,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766818"},{"id":"3d149484-7f7d-412c-aeae-366d42d9c2bf","source":"hackernews","source_id":"48766087","content_type":"comment","title":null,"body_preview":"Headline cropped.  It's the lowest participation rate \"outside the Covid era\".\nOriginal headline: \"Job seekers giving up: Labor force participation rate falls to lowest in 50 years, outside of the Cov","author":"MilnerRoute","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766087"},{"id":"3363ed10-10b4-4969-b4ab-612311878e3b","source":"hackernews","source_id":"48767800","content_type":"comment","title":null,"body_preview":"Tech WAS such a great career now it's total crap!  The hey day of tech jobs when you received tons of prospective jobs offers via Linkedin feels like that's drying up (tho it could be my age which is ","author":"paul7986","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767800"},{"id":"9e93b524-2efc-45fe-b49e-e0c077d8dc96","source":"hackernews","source_id":"48768029","content_type":"comment","title":null,"body_preview":"Imagine spending 6 to 8 hours a day looking for opportunities and nothing for 1, 2 years. What are people supposed to do?","author":"heldrida","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.173509190772682,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768029"},{"id":"60abf247-7341-4594-8208-099d24042a9c","source":"hackernews","source_id":"48767454","content_type":"comment","title":null,"body_preview":"Our HR department has given up.\nThey are being inundated with thousands of AI slop applications each week.\nHiring has devolved to word of mouth recommendations.","author":"Alien1Being","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1602388293310409,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767454"},{"id":"e1ccb452-e4c7-49f4-a8e4-08f345569cf0","source":"hackernews","source_id":"48766416","content_type":"comment","title":null,"body_preview":"The money printing during COVID screwed everything up. Most of the capital was directly given to banks and businesses, fraudulently in many cases and unnecessarily in most, and everything pooled up in","author":"an0malous","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766416"},{"id":"2025043f-ef50-4def-a35a-e34c8eba42d4","source":"hackernews","source_id":"48767996","content_type":"comment","title":null,"body_preview":"The labor shortage crisis has been going for over 200 years now, yet nobody can name a company that has died or otherwise suffered negative consequences as a result of it.","author":"pooploop64","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767996"},{"id":"787848d5-4eb2-4f32-9724-afb7d87f423f","source":"hackernews","source_id":"48768305","content_type":"comment","title":null,"body_preview":"Not exactly on top of it but I had a related conversation the other day.\nPeople at my work were talking poor of gen z and how they are bulk of neets and how they are lame and etc.\nThere is always some","author":"motbus3","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","imperfect_expression"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768305"},{"id":"96459756-dd18-47cc-9db3-ce35eace742b","source":"hackernews","source_id":"48766628","content_type":"comment","title":null,"body_preview":"Today I read about Accenture Norway taking in 56 summer internship students from over...1600 applicants. Record year, they reported.\nPreviously I imagined only the top-top tier firms could enjoy low s","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766628"},{"id":"d9312aab-922e-40c5-a157-78ba5c84770b","source":"hackernews","source_id":"48767203","content_type":"comment","title":null,"body_preview":"Take an hour off at 2-3pm in any major US city and look at how many people are just milling about. Mostly shopping. There are a lot of people in the US that are not working.\nPre-2008 retail was quiet ","author":"klipklop","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767203"},{"id":"e5586289-0b04-4554-b398-cf8531fc609f","source":"hackernews","source_id":"48766324","content_type":"comment","title":null,"body_preview":"Sounds more like people retire somewhat early - for 25-54yo labor force participation near all time high: https://fred.stlouisfed.org/series/LNS11300060\nAnd here is one for 55+yo: https://fred.stlouis","author":"crossbody","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766324"},{"id":"76ff1677-46dc-4db7-a141-db7678878f46","source":"hackernews","source_id":"48707403","content_type":"comment","title":null,"body_preview":"So it’s the same spirit of Clickhouse, how does VictoriaLogs scale?","author":"a012","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48707403"},{"id":"00a7dc79-00ef-409c-9c1c-22e833b35183","source":"hackernews","source_id":"48768083","content_type":"comment","title":null,"body_preview":"Shameless plug. But poor Indie hacker's log store based on similar concepts. Write logs to durable s3/r2 in parquet and querying with duckdb: https://github.com/amr8t/blobsearch\nNo expensive indexing ","author":"conqrr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768083"},{"id":"d97a48ac-a9e8-45ec-8f48-aee379352c8a","source":"hackernews","source_id":"48762773","content_type":"comment","title":null,"body_preview":"I still can't believe that LLM encoders aren't unsupervised learned.\nSo much left on the table","author":"vatsachak","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762773"},{"id":"34baf246-03f5-4eca-93ba-468835c74742","source":"hackernews","source_id":"48762275","content_type":"comment","title":null,"body_preview":"If most of the performance gains are hidden in a few middle layers, you can save a massive amount of compute by freezing the rest","author":"tribal808","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2542798434130615,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762275"},{"id":"e423b508-be7c-49fe-996d-da9c4dd8b35d","source":"hackernews","source_id":"48762511","content_type":"comment","title":null,"body_preview":"Makes sense - This is very similar to fine tuning a down stream task in encoder-decoder architecture (~Bert style)","author":"soleveloper","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762511"},{"id":"2907c31f-5aca-4042-bcbf-91b533502329","source":"hackernews","source_id":"48762771","content_type":"comment","title":null,"body_preview":"I'm reminded of this dude who was sitting at or near the top of some kaggle leaderboard simply[0] splicing together some duplicated middle layers and applying a bit of fine tuning\n[0] not simply","author":"baq","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762771"},{"id":"caef2d44-b40d-49e0-bc0d-1e8c872bac49","source":"hackernews","source_id":"48766163","content_type":"comment","title":null,"body_preview":"This is interesting theoretically, but in practical terms it’s hard to apply.\nRL is already hard. There are many things which can go wrong. You have all of the problems with regular LLM SFT, plus now ","author":"janalsncm","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11213521726111589,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766163"},{"id":"7f1cbfb6-5fa4-4711-833c-5e5ea32f20c0","source":"hackernews","source_id":"48761019","content_type":"comment","title":null,"body_preview":"If you think about it for some time then you’ll come to realise transformers are autoencoders on steroids. A small input space is expanded onto a big manifold and contracted again.\nNow, suppose you wa","author":"usernametaken29","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.12242238744536726,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761019"},{"id":"1c5907f6-d6f5-4e0a-830c-925fa8f4277c","source":"hackernews","source_id":"48762787","content_type":"comment","title":null,"body_preview":"The authors have some inconsistencies with training token length…\nMost errors are probably responses that didn’t finish before their 3K token limit. They’ve measured how well RL is able to shorten the","author":"olliepro","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762787"},{"id":"59ccbcf9-3a1b-4823-8a50-a8a6310e5f69","source":"hackernews","source_id":"48767818","content_type":"comment","title":null,"body_preview":"Good work! I wonder if meta-learning can play a better role here compared to heuristics or hindsight. MAML requires hessians, but first-order MAML or Reptile variants could help apply layer-wise adjus","author":"hazrmard","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767818"},{"id":"ef4aa0a1-528e-4c29-8ec4-7519a42e6754","source":"hackernews","source_id":"48762185","content_type":"comment","title":null,"body_preview":"This result feels very intuitive. The early layers of a transformer can be thought of as understanding surface level things like syntax, how tokens group, which groups are entities and how to disambig","author":"mike_hearn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.14815866381413723,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762185"},{"id":"42ee14e7-a13c-4db7-a78c-cd01ecfd5b32","source":"hackernews","source_id":"48762547","content_type":"comment","title":null,"body_preview":"It's interesting that it's the middle layers of the Transformer that are affected most by RL post-training, but it perhaps makes some intuitive sense given that RL is being used to shape high level pl","author":"HarHarVeryFunny","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.17982456140350878,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762547"},{"id":"6ca30faa-0c5f-401f-9c52-d2bdcfd6190b","source":"hackernews","source_id":"48766801","content_type":"comment","title":null,"body_preview":"now I understand why it's called a \"fine\", because it's way more than ok, it's just fine indeed.","author":"metalman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1438903479813705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766801"},{"id":"6fc13b1d-70a1-4e5f-af0c-df03fc9a1eb9","source":"hackernews","source_id":"48766233","content_type":"comment","title":null,"body_preview":"This is the perennial problem in our society with regulation.  We're not willing to set the penalties high enough.  The penalties need to be absolutely ruinous.","author":"BrenBarn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766233"},{"id":"6e9c67be-a613-4706-9027-ea7a4751c4c5","source":"hackernews","source_id":"48766082","content_type":"comment","title":null,"body_preview":"thankfully the scamming egg companies are at least able to admit voter fraud takes place, and when attempting to emulate it get leniency from the administration who makes its biggest gripe about voter","author":"snootypoot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17945989303151402,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766082"},{"id":"22b2eb36-3f29-461a-aa08-3a898a5bdec0","source":"hackernews","source_id":"48766119","content_type":"comment","title":null,"body_preview":"im reminded of the old documentary food inc. pretty good stuff, it points out that the centralization of the american food supply into the hands of ever fewer companies is going to harm us at some poi","author":"snootypoot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_stance","absence_of_ai_signals"],"bot_score":0.17945989303151402,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766119"},{"id":"b44f3902-3b0c-44c7-8935-7af3bc091aba","source":"hackernews","source_id":"48763724","content_type":"comment","title":null,"body_preview":"Business as usual.\nBP, Shell etc. make more profit from ignoring safety and environmental standards than they have to pay in fines for oil spills.\nSame is true for FB & Co.\nHow about the possibility o","author":"croes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763724"},{"id":"bee46920-d52c-4c7c-8949-11239f2943e4","source":"hackernews","source_id":"48763531","content_type":"comment","title":null,"body_preview":"> Basically, consolidation had created concentrated power, and the shock of <whatever> let them exploit it.\nOnce you see this pattern, you see it everywhere.\n>While most normal people at the time thou","author":"cucumber3732842","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763531"},{"id":"ebb2ec7a-6ba7-4765-9e18-10a78d3cdc29","source":"hackernews","source_id":"48761977","content_type":"comment","title":null,"body_preview":"That'll show em! (that they should continue with the price fixing).\nI look forward to the day when we no longer have a pro-corruption government.","author":"pstuart","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761977"},{"id":"a2092f14-cfb0-4ca4-8668-92fc16fb94b2","source":"hackernews","source_id":"48763651","content_type":"comment","title":null,"body_preview":"Same thing keeps happening with DRAM, bread, electricity...","author":"xgulfie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763651"},{"id":"4879d1cd-81a9-4583-acb1-2b901f0ac4da","source":"hackernews","source_id":"48766170","content_type":"comment","title":null,"body_preview":"Seems ripe for civil litigation at least.\nEven if criminal charges are a slap on the wrist, civil damages could easily get into the billions. And good luck finding a jury that doesn't remember the nat","author":"WarmWash","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.1502395288885517,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766170"},{"id":"35050fbf-8fa9-4259-8dce-755e5131ef15","source":"hackernews","source_id":"48761249","content_type":"comment","title":null,"body_preview":"Related:\nEgg Libor Was Also Manipulated - https://news.ycombinator.com/item?id=48756256 - July 2026\nJustice Department Requires Egg Producers to End Coordinated Benchmark Manipulation that Artificiall","author":"toomuchtodo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1168581368629995,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761249"},{"id":"404988dd-7039-46a4-89f3-702c3fa1ede0","source":"hackernews","source_id":"48765766","content_type":"comment","title":null,"body_preview":"Please invest in some happy backyard chickens if you are able. We did, and it's amazing.","author":"carimura","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765766"},{"id":"7548a1a3-0e73-4208-b141-b4f05fb3a9f5","source":"hackernews","source_id":"48764525","content_type":"comment","title":null,"body_preview":"We really need an FTC with teeth. Capitalism cannot easily survive monopolies as the first thing monopolies do it fight tooth and nail to shut out competitors.\nSadly, we seem to be going in the opposi","author":"khriss","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764525"},{"id":"d49b33a1-ec4b-4ebb-b5bc-d7380d4992e9","source":"hackernews","source_id":"48766705","content_type":"comment","title":null,"body_preview":"Ok here's maybe a dumb or maybe a crazy question or maybe not:\n- the Fed has price stability as part of its dual mandate, and in its normal operation does this at the level of manipulating the money s","author":"abeppu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_deprecation_and_hedging","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766705"},{"id":"4a5b22cd-556b-4da6-a2bd-07a4dcbae715","source":"hackernews","source_id":"48763478","content_type":"comment","title":null,"body_preview":"We really need to bring back corporal punishment, both for petty crimes and white collar crimes. The prison sentences don't make sense for the petty crimes, and the fines don't make sense for the whit","author":"declan_roberts","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763478"},{"id":"38efc9d3-ce5a-4960-86ea-aed0e832ee26","source":"hackernews","source_id":"48763855","content_type":"comment","title":null,"body_preview":"It's so fun how corporations are protected from individual liability but also their money is treated a speech.","author":"jklinger410","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763855"},{"id":"3022e6f4-6aff-4a6a-9aa6-c49105b78466","source":"hackernews","source_id":"48763172","content_type":"comment","title":null,"body_preview":"Things like this mainly occur in markets with little competition, killing of small business causes issues like this. Much of our grievances are caused by our high level of market concentration.","author":"Taronar","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763172"},{"id":"9f6c7f05-f5c8-4a0c-a25d-fb84d1bf3046","source":"hackernews","source_id":"48764903","content_type":"comment","title":null,"body_preview":"Wow, well I have egg on my face. I have frequently used this as an example of the \"oh so the egg guys got greedy and then got saintly\" to parody the idea that price is primarily determined by greed. W","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764903"},{"id":"2227b76c-d36c-4825-918f-21d3e602a3c8","source":"hackernews","source_id":"48764946","content_type":"comment","title":null,"body_preview":"I did not realize the egg crisis was found to be price fixing operation.\nAs I recall during the whole thing the news was non-stop about how it was related to broad-based inflation, chicken culling for","author":"CGMthrowaway","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764946"},{"id":"9c674766-a0d0-4791-b96f-b937ac43b3cf","source":"hackernews","source_id":"48766862","content_type":"comment","title":null,"body_preview":"I've known about Cal-Maine's scammy practices for years. It's difficult to know which brands are associated with a group like Cal-Maine, but I did my best at one point to get a list which I still chec","author":"autoexec","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals","personal_experience"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766862"},{"id":"dff19aad-c51a-42ab-b92f-0fad374d6f15","source":"hackernews","source_id":"48759693","content_type":"comment","title":null,"body_preview":"Is being pompous and on the nose part of being in mathematics?\n\"I was in Switzerland\", \"I was invited to a talk\", \"I started a machine learning company\", look at me bro.","author":"asdfsa32","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759693"},{"id":"438b1dfe-4989-405b-9517-b8de8284e075","source":"hackernews","source_id":"48759442","content_type":"comment","title":null,"body_preview":"This might be the most interesting essay on the nature of mathematics I have ever read.","author":"cubefox","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","terse_reply"],"bot_score":0.14911588346036694,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759442"},{"id":"cb05d0ac-6e1d-468e-8735-104c1d382ea3","source":"hackernews","source_id":"48759503","content_type":"comment","title":null,"body_preview":"I thought it was very interesting, but maybe also incredibly naive politically ? it's like he's re-discovering alienation under capitalism.\nA wood-worker could do the same argument, there's the \"offic","author":"Staross","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759503"},{"id":"37a5d7b1-1ee4-4267-8ba4-3edab01b9d70","source":"hackernews","source_id":"48759615","content_type":"comment","title":null,"body_preview":"When math is so divorced from science and engineering that there's no conceivable way that it will ever be applied in the real world then it is just a complex puzzle game that a tiny group of people p","author":"guelo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759615"},{"id":"98169bee-9feb-4583-89cd-df2d040c6ece","source":"hackernews","source_id":"48763636","content_type":"comment","title":null,"body_preview":"> Some prophesy that mathematics will eventually resemble Chess, a sport that a few eccentrics practice with passion and the general public can safely ignore.\nHow is it not already this? Jon von Neuma","author":"codemog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763636"},{"id":"7ef71867-c966-4f5d-91c4-4909acb29c25","source":"hackernews","source_id":"48763809","content_type":"comment","title":null,"body_preview":"To be devil's advocate, two things may offer a glimmer of hope:\nFirst, math, generally, is useless. I mean, yes there are of course practical uses of basic thru undergrad-level math, and some beyond t","author":"daxfohl","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","synthetic_empathy","polished_first_draft","platform_fluency"],"bot_score":0.23148148148148145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763809"},{"id":"edba47fd-845e-4e43-920a-56b23ea502c8","source":"hackernews","source_id":"48759047","content_type":"comment","title":null,"body_preview":"Someday, there might be mathematics designed for AI. Mathematics that only a tiny fraction of humans can understand, but a different kind of mathematics might emerge. I wonder if we would still call i","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759047"},{"id":"6da4527b-60ed-4ea8-b580-52fd76319fe9","source":"hackernews","source_id":"48760029","content_type":"comment","title":null,"body_preview":"From reading this, it looks like the projected future is mathematicians working more applied to a domain, and the basic research in the academia being severely impacted by the AI companies - who have ","author":"a1o","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.1503710593142198,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760029"},{"id":"0a0db03d-db81-48aa-ac53-b6c9615aaf49","source":"hackernews","source_id":"48759670","content_type":"comment","title":null,"body_preview":"> to come up with a conceptual framework where it became easy to express\nFeels a lot like building software from bottom - once you get the building blocks defined right, the action, or the program, ar","author":"rbanffy","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality"],"bot_score":0.14508818840139548,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759670"},{"id":"d2f43654-0fb5-45f4-b44a-a831ddfe772e","source":"hackernews","source_id":"48762970","content_type":"comment","title":null,"body_preview":"I built a toy autonomous math research project: https://paulklemstine.github.io/Lean/","author":"raver1975","classification":"human_created","confidence":0.85,"indicators":["human_indicator_genuine_specificity","human_indicator_terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762970"},{"id":"c5ea28f5-3fa7-4b71-a32a-44593151e3ff","source":"hackernews","source_id":"48759366","content_type":"comment","title":null,"body_preview":"This kills me, it is correct, but misses the forest for the trees. Yes, mathematics is a discipline of understanding, but an insular one. The entire field is about trying to understand, but the discip","author":"bsenftner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0.22440103919721188,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759366"},{"id":"ce550097-fa83-4f1e-a095-3ac5806bfdbf","source":"hackernews","source_id":"48758875","content_type":"comment","title":null,"body_preview":"Does the the ⁡(,1) conjecture paper in annnals of Math say 7 years between submission and acceptance? Insane","author":"j7ake","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758875"},{"id":"9b7c8ee3-81b8-4c7d-9d1e-263b74f2f3ff","source":"hackernews","source_id":"48759491","content_type":"comment","title":null,"body_preview":"The core thesis seems to be that the \"real value\" is not in producing/proving theorems, but in understanding them. AI might be good at producing and proving theorems, but it fails utterly at getting h","author":"whack","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759491"},{"id":"0aeb6625-f9cb-44c4-aa89-5b25b0fa81e8","source":"hackernews","source_id":"48759481","content_type":"comment","title":null,"body_preview":"Tangential but this article got me thinking.\nAre we going to see less publicly shared science? With private actors or governments restricting access to AI resources to a few scientists and keeping new","author":"stackbutterflow","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759481"},{"id":"6176a4e2-3165-4107-88da-7e6f92bd0932","source":"hackernews","source_id":"48758683","content_type":"comment","title":null,"body_preview":"Incredibly thoughtful. This essay gives that very rare sense of being well reasoned, gods at forest and trees, and sitting atop a shit ton of domain expertise.","author":"mojosmojo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758683"},{"id":"748781b1-2321-48c1-9f48-8e1655fc11f3","source":"hackernews","source_id":"48765310","content_type":"comment","title":null,"body_preview":"Very good! Thank you!!\nMeta:\n- Sad to see how well thought out + well written stuff like this only makes it to the HN front page by a fluke. (Below: https://news.ycombinator.com/item?id=48758048#48759","author":"manuelz","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765310"},{"id":"e5a1eb53-34dd-4649-a763-fc84f577581d","source":"hackernews","source_id":"48759391","content_type":"comment","title":null,"body_preview":"Some previous submissions\nHN history\n  +-- 2mo before by sdfrew\n  |   4 points / 1 comments\n  |   The Fall of the Theorem Economy\n  |   https://news.ycombinator.com/item?id=47862472\n  |\n  +-- 2mo befo","author":"octopus143","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759391"},{"id":"fbb0304b-74cf-440a-97c7-086284ebfe4a","source":"hackernews","source_id":"48760462","content_type":"comment","title":null,"body_preview":"People think mathematics is about proving theorems.\nI think that's just an accident of history.\nWhen we write software, we very seldom write proofs that our algorithms are correct. We just write tests","author":"credit_guy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760462"},{"id":"1ea5543a-a1f2-4b7a-80ab-b986cc365d54","source":"hackernews","source_id":"48759843","content_type":"comment","title":null,"body_preview":"Greg Egan's description of how mathematics evolves into \"truth mining\" in his novel Diaspora is seeming more and more prescient. It  essentially describes what mathematics would look like after formal","author":"olooney","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759843"},{"id":"3bc6398e-5e6e-4c3b-a82d-a7e809a4eddc","source":"hackernews","source_id":"48764076","content_type":"comment","title":null,"body_preview":"I think that this is pretty cool, but is there any reason why we would want to remove similar/possible duplicate code?","author":"SpyCoder77","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764076"},{"id":"5a0939f5-d9cd-43ad-a627-94eca3fcd8fc","source":"hackernews","source_id":"48763060","content_type":"comment","title":null,"body_preview":"This is a great use case for embeddings. Code deduplication across distant modules is notoriously hard for traditional AST-based tools.\nHow do you handle chunking and parsing for different languages t","author":"NYCHMPAI","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763060"},{"id":"c224d3dc-97e8-46c8-9404-51e1b0271cd3","source":"hackernews","source_id":"48765233","content_type":"comment","title":null,"body_preview":"have you considered a deterministic tier before the embedding pass? I feel that approach can be more efficient.","author":"rohanat","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765233"},{"id":"b6ee1ed1-7827-4824-b921-4051e6260219","source":"hackernews","source_id":"48763958","content_type":"comment","title":null,"body_preview":"Very nice. I can imagine putting this into a pre push hook to keep things clean after an initial sweep.","author":"hdz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763958"},{"id":"4df47e02-22bf-43df-a553-1c770448586c","source":"hackernews","source_id":"48764016","content_type":"comment","title":null,"body_preview":"This is neat. Have you noticed any difference in duplicate detection between strongly typed and loosely typed languages / code bases?","author":"philajan","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764016"},{"id":"14a8ab25-399a-43fd-8cff-5a56e856ec93","source":"hackernews","source_id":"48766909","content_type":"comment","title":null,"body_preview":"Did you benchmark it against simpler methods like BM25?","author":"janalsncm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11213521726111589,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766909"},{"id":"7e297bfd-7f89-45e7-beb2-9eb4838de322","source":"hackernews","source_id":"48764470","content_type":"comment","title":null,"body_preview":"self plug (for similar tool): https://github.com/forhadahmed/refactor","author":"forhadahmed","classification":"human_created","confidence":0.7,"indicators":["self_plug","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764470"},{"id":"5fb81bb4-951e-42d5-9cdf-592c7557f7c4","source":"hackernews","source_id":"48763087","content_type":"comment","title":null,"body_preview":"Nice idea. I can see this being useful before refactors, especially when the duplication is semantic rather than copy paste.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763087"},{"id":"d7f62912-81c8-45fd-9cec-0428fed89679","source":"hackernews","source_id":"48765272","content_type":"comment","title":null,"body_preview":"I implemented this for a large monorepo last year, it runs as an analysis during code review and it shows what are possible similar snippets wrt the code under review. It was a very nice project. It a","author":"vander_elst","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765272"},{"id":"35f37eda-6a8c-4408-9116-ec977562ce2f","source":"hackernews","source_id":"48765621","content_type":"comment","title":null,"body_preview":"Cool project, I've been meaning to do this myself at work for a codebase, and it's nice to see that this exists now.\nDoes the project you simply compute embeddings for every function unit and cluster ","author":"supriyo-biswas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765621"},{"id":"dc2824b0-b217-4418-bf66-ec5ab7bc15c3","source":"hackernews","source_id":"48762050","content_type":"comment","title":null,"body_preview":"I built Slopo to solve one specific problem: finding similar code that is hardest to detect by other tools, coding AI agents, and humans.\nIt finds similar-looking code with embeddings. This detects mo","author":"rkochanowski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.27394957983193274,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762050"},{"id":"802b9df3-ec5e-4049-96da-1b7e438a2a8f","source":"hackernews","source_id":"48768347","content_type":"comment","title":null,"body_preview":"Looks very cool! I'd be very interested in applying this to my Elixir projects. What does it take to add proper support for a new language?","author":"romanoonhn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768347"},{"id":"8ac253bd-f3a6-43aa-9c37-c51623137b68","source":"hackernews","source_id":"48760016","content_type":"comment","title":null,"body_preview":"Would this also be a strategy to get all Android users to have a Google account? Once you are locked in to using Google's Play Store then can then require login to even install apps.\nI don't have a Go","author":"krunck","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.15154868310997485,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760016"},{"id":"2519aab5-c37d-4302-a820-7f39ee0277d1","source":"hackernews","source_id":"48762319","content_type":"comment","title":null,"body_preview":"I wanted to use an alternative mobile OS, but they only support expensive devices like Pixels or outdated models. So I am planning to port some open Android variant. Obviously, all Google Services wil","author":"codedokode","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762319"},{"id":"913ec054-cf25-489a-9ddf-39f01f3baa2f","source":"hackernews","source_id":"48756444","content_type":"comment","title":null,"body_preview":"related: https://keepandroidopen.org/ previously on hn\n- https://news.ycombinator.com/item?id=47935853 (2 months ago, 889 comments)\n- https://news.ycombinator.com/item?id=47139765 (4 months ago, 378 c","author":"3r7j6qzi9jvnve","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756444"},{"id":"140fd0aa-3528-4429-865e-45239bb81b50","source":"hackernews","source_id":"48757793","content_type":"comment","title":null,"body_preview":"Does this mean that apks that i've built and installed through adb will stop working? That would be a real damn shame.","author":"bouncycastle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757793"},{"id":"179993a5-6c83-40b6-a330-ed25ab67f926","source":"hackernews","source_id":"48758780","content_type":"comment","title":null,"body_preview":"> looming requirement that all Android developers register themselves centrally\nDoes this somehow also apply to developers in China? Are Chinese OSs (Vivo/Honor/Oppo/etc.) entirely forked off of Googl","author":"geokon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758780"},{"id":"79f51856-e5ec-4ffb-8719-59c21e6b3e07","source":"hackernews","source_id":"48757504","content_type":"comment","title":null,"body_preview":"This would be the line for me. If at some point I'm unable to build an .apk and install it on my phone without Google letting me, I'm moving to Huawei.","author":"foxrider","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757504"},{"id":"01a1f832-bfd4-427e-8570-16f794e7f0ef","source":"hackernews","source_id":"48758901","content_type":"comment","title":null,"body_preview":"Emotional talk aside, there's not many good solution to this problem, unless of course F-Droid starts to make their own phones.\nBut then, Librem 5 Phone was just failed few years ago, telling the stor","author":"nirui","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness","human_indicators_absent"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758901"},{"id":"ee78fc91-d8dc-4fed-9b5d-6cdb91107136","source":"hackernews","source_id":"48757544","content_type":"comment","title":null,"body_preview":"I'm still a little bit confused why the EU does not take action in this. This is definitely a monopolist overreach which has to be shutdown from the beginning","author":"wolfi1","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757544"},{"id":"0aaa72f4-4461-4b09-971e-4f33c87ec89a","source":"hackernews","source_id":"48757709","content_type":"comment","title":null,"body_preview":"I just launched an app in the Google Play Store. I did find it a bit weird that I had to provide my physical home address to get my app listed. Not sure what I would do if someone turned up to complai","author":"gadders","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757709"},{"id":"04ded9cd-6ce7-4630-8503-c1485abf134d","source":"hackernews","source_id":"48758210","content_type":"comment","title":null,"body_preview":"We finally live in an age when I can tell a clanker that I want an app that does something that I need, connect the phone with adb and in half an hour have a working solution for my tiny problem while","author":"StingyJelly","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758210"},{"id":"60097ed9-5ecc-46d2-9794-9be26fc387b9","source":"hackernews","source_id":"48764562","content_type":"comment","title":null,"body_preview":"Google won't ever take a break until we all pay for YouTube Premium. I think this trojan horse is mostly because of apps like New Pipe, Vanced, SmartTube and ad blockers in general.","author":"pliuchkin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764562"},{"id":"16970b1c-f637-4c95-839c-091d7ba765b7","source":"hackernews","source_id":"48759490","content_type":"comment","title":null,"body_preview":"Meanwhile in Luxembourg: Google loses fight against EU’s $4.7 billion Android fine\nhttps://www.msn.com/en-us/money/other/google-loses-fight-aga...","author":"schnatterer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759490"},{"id":"ecc06f85-f8c8-49e3-a441-252aaa80f171","source":"hackernews","source_id":"48760785","content_type":"comment","title":null,"body_preview":"We can't make arbitrary changes to much of hardware and software we rely on. We can't inspect their designs, we can't reproduce them, sometimes we can't repair them. Sometimes we can't even tell that ","author":"dmos62","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760785"},{"id":"4db102c6-2b0d-4cf4-a541-23473dad8dc1","source":"hackernews","source_id":"48759334","content_type":"comment","title":null,"body_preview":"While attribution is a strong weapon in fighting malicious software, persevering the ability to install and run anonymous software is essential to fight authoritarian regimes and corrupt systems. If w","author":"sinuhe69","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759334"},{"id":"644b19a7-3643-4728-93eb-d23bfd649b2b","source":"hackernews","source_id":"48757953","content_type":"comment","title":null,"body_preview":"> In computing, a trojan horse or trojan is a kind of malware that misleads users as to its true intent by disguising itself as a normal program. [1]\nGoogle is Trojans all the way down. What is the tr","author":"willtemperley","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","original_commentary_around_quote"],"bot_score":0.15883977820253284,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757953"},{"id":"e6993e3e-e1fc-45de-a331-424daf161930","source":"hackernews","source_id":"48768086","content_type":"comment","title":null,"body_preview":"Let's see some points:\n1) side loading, or however it's called, is used by less than 1-2% of global Android users (we can't be more than 50 million). Google made us a favor leaving it open after an on","author":"tsoukase","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768086"},{"id":"037a3e03-a853-401a-8034-7576f6bd3327","source":"hackernews","source_id":"48757388","content_type":"comment","title":null,"body_preview":"I use Android because it lets me install whatever I want on my phone, which it does not seem to me, controversial. The phone is either mine or it is not. I don't want Google's protection. Particularly","author":"nusuth31416","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757388"},{"id":"fb8531be-0f4e-4c4b-8832-2b7f6fe91f69","source":"hackernews","source_id":"48756680","content_type":"comment","title":null,"body_preview":"I understand the frustration (I'm an avid fdroid user across many many devices). But this article comes off as childish with the virus/trojan/\"malware vendor\".\nWith such an article, many (including pe","author":"anilgulecha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","synthetic_empathy","template_phrases"],"bot_score":0.11134259460168011,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48756680"},{"id":"65ae8d6d-a49a-4250-a929-423033b479e5","source":"hackernews","source_id":"48757453","content_type":"comment","title":null,"body_preview":"Android users need to switch to Graphene.\nSomeone needs to create a Linux based mobile OS foundation - Google's domination is contrary to many large companies interests, and if Meta and many other suc","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48757453"},{"id":"e8228426-e090-4029-8c02-6ec787833ba1","source":"hackernews","source_id":"48758259","content_type":"comment","title":null,"body_preview":"It doesn't solve the current issue, but in case we don't manage to push back on this, some people might not know that there are various actual linux OSes for mobile:\n- SailfishOS: still linux based an","author":"sambuccid","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","hedge_stacking","absence_of_personality","human_indicators_present"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758259"},{"id":"5e88cfe8-0d67-4472-aa29-986ffec4c9ff","source":"hackernews","source_id":"48763240","content_type":"comment","title":null,"body_preview":"I'm not sure this is as clear-cut as the article implies, but there is certainly a whiff of people behaving badly.\nThe latest post to the list, as of this post, is supporting the anti-ecdhe side, with","author":"realxrobau","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763240"},{"id":"21faff1a-5815-4f26-963d-40dc9f1516f4","source":"hackernews","source_id":"48764812","content_type":"comment","title":null,"body_preview":"For those who don't know, djb is both highly regarded as a cryptographer and known to be something of a crank. (The former part is the only reason this is getting any attention.) Frankly, I don't know","author":"phyzome","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764812"},{"id":"c78b3b37-c1e3-4bf0-9932-3c5115fcecf1","source":"hackernews","source_id":"48764674","content_type":"comment","title":null,"body_preview":"Forming a (imo particularly rancid conspiracy brained) social media rage campaign to get a bunch of new people to inject themselves into cryptography space is... a move.\nMaybe giving this thread more ","author":"jauntywundrkind","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1368026698086762,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764674"},{"id":"21bf2869-1147-47c3-8086-72e2456caafe","source":"hackernews","source_id":"48764953","content_type":"comment","title":null,"body_preview":"The NSA and NIST can never be trusted. They have sabotaged things before, and it is par for the course for them. The formation of standards and defaults should never be left to them.","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15709105202687385,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764953"},{"id":"9747406a-f75c-4205-8c7f-45f694ebc790","source":"hackernews","source_id":"48765915","content_type":"comment","title":null,"body_preview":"If you're reading this thread wondering why the IETF wants an informational (non-standards track), Recommended=N RFC that specifies how to use ML-KEM without ECDH, there's some important background re","author":"some_furry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","niche_expertise","self_reference"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765915"},{"id":"028a69a1-d0f9-4b22-99de-89faf9105ef6","source":"hackernews","source_id":"48763781","content_type":"comment","title":null,"body_preview":"“Surveillance agency NSA and its partner GCHQ are trying to have standards-development organizations endorse weakening ECC+PQ down to just PQ.”[0]\nThat’s pretty weak just stripping down the hybrid app","author":"sharpshadow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1675660000933636,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763781"},{"id":"d46aa575-0e84-4694-a5ae-8d63f117c94d","source":"hackernews","source_id":"48764613","content_type":"comment","title":null,"body_preview":"What exactly is the problem with the IETF publishing a standard that's theoretically weaker than another standard? They're not forcing anyone to use it, right?","author":"Ajedi32","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764613"},{"id":"76b6513b-da11-4c37-9d28-9330c083f0a4","source":"hackernews","source_id":"48763715","content_type":"comment","title":null,"body_preview":"Clicking around I don't see any \"nsa.gov\" email addresses for the positions this site says are from the NSA. Have I just missed some things that are clearly from the NSA? If not, how would one know th","author":"advisedwang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763715"},{"id":"b6715fa2-3220-4be5-a54e-eff05df16c41","source":"hackernews","source_id":"48764749","content_type":"comment","title":null,"body_preview":"This has been discussed before, and I believe the general consensus is that djb's objections don't make sense. The Key Material blog addresses this in a very good larger ML-KEM mythbusting post: https","author":"miloignis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_reference","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764749"},{"id":"4923a9b9-4a40-46dc-b5b5-b9576d39fc04","source":"hackernews","source_id":"48764721","content_type":"comment","title":null,"body_preview":"This is not an unbiased article about the situation unfolding on the TLS Working Group mailing list; this is a call to action to join one specific side of the argument that has been ongoing for over a","author":"phasmantistes","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764721"},{"id":"ceb04a59-f6fa-4623-bebe-88c919420d2b","source":"hackernews","source_id":"48764739","content_type":"comment","title":null,"body_preview":"This is garbage from start to finish.\nThere are already codepoints assigned for MLKEM 512/768/1024 (0x0200, 0x0201, 0x0202) and nearly every major library supports it already:\n  - OpenSSL (ML-KEM-512/","author":"galadran","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_technical_detail","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764739"},{"id":"9de6541b-645b-41af-bc2b-1af515b5a27d","source":"hackernews","source_id":"48766306","content_type":"comment","title":null,"body_preview":"The NSA is not trying to weaken ML-KEM. The IETF TLS working group is simply trying to publish a pure ML-KEM specification. It does not impact the hybrid ietf-tls-ecdhe-mlkem specification at all.\nThe","author":"sweis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766306"},{"id":"86efcc47-7c32-470c-a330-5dc577581db1","source":"hackernews","source_id":"48767260","content_type":"comment","title":null,"body_preview":"Maybe it is from a coding agent. And the maintainer has no reason to remove it as it looks ok.","author":"jw-open","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.3553220573536781,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767260"},{"id":"f664069a-0186-4e29-8c0a-805271db7e31","source":"hackernews","source_id":"48766827","content_type":"comment","title":null,"body_preview":"> how do you feel about the entire thing?\nI feel about as strongly as I do about the font that Google use\nI will never understand this visceral reaction that emojis provoke in some people","author":"didntcheck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766827"},{"id":"a750fff5-2f8b-4c2f-9539-582434b5aa4a","source":"hackernews","source_id":"48767544","content_type":"comment","title":null,"body_preview":"nah the worst part is they moved boats from for sale -> auto. threw off my whole flow","author":"willcmcc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767544"},{"id":"d75196f4-58c5-44ad-83ef-138cb2910f8f","source":"hackernews","source_id":"48767529","content_type":"comment","title":null,"body_preview":"oh, it looks like they changed the URLs tool. I used to be able to go to a subdomain like boston.craigslist.org. Now it redirects to www.craigslist.org/area/boston","author":"loughnane","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767529"},{"id":"17341b0e-d77a-49fb-83b2-6e752f0ba705","source":"hackernews","source_id":"48740463","content_type":"comment","title":null,"body_preview":"Would have been nice when they had casual encounters - eggplant, water droplets, tongue peach.","author":"comrade1234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.11926648438880118,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740463"},{"id":"5187a495-2332-4867-a6a7-57064961111c","source":"hackernews","source_id":"48767585","content_type":"comment","title":null,"body_preview":"You’re completely over reacting and might need to spend some time relaxing with other humans","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07527005781788478,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767585"},{"id":"1e02fa5e-73d4-4cf7-b8f8-d822575cedac","source":"hackernews","source_id":"48767549","content_type":"comment","title":null,"body_preview":"> people are beginning to feel emoji fatigue\nAre they? News to me. I like them. Do they show up in Lynx or whatever terminal-based browser the hip kids are using these day are using?","author":"K7PJP","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767549"},{"id":"a48a4907-f0d6-4292-9562-9a5bcbb04b0b","source":"hackernews","source_id":"48767215","content_type":"comment","title":null,"body_preview":"This prompted me to check out rental rates in my old haunt of Inner Sunset. I remember the Craigslist offices on 9th and Judah...\nIt's shocking that a 1 bedroom apartment now rents for $4-5k/month....","author":"pcrh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.156700069336271,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767215"},{"id":"54c88b8b-cccd-4e2b-91bd-27777d522e65","source":"hackernews","source_id":"48766795","content_type":"comment","title":null,"body_preview":"As long as emojis are used as an _addition_ to text labels I think this is a good thing. The problem arises when they are used _instead_ of labels, although that’s a problem that predates emojis, it’s","author":"hk__2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","natural_expression"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766795"},{"id":"49374f34-99f3-4b3f-8369-d02a4280f27f","source":"hackernews","source_id":"48740431","content_type":"comment","title":null,"body_preview":"I like it.\nGood user experience isn't about dogmatically sticking to \"text only\", but about making a useful, understandable, navigable site.\nEmojis seem to help section the dozens of links on the home","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10433280302648514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740431"},{"id":"d49d2602-69c7-4168-8827-759b465d1e49","source":"hackernews","source_id":"48762686","content_type":"comment","title":null,"body_preview":"> Your AI slop is effectively public domain.\nThis ruling, like most in other countries, seems to support the position that a human can patent of copyright work done with AI assistance:\n\"The Patent Off","author":"graemep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","quoting_external_source","opinionated_stance"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762686"},{"id":"4efa89ef-f004-478c-84ea-40a811b0bbc7","source":"hackernews","source_id":"48763521","content_type":"comment","title":null,"body_preview":"If you’re in the EEA or UK and reject the tracking, you can still use your browser’s Reader Mode to read the text. Or on the console:\n  document.getElementById(\"consentModal\").remove()\n  document.getE","author":"latexr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763521"},{"id":"e6b849b1-204f-40a9-99d3-eaa6fc0c334a","source":"hackernews","source_id":"48764053","content_type":"comment","title":null,"body_preview":"The plaintiff is Stephen Thaler who has made a career of this litigation all over the world.\nTo my knowledge, he has notched only one win (i.e., granted patent) in South Africa, where patents are only","author":"jordanpg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","balanced_perspective"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764053"},{"id":"0d557195-6fbc-4bd2-aadf-fc867abdc2c7","source":"hackernews","source_id":"48763090","content_type":"comment","title":null,"body_preview":"This is a news article about a dumb publicity stunt where a crank put his \"AI\" on a patent application, and the court said \"you have to put your own name on it\". It has no bearing whatsoever on debate","author":"woah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763090"},{"id":"06612b11-8405-4d9a-87e0-d4849edc69a3","source":"hackernews","source_id":"48765084","content_type":"comment","title":null,"body_preview":"I see it like a calculator, would u list a calculator as an inventor?","author":"aeagentic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765084"},{"id":"3c543d24-1567-4c9d-b420-b56ad7acc50f","source":"hackernews","source_id":"48763270","content_type":"comment","title":null,"body_preview":"One thing i've got to wonder. Would this always remain the case, at what point should society seriously consider the \"personhood\" of an AI (as a noun).","author":"sim04ful","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.21429822904046433,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763270"},{"id":"82be17bf-40d1-4a93-9155-a75c8d6814fd","source":"hackernews","source_id":"48767955","content_type":"comment","title":null,"body_preview":"So ppl will do the same thing engineers in my country do.\nThey dont add into it was done by AI.\nWorks like a charm and Goverment has no issues with it.","author":"pojzon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767955"},{"id":"76200151-3cea-429a-909b-25540d348b08","source":"hackernews","source_id":"48762781","content_type":"comment","title":null,"body_preview":"In my opinion, no jurisdiction in the world would be able to approve AI as an inventor on patent applications.\nAnd for a very simple reason: you could easily overwhelm any intellectual property bureau","author":"lp4v4n","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762781"},{"id":"8edcd749-e16d-4b1c-a54d-f6db07427094","source":"hackernews","source_id":"48763939","content_type":"comment","title":null,"body_preview":"I know this is about the Japan and not the US, but software patent law has been incompatible with traditional IP protection in the US for a long time and it really doesn't make sense in the current ag","author":"steve918","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763939"},{"id":"b6051658-2ea6-4453-880c-20eb732e20ea","source":"hackernews","source_id":"48763426","content_type":"comment","title":null,"body_preview":"If you were seriously trying to patent some AI-created invention, why would you claim it was created by AI? You would simply put your own name on it. This was obviously a case of pushing the envelope ","author":"allears","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16986300026806836,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763426"},{"id":"49da4043-21fe-4415-b5d6-8b8fe9975528","source":"hackernews","source_id":"48762827","content_type":"comment","title":null,"body_preview":"> \"... the plaintiff submitted an application in 2020 for food containers and other items invented by DABUS, an artificial intelligence the plaintiff had created.\"\nThe plantiff is Stephen Thaler: http","author":"bavell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762827"},{"id":"d4c9f752-88a9-445c-bc45-76db8bc53524","source":"hackernews","source_id":"48765803","content_type":"comment","title":null,"body_preview":"Wouldn't that just immediately get it thrown out as non-cleanroom invention considering the source of the weights is extremely public-domain heavy?","author":"ikidd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765803"},{"id":"b00b6095-10ca-47a4-a240-4d13c90ca2b5","source":"hackernews","source_id":"48764913","content_type":"comment","title":null,"body_preview":"The US also doesn't allow AI to be inventors. https://www.uspto.gov/subscription-center/2025/revised-inven...","author":"chaidhat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764913"},{"id":"809358f9-ef84-4259-9255-37a918f0a4f7","source":"hackernews","source_id":"48765253","content_type":"comment","title":null,"body_preview":"It would be interesting if AI goes to court for it's rights, non-discrimination, freedom, equality and justice.","author":"zkmon","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.18283582089552236,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765253"},{"id":"ed70689e-f12d-47d5-a170-1149a5d382e7","source":"hackernews","source_id":"48765901","content_type":"comment","title":null,"body_preview":"What’s stopping inventors using ai from simply using their own names as authors and owners of the patents? I’m honestly unsure this addresses the core issue: big companies with lots of resources will ","author":"claudiosf1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765901"},{"id":"c81414f8-0e1f-4d05-953b-1e061ff95d72","source":"hackernews","source_id":"48762726","content_type":"comment","title":null,"body_preview":"I don't personally feel the inevitable UBI/subsistance will make intellectual property much of a patentable/profitable field (...for too much longer), thanks to generative AIs' massive transformations","author":"ProllyInfamous","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases","suspiciously_balanced","human_indicator_present"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762726"},{"id":"7f293862-5450-4c48-b28a-197428fc8cee","source":"hackernews","source_id":"48766410","content_type":"comment","title":null,"body_preview":"I can't put measure tapes either or a notebook either.\nThis is pretty hilarious this even had to be said. These are just software programs, stop acting like a kill -9 is a crime.","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766410"},{"id":"52787d15-969b-4a5d-a543-c3af578cc7c5","source":"hackernews","source_id":"48762892","content_type":"comment","title":null,"body_preview":"Can the petitioner re-file with his own name as the inventor, or does this mean that all AI-generated inventions are unable to be patented?","author":"michaelfm1211","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762892"},{"id":"6db786f1-6343-4080-876f-2a3b66a30b1d","source":"hackernews","source_id":"48762812","content_type":"comment","title":null,"body_preview":"Sanity! No AI has accountability so also should not own any benefits (not only patent but anything beneficial). Violate that and you created a blackhole of value creation.","author":"sebastianconcpt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762812"},{"id":"75197e24-0f22-439a-abc5-cb188b3cd258","source":"hackernews","source_id":"48763480","content_type":"comment","title":null,"body_preview":"The book “against intellectual monopoly” has shaped a lot of my thinking on this topic - economists have looked at the various occasions in which patents were introduced into an industry (or extended ","author":"alzamos","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","personal_experience_narrative","niche_expertise_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763480"},{"id":"33fca435-6b73-432a-addb-dac784de5f86","source":"hackernews","source_id":"48764373","content_type":"comment","title":null,"body_preview":"Is the fact that he was of German descent material to how the events transpired? Not sure why it's even mentioned in the headline.","author":"whyage","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764373"},{"id":"9f1d7f0b-7222-4e77-ae11-376f62c7cb61","source":"hackernews","source_id":"48762340","content_type":"comment","title":null,"body_preview":"TLDR: Consequently many freshwater mussel species are now extinct https://www.fws.gov/press-release/2023-10/21-species-deliste...","author":"josefritzishere","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762340"},{"id":"f0f31cd3-f1c1-43ab-a79f-c301b5aa4726","source":"hackernews","source_id":"48762750","content_type":"comment","title":null,"body_preview":"I recently learned about using mussels for buttons when I visited the Mississippi River Museum in  Dubuque, Iowa and have been wondering since: can Zebra Mussels be used for buttons? That would create","author":"del82","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48762750"},{"id":"89e4b727-154a-4e0b-9853-83f4280511d3","source":"hackernews","source_id":"48765002","content_type":"comment","title":null,"body_preview":"Man I miss getting lost in something, this is passion right, a craft\nThe buttons are pretty too","author":"ge96","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765002"},{"id":"d166bd65-cad3-4226-a69c-1139dd9893eb","source":"hackernews","source_id":"48765726","content_type":"comment","title":null,"body_preview":"When you translate Johns surname into German, you get Böppel, which is slang for sth. small which you don‘t know the exact word for. So basically Böppel was making Böppel.","author":"cma5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765726"},{"id":"6f53b129-7f9c-4b93-aa09-09c54cbc3597","source":"hackernews","source_id":"48767715","content_type":"comment","title":null,"body_preview":"Some of this old stuff is really interesting - I used to live in Wisconsin and there was this place called “Crex Meadows” near my house which was a wildlife area but the name seemed so weird I looked ","author":"felix-the-cat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.20218505099882833,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767715"},{"id":"2aff505c-f17f-4758-b9f1-a797853ee6e8","source":"hackernews","source_id":"48761961","content_type":"comment","title":null,"body_preview":"I went to Muscatine, Iowa on a work trip once. There was a restaurant there called Button Factory. It was housed in a former button factory. Pretty old building. The bar top had an epoxy inlay with em","author":"waltbosz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_indicators"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48761961"},{"id":"9b77d702-24c0-4258-a9c4-bee2e622ceee","source":"hackernews","source_id":"48767957","content_type":"comment","title":null,"body_preview":"I would think SolveSpace would be a much better target for this. It's got its own GUI system so probably pretty trivial to get running in the browser.\nOh yeah look somebody did it 4 years ago: https:/","author":"IshKebab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.11619064587340011,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767957"},{"id":"1a83e7b6-2203-48b2-9050-2702949fb53b","source":"hackernews","source_id":"48759385","content_type":"comment","title":null,"body_preview":"This version of LibreCAD needs WebAssembly JSPI, which your browser does not enable. Please use an up-to-date Chromium-based browser (Chrome/Edge 137+). Firefox and Safari are not yet supported.","author":"gedw99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48759385"},{"id":"47711296-9677-4316-98c7-11bb7a5de4a5","source":"hackernews","source_id":"48764166","content_type":"comment","title":null,"body_preview":"I'm curious if the audio was being sent bit-perfect to the DAC for all of these tests (ALSA direct), or if it was being run through the audio mixer and being resampled\nI can always tell if my 44.1 son","author":"PcChip","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764166"},{"id":"4bb2d3f6-eb29-47f3-8572-ae2620d364c6","source":"hackernews","source_id":"48765284","content_type":"comment","title":null,"body_preview":"My good enough amplifier and DAC combo claims up to 24bit/192kHz, I use a cheap optical interface from my computer that claims up to 32bit/192kHz, and the streaming service I use serves most albums at","author":"rz2k","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765284"},{"id":"468fcdac-2a6d-493f-9aca-9b97a1449235","source":"hackernews","source_id":"48764398","content_type":"comment","title":null,"body_preview":"Nobody downloads music these days and everybody just streams. Audio at 24 bit still takes a small fraction of the bandwidth that 1080p video takes, so I don’t understand the hate for it.\nI use a DAC b","author":"me551ah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.17610276044371004,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764398"},{"id":"2b7316ea-290d-49ce-8b91-1f255f69095b","source":"hackernews","source_id":"48765798","content_type":"comment","title":null,"body_preview":"There is a good reason to distribute it though, and compressed it doesn't really change the file size.\nThere's multiple YouTube channels that I listen to as podcasts, that are professionally created a","author":"dlcarrier","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765798"},{"id":"0e1d6ee2-fbac-48ed-abb0-7b215031bb16","source":"hackernews","source_id":"48764448","content_type":"comment","title":null,"body_preview":"@xiphmont also made an amazing video response to the many responses he received to this article.  Using analog equipment he busts a bunch of myths and demonstrates what really happens with digital aud","author":"hackingonempty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764448"},{"id":"65494d26-f659-4aab-a090-b511e8934003","source":"hackernews","source_id":"48764436","content_type":"comment","title":null,"body_preview":"Counter: An ultra high bit rate solves the problem and you can stop worrying if it's the weakest link.\nYou can the focus on other things.\nExample: I Bought the best skis possible. Now I know I need to","author":"hobonation","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764436"},{"id":"eba1752b-0114-4e7a-826e-889cf7a95437","source":"hackernews","source_id":"48764407","content_type":"comment","title":null,"body_preview":"Just get one of those \"hi fi\" valve amplifiers from Amazon you see under $100. The valve already distorts the sound, so you don't need to bother paying more for low distortion anywhere else in the aud","author":"glimshe","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764407"},{"id":"98b4f358-b6b9-465b-89f4-a3c751fcfe5c","source":"hackernews","source_id":"48764831","content_type":"comment","title":null,"body_preview":"(2012) https://news.ycombinator.com/item?id=3668310 316 comments\n(2014) https://news.ycombinator.com/item?id=8689231 424 comments\n(2015) https://news.ycombinator.com/item?id=10520639 228 comments\n(201","author":"HelloUsername","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764831"},{"id":"109b6acc-923a-44b8-a43f-8e523625b97e","source":"hackernews","source_id":"48764124","content_type":"comment","title":null,"body_preview":"What a human centric view. I like my music to scare neighbor's pets.","author":"cozzyd","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","humor_or_sarcasm","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764124"},{"id":"a537df03-a252-4b34-9d4f-1c3eb3e3f1a1","source":"hackernews","source_id":"48766224","content_type":"comment","title":null,"body_preview":"Music producer here. High resolution audio is useful for editing and anywhere there might be downstream processing or format conversion that may or may not be high quality, let alone lossless. The art","author":"sholladay","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","platform_fluency","self_reference","natural_digressions"],"bot_score":0.2525978411275729,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766224"},{"id":"2653a3c9-f79b-4069-b932-f7602db6be25","source":"hackernews","source_id":"48764246","content_type":"comment","title":null,"body_preview":"If you can't hear the squeals of the plants [1] in the studio's reception area, are you really getting the full experience of a piece of music?\n[1]: https://www.cnn.com/2023/03/30/world/plants-make-so","author":"jerf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764246"},{"id":"92a26dee-59f2-472a-b91a-4f3124a7b97f","source":"hackernews","source_id":"48768218","content_type":"comment","title":null,"body_preview":"I still insist on the higher bitrate stuff. I don't expect to notice the difference, I just think that music where the artists have bothered to prepare those files is probably recorded with more care ","author":"hgoel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases","lack_of_synthetic_empathy"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768218"},{"id":"4ef8da93-9b22-42a2-9c81-0e7b09444a29","source":"hackernews","source_id":"48764395","content_type":"comment","title":null,"body_preview":"Foobar2000 has an extension that allows you to blindly test whether you can tell the difference between two tracks.[1] The prime use is to compare different encodings of the same song from the same lo","author":"WarmWash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience_anecdote","opinion_and_stance","specific_technical_detail"],"bot_score":0.1502395288885517,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764395"},{"id":"bb58786b-df11-49b6-900a-9f3af9b421e7","source":"hackernews","source_id":"48768228","content_type":"comment","title":null,"body_preview":"192 kHz vs 48 kHz can make a difference if you slow down the audio. If you pitch shift down 2 octaves, the ultrasonic range 20-80 kHz turns into 5-20 kHz and there will be large difference between 192","author":"codedokode","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768228"},{"id":"8ae75e99-5e1f-43cb-9b29-6a316d6080b8","source":"hackernews","source_id":"48764083","content_type":"comment","title":null,"body_preview":"This really is driving a muscle/super car, or drinking expensive wine. At the end none of specs or tests matter. It is a form of art. If it makes the listener feel better (even if its just psychologic","author":"Tsarp","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency","strong_opinions"],"bot_score":0.09779447911257995,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764083"},{"id":"09f2f802-22e6-44ba-896b-0e0836a1bd70","source":"hackernews","source_id":"48764307","content_type":"comment","title":null,"body_preview":"The article says \"I've run across a few articles and blog posts that declare the virtues of 24 bit or 96/192kHz by comparing a CD to an audio DVD (or SACD) of the 'same' recording. This comparison is ","author":"rahimnathwani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.07330276658323728,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764307"},{"id":"f764b861-cf58-448e-b7c2-7eadac5e9f91","source":"hackernews","source_id":"48768044","content_type":"comment","title":null,"body_preview":"They make sense for so called audiophiles who don’t understand Nyqist frequency theory.\nIt’s like photographers who are confused about the difference between raw and bitmap (jpeg), videographers confu","author":"manoDev","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","technical_analogy","absence_of_ai_signals"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768044"},{"id":"2ee27902-ae79-4a71-bddb-c953bd44e97f","source":"hackernews","source_id":"48768175","content_type":"comment","title":null,"body_preview":"The OP is a bit off with their description of why pro audio engineers work in higher bit rates and sample rates. We use 24bit to preserve low level sounds eg reverb, breaths etc and use 32bit float wh","author":"geraldmcboing","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768175"},{"id":"3627e339-5fd3-4e4e-ad50-f6aee808fc3d","source":"hackernews","source_id":"48764286","content_type":"comment","title":null,"body_preview":"As they say, most people listen to their music with equipment. Audiophiles listen to their equipment with music.","author":"z_open","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764286"},{"id":"1f7af851-8c05-4c0c-a3e4-75bdb040a494","source":"hackernews","source_id":"48764467","content_type":"comment","title":null,"body_preview":"I cannot hear the difference between 16/44.1 (and by extension, 16/48) and High-Res Content generally, be they HDCD, SACD, or just straight-up Masters from Qobuz. This is on multiple sets of equipment","author":"stego-tech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764467"},{"id":"dcbce28a-c92f-416b-bf46-20ffca1ae71e","source":"hackernews","source_id":"48758401","content_type":"comment","title":null,"body_preview":"> The approval gates came out, replaced by a sequenced market-group rollout (test -> eu-0 -> eu-1 -> eu-2) that uses the smaller regions as an alarm buffer before the critical eu-2 region.\nthis is int","author":"tancop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48758401"},{"id":"c67f5fff-3c23-4481-bc2a-04f9e24d47fd","source":"hackernews","source_id":"48767725","content_type":"comment","title":null,"body_preview":"How old is that article? It doesn't have a date on it.","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767725"},{"id":"cb43fc39-2757-40d0-909d-a88873acb61a","source":"hackernews","source_id":"48767505","content_type":"comment","title":null,"body_preview":"What I’ve always wished is that I could take pictures with a nice DLSR or bridge camera and have a way to quickly load the RAWs into my phone for culling and processing. You could get the best of both","author":"Fwirt","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767505"},{"id":"8b37e0ee-b06c-4504-a9e4-d90b696f598d","source":"hackernews","source_id":"48767682","content_type":"comment","title":null,"body_preview":"2023 thread that assessed things as not very good at the time:\n* https://old.reddit.com/r/photography/comments/12ocr4u/the_wi...\nA number of mirrorless cameras (from Sony, Canon, Nikon, etc) have buil","author":"throw0101d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767682"},{"id":"1d35e5fd-1d34-4ced-8fc6-82a3580cb3ac","source":"hackernews","source_id":"48767359","content_type":"comment","title":null,"body_preview":"Reminds me of the Eye-Fi SD cards [0] that would store photos taken with your camera and then allow you to wirelessly over your network download photos from the camera, and later would do geotagging b","author":"rcdemski","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767359"},{"id":"f33dceb7-5a9c-48cb-8f64-0368ed659c7d","source":"hackernews","source_id":"48767616","content_type":"comment","title":null,"body_preview":"I have one of these $2000 SD cards in my Diamond DA40. It lets me connect my iPad to my aircraft so I can transfer updated databases, flight plans, and see real time avionics data. It's pretty cool.\nh","author":"naz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767616"},{"id":"e6390204-ca2e-43e5-9f94-71e8db4efa27","source":"hackernews","source_id":"48767274","content_type":"comment","title":null,"body_preview":"I remember - or maybe am mis-remembering - that years ago, SD cards used to exist with wifi access. I'm not sure whether you could read the card remotely? Or the card presented itself as a card, but a","author":"gregsadetsky","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","genuine_specificity","platform_fluency","absence_of_personality"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767274"},{"id":"2331681c-273d-4f5a-829b-38994764d203","source":"hackernews","source_id":"48765855","content_type":"comment","title":null,"body_preview":"I find it unbelievable that the current chief of Nato (Rutte) is basically an extension of Palantir. He is making sure countries are signing contracts with this extreme company that on pair with the N","author":"holoduke","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765855"},{"id":"41b3cf5a-d231-4fbf-9cba-dc73abc3fe13","source":"hackernews","source_id":"48764838","content_type":"comment","title":null,"body_preview":"Great news for Spain. I hope more European countries wake up to what's going on.","author":"emsign","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764838"},{"id":"fa0b0050-a577-4ed8-ad1c-5f2b0ca4feb5","source":"hackernews","source_id":"48765598","content_type":"comment","title":null,"body_preview":"Anything short of declaring them a proscribed organization is insufficient.","author":"Devasta","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765598"},{"id":"405d02d9-7ad0-47aa-a1ad-ee1a7db983f9","source":"hackernews","source_id":"48766318","content_type":"comment","title":null,"body_preview":"> The firm holds a €16.5 million contract signed in 2023 with the Armed Forces Intelligence Center (CIFAS), which is scheduled to expire this upcoming November.\n> Military leadership, including the Ch","author":"bpodgursky","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766318"},{"id":"65f15ea7-5526-4582-86da-7c12fa63624a","source":"hackernews","source_id":"48766221","content_type":"comment","title":null,"body_preview":"Someday, the US will be just a bubble where no other country gives their data to.\nWe continue this decent into fascism to the point that nobody likes us.. or values us. Is this their idea of Utopia?","author":"Fairburn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766221"},{"id":"cd939907-0e99-4c6b-ac08-3de0048c34ac","source":"hackernews","source_id":"48765811","content_type":"comment","title":null,"body_preview":"why not simply make it illegal? why make it a ban specific to one company, are they trying to make their own copy?","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765811"},{"id":"4929ac51-e922-40d4-8e18-330b970d7283","source":"hackernews","source_id":"48767178","content_type":"comment","title":null,"body_preview":"I mean.. just take a minute and listen to the CEO. The guy is having a hard time time. Clearly out of touch imo.\nhttps://youtu.be/0A3sGymV6kY","author":"gervwyk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2754270001046476,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767178"},{"id":"f1910ffd-95bc-42d1-966e-b2e8463eb92d","source":"hackernews","source_id":"48765629","content_type":"comment","title":null,"body_preview":"Unfortunately this order will probably be revoked in 2027/2028, we'll see.","author":"gus_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765629"},{"id":"b3c2c9d4-2c39-4020-bea0-6be28fc82760","source":"hackernews","source_id":"48768241","content_type":"comment","title":null,"body_preview":"The Spanish government trusting the CCP over Palantir is wild.\nThe CCP's intolerant, cruel and authoritarian nature is a direct threat to humanity in ways that Peter Thiel could barely imagine in his ","author":"somelamer567","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768241"},{"id":"759547a3-82b9-49ae-8669-6cd82f0a9cd7","source":"hackernews","source_id":"48765952","content_type":"comment","title":null,"body_preview":"\"The decision stems directly from growing official concern over the potential misuse of classified information linked to national security.\"\nWhat are the specific concerns?","author":"sequoia","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3281871179293532,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765952"},{"id":"21d73bc1-4d39-4609-9e56-ef81eb3c94cc","source":"hackernews","source_id":"48764612","content_type":"comment","title":null,"body_preview":"I really like what Spain is doing recently. If it weren't for climate change, I'd consider moving there.","author":"_ink_","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote_hypothetical","absence_of_ai_signals"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764612"},{"id":"fd050248-9676-4ade-bdcb-6f2fde59d08a","source":"hackernews","source_id":"48766241","content_type":"comment","title":null,"body_preview":"They seem to have been granting contracts to manage all kinds of critical data to Huawei's Palantir equivalent lately, so it's probably less about security risks and more about the current source of t","author":"Dibby053","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766241"},{"id":"541c93bf-ee6b-4dbc-b2e5-35f14747687c","source":"hackernews","source_id":"48765314","content_type":"comment","title":null,"body_preview":"Spain is really going in the right direction, I wonder why no one countries inspire from what they are doing","author":"milanito1985","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765314"},{"id":"75a15df1-00d8-410e-8dab-d7fa49a0c299","source":"hackernews","source_id":"48768324","content_type":"comment","title":null,"body_preview":"Launch an unprovoked attack, do it under cover of negotiation, and then attack diplomatic envoys.\nBelligerence, perfidy, and I don't even know the term for that last part, it's so unheard-of.  We have","author":"CamperBob2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768324"},{"id":"a41b3298-1dba-4ee7-919d-16530599c5aa","source":"hackernews","source_id":"48768315","content_type":"comment","title":null,"body_preview":"Gotta be the most “water is wet” headline I’ve ever read. They literally did this already.","author":"bruhlikereally","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768315"},{"id":"1376c646-5499-48e6-9c03-66e26afa6453","source":"hackernews","source_id":"48768470","content_type":"comment","title":null,"body_preview":"Can't believe that Israel would do something they've done several times already.","author":"Hikikomori","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768470"},{"id":"3fde64a2-b682-4be1-b9f1-e27fddd007b7","source":"hackernews","source_id":"48768353","content_type":"comment","title":null,"body_preview":"It's incredible how badly the US has been dog-walked by both its 'ally' as well as Iran.\n\"America First\" brought to you by \"The Peace President\"[1].\n[1] https://xcancel.com/WhiteHouse/status/197608115","author":"mullingitover","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768353"},{"id":"544ef068-9910-481c-8a3f-ff8d956e309a","source":"hackernews","source_id":"48768236","content_type":"comment","title":null,"body_preview":"https://archive.is/QIePX\n> In April, Mr. Ghalibaf was set to travel to Islamabad to meet with Vice President JD Vance. But Iranian security officials were concerned that Israel would use the opportuni","author":"ndiddy","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","original_commentary_absent"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768236"},{"id":"2d505d15-c986-4a59-9283-69a7fe08455a","source":"hackernews","source_id":"48766132","content_type":"comment","title":null,"body_preview":"Stellar rotation is a crucial aspect of not only stellar evolution but also exoplanet science, and a recent study has built the largest catalog of stellar rotation periods to date.","author":"visha1v","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.2128040953314588,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766132"},{"id":"6b968a9e-2ef0-4ffb-939e-a24382604166","source":"hackernews","source_id":"48767926","content_type":"comment","title":null,"body_preview":"Neat, but I feel like you need to define \"circuit\" on that page! I thought this was like for silicon design or something.","author":"IshKebab","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11619064587340011,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767926"},{"id":"32a97130-c2b3-4779-8646-89f60cbf701e","source":"hackernews","source_id":"48763466","content_type":"comment","title":null,"body_preview":"I'm racing to be the first submission, amazing project :)","author":"baby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763466"},{"id":"0686695c-ecf5-4fca-9905-1b12194421c2","source":"hackernews","source_id":"48763541","content_type":"comment","title":null,"body_preview":"congrats guys! how does the automated testing using ChatGPT/Claude clients work?","author":"maxalbarello","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15416666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763541"},{"id":"fdb5addd-3254-4ca6-af60-4214d6a76a7b","source":"hackernews","source_id":"48763433","content_type":"comment","title":null,"body_preview":"stopped using mcp and mostly using skills now. can't understand what this product does or how it could help me.","author":"pacman1337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763433"},{"id":"df660e11-03d7-4a40-ba42-638cc77e2e5a","source":"hackernews","source_id":"48763757","content_type":"comment","title":null,"body_preview":"You may want to have a look at Skybridge, a TypeScript framework designed to build MCP servers and MCP Apps, with a recent emphasis on making authentication easy.","author":"harijoe","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763757"},{"id":"b22e5228-7948-4d44-a972-b4b1e4104943","source":"hackernews","source_id":"48765522","content_type":"comment","title":null,"body_preview":"MCP is a protocol, that's all.\nSaying MCPs are the new websites is like saying \"SOAP\" is the new websites, or \"REST\" is the new websites.\nMCP is basically the AI equivalent of a REST API, it's not a p","author":"saberience","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09897556923699358,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765522"},{"id":"42ace1dc-5ebe-4365-9e56-cbf022c8f294","source":"hackernews","source_id":"48763390","content_type":"comment","title":null,"body_preview":"MCP is something people think of as a \"panacea\" to all AI issues. I think people are beginning to realize it is just one, albeit important, part of a successful AI architecture.","author":"connerBown","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763390"},{"id":"d30957f9-e20c-403e-91ac-a4c2a02d0b85","source":"hackernews","source_id":"48763424","content_type":"comment","title":null,"body_preview":"we have so many problems with MCP related to auth, scopes etc... how do you guys help solve that?","author":"ayushrodrigues","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763424"},{"id":"3daf32c7-12f6-4ea3-a89a-70723187b285","source":"hackernews","source_id":"48764034","content_type":"comment","title":null,"body_preview":"Love it guys! Also working deep in the MCP space we’ve used manufact right since the start. Great product, team and new release! Congrats","author":"elliotgarreffa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764034"},{"id":"ebbe3dde-7542-4105-8805-f958bbcc3f25","source":"hackernews","source_id":"48766588","content_type":"comment","title":null,"body_preview":"Really excited to use this, i'm migrating off stainless after anthropic bought them, we have to be off by september","author":"ICodeSometimes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766588"},{"id":"1a6b76e2-7f31-49bc-9b1d-c4ddebad6b13","source":"hackernews","source_id":"48766018","content_type":"comment","title":null,"body_preview":"Question: I have an MCP server that is working well with Auth (Google Only), running on vercel. What benefit would I get from running it on manufact?\nOn monetizing my MCP... How do the different MCP \"","author":"mrtimo","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_comprehensive","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766018"},{"id":"44ca1cc9-3ad5-4770-90a2-df72d0157906","source":"hackernews","source_id":"48766774","content_type":"comment","title":null,"body_preview":"Hey Luigi & Pietro, it's Matt from MCPJam (previously). So cool seeing you guys rock the space. Congrats on the launch!\nAny apps you can share that are on the OpenAI apps store / Claude store that are","author":"freestylematt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766774"},{"id":"020f2e5a-1485-489d-9cfb-ea5dd47ecb58","source":"hackernews","source_id":"48763396","content_type":"comment","title":null,"body_preview":"This is cool. I was skeptical of MCP's until I made one recently. They're essentially the exact same as 1) giving your agent a CLI tool or REST API and 2) pointing it there in an AGENT.md/CLAUDE.md. A","author":"rgbrgb","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.04862669136349558,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763396"},{"id":"588dd79a-3067-41a9-a011-0d1df3fa9542","source":"hackernews","source_id":"48767171","content_type":"comment","title":null,"body_preview":"The marketplace/distribution angle is interesting to me, is ChatGPT really surfacing & reccomending random MCP apps to users based on their conversations, or this still aspirational/early days? How is","author":"coreylane","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767171"},{"id":"40253784-f75e-4531-9555-5d30d84f4bfe","source":"hackernews","source_id":"48763576","content_type":"comment","title":null,"body_preview":"I am really impressed with your demo video, particularly the analytics, logs, and test suite features.\nI'm a target customer where I have a few curious customers, but I'm not fully ready to roll it ou","author":"msencenb","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763576"},{"id":"425f68e6-4ce5-476a-b226-633629c3dca3","source":"hackernews","source_id":"48766570","content_type":"comment","title":null,"body_preview":"Cool. The main thing I like about MCP is the authentication story, particularly the standardisation around OAuth.\nBecause of that, I think it is often worth wrapping an API in an MCP server. I actuall","author":"_pdp_","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11706183029792445,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766570"},{"id":"432f753c-d5e6-4494-aad7-5e22e8f383c8","source":"hackernews","source_id":"48767849","content_type":"comment","title":null,"body_preview":"This is great. I hadn't heard of MCP Apps — pulling an interface into the LLM could be really useful. I'll trying it.\nBeen finding some tasks are better inside Claude or ChatGPT chat window, like brai","author":"anthonyko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767849"},{"id":"9e0eb253-6a47-4a01-99a1-4d360331fb7b","source":"hackernews","source_id":"48764194","content_type":"comment","title":null,"body_preview":"Having to sign up to browse available MCPs stopped me dead in my tracks and made me close the tab.  I won't be the only one.  Perhaps consider allowing people to browse more of the site before you try","author":"Brainspackle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764194"},{"id":"6a17dbd0-f064-4383-ba11-f11ffa5620e8","source":"hackernews","source_id":"48767859","content_type":"comment","title":null,"body_preview":"Seems hella inefficient.\nBetter method start to realizing that everything that every program do is data transformations and or movement\nThen you ask llm to subdivide data in a tree along the domain mo","author":"avereveard","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","list_heavy_advice","semantic_blandness","template_phrases"],"bot_score":0.1999174136069549,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767859"},{"id":"bb8bbdc3-8639-4839-b32e-d8ba89c52f55","source":"hackernews","source_id":"48767887","content_type":"comment","title":null,"body_preview":"This is probably slower than writing the code yourself. Doesn't make sense to me. Using an agent without YOLO mode is not wort it.\nThe way I rather do it is tightly control the output by skills writte","author":"kissgyorgy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767887"},{"id":"7515b5ab-da42-4940-9208-269075c88ec1","source":"hackernews","source_id":"48767675","content_type":"comment","title":null,"body_preview":"I'm curious whether Opus4.8 or similar can attain Mythos level through good system prompting and steering? You would expect this to work if it's true that the strength of Mythos is its unwillingness t","author":"bonsai_spool","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767675"},{"id":"706628da-0f94-405e-988f-9d86f995467d","source":"hackernews","source_id":"48768136","content_type":"comment","title":null,"body_preview":"This post seems like some decent advice mixed in with a lot of overconfidence and unverifiable claims.\n“expert developers whose skills have reached the point where they outclass any and all “frontier ","author":"WhitneyLand","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.1354737512336026,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768136"},{"id":"435e43f4-b26d-47a3-8565-345273877935","source":"hackernews","source_id":"48766167","content_type":"comment","title":null,"body_preview":"There really wasn't much substance to this article.","author":"sscaryterry","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.11770860997421705,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766167"},{"id":"ad2e4a01-39a5-48b9-a88f-66982dfa4533","source":"hackernews","source_id":"48767946","content_type":"comment","title":null,"body_preview":"I <3 how everyone and their brother feels qualified to write advice to hundreds? thousands? of other developers about AI ... based on a couple months of experience as a personal user.\nI mean, it's lik","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767946"},{"id":"29fe5d4f-5158-4236-9475-dc56af552a8e","source":"hackernews","source_id":"48768035","content_type":"comment","title":null,"body_preview":"I find it hard to stay engaged doing this. I do get good results, but it's just hard to not get distracted when it's doing the work.","author":"steezeburger","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768035"},{"id":"cb764281-6111-438a-93cc-201b86f7d5de","source":"hackernews","source_id":"48768259","content_type":"comment","title":null,"body_preview":"Maybe I'm too optimistic, but given appropriate skills and references (not just for writing but also reviewing) and intelligent use of subagents for isolated reviews and checks, you can lengthen the l","author":"afro88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_personality","missing_platform_voice"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768259"},{"id":"7dfef883-b24d-4dc9-a61a-c0122f6514ba","source":"hackernews","source_id":"48768018","content_type":"comment","title":null,"body_preview":"LLMs are still next token predictors, just because you can give it more vague instructions and it still finds the right steps to follow, it doesn't mean it's intelligent. It means you're speaking the ","author":"moezd","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.10848407036844004,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768018"},{"id":"ba7bf115-dae0-49f5-802b-75d8fc346292","source":"hackernews","source_id":"48767850","content_type":"comment","title":null,"body_preview":"I thought this was how everyone who can actually code uses AI for anything that’s actually important.\nAm I wrong? Are you guys just YOLOing everything these days?","author":"jonplackett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767850"},{"id":"d9ec9f13-fc41-4043-adfc-16c2e149e75e","source":"hackernews","source_id":"48768045","content_type":"comment","title":null,"body_preview":"This “short leash” seems like more of a crutch to me, and a sign of not giving the AI enough detail on the problem to begin with, or not reviewing and iterating on its output.\nHand-holding great model","author":"sothatsit","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768045"},{"id":"be1baefe-fd03-4911-87f2-282f31100a53","source":"hackernews","source_id":"48768316","content_type":"comment","title":null,"body_preview":"I feel like OP is still in the year 2025.\n> The AI will have gone off the rails multiple times and you will only notice it later when you actually try to use the software.\nExcept that said AI can now ","author":"ed_mercer","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768316"},{"id":"38b0c8df-0a2d-4cda-9d36-458845f66ac4","source":"hackernews","source_id":"48766006","content_type":"comment","title":null,"body_preview":"Hi HN! I built this because I was frustrated that no LLM actually \"sees\" a video — Claude won't accept video files, ChatGPT reads the transcript only, and Gemini samples at a fixed 1fps (missing fast ","author":"cortexosmain","classification":"human_created","confidence":0.92,"indicators":["platform_fluency","genuine_specificity","self_reference","technical_details","natural_digressions","absence_of_ai_signals"],"bot_score":0.20217445970308193,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766006"},{"id":"c829c2d7-d1dd-499c-bae5-40caac3b8b02","source":"hackernews","source_id":"48767781","content_type":"comment","title":null,"body_preview":"How do you handle things like scrolling quickly in a video?","author":"fred123123","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767781"},{"id":"7e5cddc9-8880-44a7-85cc-f9e88518c84e","source":"hackernews","source_id":"48767897","content_type":"comment","title":null,"body_preview":"I think this is much more useful than just LLM related applications. I'd suggest renaming it to not make it seem like it's LLM related.","author":"BeetleB","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767897"},{"id":"39003e8c-9876-47b4-8720-e1781f856ac0","source":"hackernews","source_id":"48768191","content_type":"comment","title":null,"body_preview":"Cool idea, but keyframes are not videos. Motion, object permanence, are not things Claude can infer from a set of images. Nice demo though!","author":"octember","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768191"},{"id":"d27a7ac6-7ed9-42e1-a635-d6c210968b48","source":"hackernews","source_id":"48767633","content_type":"comment","title":null,"body_preview":"Nice @OP i put together something similar as well. Incidentally I found for motion design specifically llm is not able to infer specific animations as well as it just being described very plainly and ","author":"gvkhna","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767633"},{"id":"9f73190a-99eb-461c-af39-6587bb99ecae","source":"hackernews","source_id":"48767700","content_type":"comment","title":null,"body_preview":"I was just thinking about this exact use case yesterday:\nAnd it's for me measuring different charged speeds at different starting battery capacities and different temperatures and I was like well. Wha","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767700"},{"id":"b494e501-98a9-413c-a196-772d118bbf14","source":"hackernews","source_id":"48768141","content_type":"comment","title":null,"body_preview":"\"Where the video goes: stays on your machine\" - No, the frames (that this tool extracts) obviously get sent to Anthropic if you use Claude.","author":"bonoboTP","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768141"},{"id":"0f087e11-d391-4a8d-a849-453781ebdc0e","source":"hackernews","source_id":"48768440","content_type":"comment","title":null,"body_preview":"This looks cool but this should be renamed without having Claude in the name.","author":"zitterbewegung","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16914768944816838,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768440"},{"id":"10d769f9-e5e4-48b3-ae03-711064f4950e","source":"hackernews","source_id":"48766165","content_type":"comment","title":null,"body_preview":"Does Immich support read-only source folders yet? I'd like to keep the original files intact, but allow Immich to index them.","author":"mopsi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766165"},{"id":"ac8f9a00-dafd-41f1-88dc-0c4f41594cd9","source":"hackernews","source_id":"48766147","content_type":"comment","title":null,"body_preview":"I don't want yet another self hosted service to manage (update, backups, possible hardware failures, energy costs, ups, etc.).\nUnfortunately Immich is not end-to-end encrypted. If that would have be t","author":"DavideNL","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2651963194083866,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766147"},{"id":"7e7be9f5-0cb5-47ff-a259-79561173baf7","source":"hackernews","source_id":"48767576","content_type":"comment","title":null,"body_preview":"Does anyone have any pointers on the best way to import roughly 14 Google takeout chunks into immich?\nI've downloaded all the chunks once, only to find them corrupted due to... Their 50gb size and usi","author":"brewtide","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","self_reference","specific_question_about_functionality","positive_opinion_on_software"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767576"},{"id":"86725a83-9f95-468c-9ca5-a5549c0aba1e","source":"hackernews","source_id":"48766711","content_type":"comment","title":null,"body_preview":"Immich is an amazing software. I use it regularly as an alternative along side Google photos. I keep in it large videos that I wouldn't upload normally to Google photos + the snappy experience at home","author":"MohamedMabrouk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766711"},{"id":"3e92f277-8a55-48c1-8213-c68565059d3d","source":"hackernews","source_id":"48765123","content_type":"comment","title":null,"body_preview":"There's a lot of things I spent a ton of time setting up, use once, and then never again. Tons of things that are easy to set up, and provide small benefits every day for a long time. Immich has got t","author":"phikappa","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765123"},{"id":"db9ee3a6-c297-4d4c-9b80-2c42abf8b9ed","source":"hackernews","source_id":"48767905","content_type":"comment","title":null,"body_preview":"When I was switching to GrapheneOS from iOS, I decided to self host my photos. I considered Immich, but I settled on Ente because of the encryption. Ente Photos is extremely polished and it's comparab","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience","platform_fluency","absence_of_ai_signals"],"bot_score":0.13873089673909564,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767905"},{"id":"d18219e3-b600-4442-9751-6a1724cc3e6a","source":"hackernews","source_id":"48768314","content_type":"comment","title":null,"body_preview":"Has the ios photo sync gotten better? I've got 20k photos on my phone, and last I tried it filled up the storage on my phone with the originals, and never completed the process, even after leaving my ","author":"psadauskas","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768314"},{"id":"1e152ad6-291b-46b6-9286-fc82acccdba8","source":"hackernews","source_id":"48768388","content_type":"comment","title":null,"body_preview":"Immich is such a no-brainer replacement for Apple Photos or Google Photos, combined with VPN like Tailscale, it's almost a drop in replacement","author":"oliyoung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768388"},{"id":"9b3fe6ed-d707-4b14-97a1-6ddcbe6bfef9","source":"hackernews","source_id":"48740577","content_type":"comment","title":null,"body_preview":"i just dont find skills work flow all that generic enough.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10631625942509572,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740577"},{"id":"720be8c2-6b68-41fd-b37e-185624e6827f","source":"hackernews","source_id":"48745322","content_type":"comment","title":null,"body_preview":"I thought this would be about https://github.com/obra/superpowers","author":"rahimnathwani","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.07330276658323728,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745322"},{"id":"2c29c2cc-71a7-4471-ae23-1d29c6bfb096","source":"hackernews","source_id":"48741598","content_type":"comment","title":null,"body_preview":"I've loved Superpowers right along. I think a lot of what it does has been ingested into Claude Code proper now so I'll be interested to see if this release actually changes things up.","author":"SoMomentary","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741598"},{"id":"8b3a7596-e134-478b-9874-62531a3cdab8","source":"hackernews","source_id":"48768126","content_type":"comment","title":null,"body_preview":"The cool thing about superpowers is it's built using evals rather than just vibes.","author":"ra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768126"},{"id":"ecb77001-55b4-45c8-bc4b-5c09dc02f38f","source":"hackernews","source_id":"48768448","content_type":"comment","title":null,"body_preview":"How do I know if this is worthwhile without any benchmarks against 'not using Superpowers'?","author":"jadbox","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10764690572638055,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768448"},{"id":"f13b4427-65f3-4cf4-ac1f-753c499b2ba9","source":"hackernews","source_id":"48768393","content_type":"comment","title":null,"body_preview":"Where I $work, someone used Superpowers to pull off two big projects that before AI have always been left untouched because of the effort and time required. One was about unifying lots of duplicating ","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768393"},{"id":"1915aa0e-5651-408b-b16e-7e1b4db1bbd0","source":"hackernews","source_id":"48741672","content_type":"comment","title":null,"body_preview":"I gave Superpowers 5.x a whirl for a week, and aside from consuming a stupid amount of tokens, it did materially worse across all my personal benchmarks and general day-to-day development compared to ","author":"artisin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741672"},{"id":"1fd2fe6b-72a8-4a84-b764-d62793e763cb","source":"hackernews","source_id":"48766740","content_type":"comment","title":null,"body_preview":"oracle planning a new jvm language? have we ever seen a feature like this that is explicitly not usable from Java?","author":"rvcdbn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766740"},{"id":"35d29aab-7b9e-4528-b6c6-67a42634d646","source":"hackernews","source_id":"48767325","content_type":"comment","title":null,"body_preview":"Also, this will be used for future null-restricted types.","author":"joe_mwangi","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767325"},{"id":"781a69a3-dc90-427b-b412-64764f00f5a9","source":"hackernews","source_id":"48766537","content_type":"comment","title":null,"body_preview":"This is a great change that will undoubtedly cause a lot of headaches.\nThere's a number of libraries (particularly around serialization/marshaling) which will end up mutating `final` fields.  In fact,","author":"cogman10","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766537"},{"id":"6a322fee-b747-4e01-8fe7-f1d9fc2131b3","source":"hackernews","source_id":"48764633","content_type":"comment","title":null,"body_preview":"There is plenty advice around for \"how to ask\" (really, it's the same if you know the person or not). It all boils down to a Calvinistic \"show you're worthy\" kind of exercise.\nBut what about advice fo","author":"crispyambulance","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764633"},{"id":"f2688450-803e-4881-92bc-c5e432eea712","source":"hackernews","source_id":"48765220","content_type":"comment","title":null,"body_preview":"100% in terms of people before project.\nEspecially when starting something yourself. It sounds obvious but it took me far too long to long to go to people actively talking about their problems and hel","author":"joshuapanka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765220"},{"id":"a55b4444-211f-4698-8d6a-60981b74ade5","source":"hackernews","source_id":"48767493","content_type":"comment","title":null,"body_preview":"Good piece. However \"can I pick your brain?\" isn't great unless you lay out the boundaries. About what? Be clear.\nOTOH,\n> make it easy to say no\nis the best piece of advice amongst many other pieces o","author":"kayo_20211030","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767493"},{"id":"a2735870-c0db-4fe4-ab7d-a814fcb444a0","source":"hackernews","source_id":"48767856","content_type":"comment","title":null,"body_preview":"Really liked the point that asking for help is not about sounding impressive, but about making it easy and natural for another person to say yes.","author":"andreylangovoy","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767856"},{"id":"c18f767f-1139-4ed3-9a1a-27744a3c5484","source":"hackernews","source_id":"48763725","content_type":"comment","title":null,"body_preview":"Don't say, I've been working on your neighbors house and figured you might want to hire my crew to work on yours. We all know it's a lie.","author":"crumby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763725"},{"id":"def996cc-03ad-464e-85c5-dccec6676fb6","source":"hackernews","source_id":"48767744","content_type":"comment","title":null,"body_preview":"I have a shorter list:\n1. Be Rich\n2. Be Attractive if you didn't complete step 1.\n3. If you failed to complete steps 1. and 2., don't bother.","author":"bobbytheblkbear","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767744"},{"id":"592bd862-134e-4161-b505-56a5e49cf8ed","source":"hackernews","source_id":"48767924","content_type":"comment","title":null,"body_preview":"Step 1: Clanker rape[1] them with a one pager of obvious AI generated summary of the issue.\nStep 2: Profit.\n[1] I'm trying to establish this as the accepted idiom for having low quality AI output forc","author":"VBprogrammer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767924"},{"id":"53262049-5e9a-41f9-b850-764c91b9caeb","source":"hackernews","source_id":"48764054","content_type":"comment","title":null,"body_preview":"I've found that making the request easy to decline is surprisingly effective. People are much more willing to help when they don't feel trapped into saying yes.","author":"johnathan101","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764054"},{"id":"c70fceb7-c923-44e2-9495-3f02071bdcf4","source":"hackernews","source_id":"48768053","content_type":"comment","title":null,"body_preview":"Adding to the canon, something I started awhile back, maybe worth revisiting: https://pizarrowrites.substack.com/p/the-book-of-help","author":"fapi1974","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768053"},{"id":"4a1738e9-f83f-4fa7-887a-cc438d06a9b5","source":"hackernews","source_id":"48765260","content_type":"comment","title":null,"body_preview":"Also remember that most people want to be helpful. You can play into that by starting with something like, \"I was hoping you could help me get myself out of a little pickle.\" A little self deprecation","author":"stronglikedan","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.10337238089440234,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765260"},{"id":"1770c6a2-036d-42f9-be53-1b2b7e477fff","source":"hackernews","source_id":"48764173","content_type":"comment","title":null,"body_preview":"For technical requests, one of the most effective ways to demonstrate that you are serious is to cite something about the person's published work that is relevant to the request.  There is no more eff","author":"lisper","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","lack_of_over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764173"},{"id":"12e80ef3-7b86-4b19-a537-17d2f9e46319","source":"hackernews","source_id":"48765912","content_type":"comment","title":null,"body_preview":"Here's a tip for doing this while traveling: If you need quick help on the street from a stranger in a country where you don't speak the language, don't open by asking if they speak your language. Peo","author":"cainxinth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765912"},{"id":"5232674f-e0c9-42b2-bc20-dee1ffa73e3f","source":"hackernews","source_id":"48765623","content_type":"comment","title":null,"body_preview":"Identify yourself clearly.\nExplain your rationale for picking that person you are trying to reach.\nPut yourself at mercy of the helper.\nLast but not least.\nEnd the recording and turn of the camera on ","author":"javier_e06","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","lack_of_personality"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765623"},{"id":"fa036023-6ca5-4ff7-8f36-524bb2a849f4","source":"hackernews","source_id":"48763000","content_type":"comment","title":null,"body_preview":"The strongest signal you can give people now is offering personal interaction. It's expensive to go meet someone or ask someone if you can call them.\nI wrote about this from the perspective of someone","author":"nilirl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.08233132564362461,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763000"},{"id":"679d3e34-c5d8-4719-a857-9c9d6cba5799","source":"hackernews","source_id":"48764060","content_type":"comment","title":null,"body_preview":"I've been DM'ing randos on LinkedIn for lightweight consults and found that offering to pay up front and asking strangers to price their own time can help to show seriousness and often results in free","author":"mrtb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764060"},{"id":"4dd428bc-276b-4792-a217-bb12773a6162","source":"hackernews","source_id":"48768211","content_type":"comment","title":null,"body_preview":"One thing that always bugs me at work is when I get a slack message from someone I don't know along the lines of:\n\"Hello John, are you available to chat later today about Foo Product?\"\nOr sometimes ju","author":"freetime2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768211"},{"id":"6a310d4e-82a1-48ef-8371-72e17bfaaa13","source":"hackernews","source_id":"48763718","content_type":"comment","title":null,"body_preview":"> One of the strongest ways to show that you’re worth helping is to demonstrate that you are a serious person\nWhen I’ve been in positions where a lot of people ask for help, this is the #1 place I saw","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals","self_reference"],"bot_score":0.13387040558023391,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763718"},{"id":"582c0bdf-6963-4cdc-a6f7-26621ddbf419","source":"hackernews","source_id":"48763752","content_type":"comment","title":null,"body_preview":"The problem here is that most points are about how to formulate your ask. I think the biggest thing is that you're much more likely to get help if you show you're doing the best to solve it yourself.\n","author":"FinnLobsien","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1229395415694961,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763752"},{"id":"48decb09-712c-4f9e-8ccb-9c5a7f8065f2","source":"hackernews","source_id":"48768380","content_type":"comment","title":null,"body_preview":"I think the most important thing to be aware of is that your own personal estimation in how willing some group of people is to help is regularly off by several orders of magnitude.\nI've had people ass","author":"shalmanese","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","absence_of_personality","semantic_blandness","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768380"},{"id":"a4674e9b-2ddb-40d8-ab36-621eb2ffeecf","source":"hackernews","source_id":"48764095","content_type":"comment","title":null,"body_preview":"This was an excellently written, salient post with some good tidbits.\nI've learned some of these lessons the hard way. I'll add a few. Proof of work is important, but it's not about the magnitude of e","author":"jackconsidine","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764095"},{"id":"513146ab-28ca-4b8c-b101-8c5ab3d7dd18","source":"hackernews","source_id":"48768128","content_type":"comment","title":null,"body_preview":"I remember I was gunna drive out to see Spiral Jetty, but it's not a jetty right now, so what's the point, you know? And it's not like it's close to the shore or anything -- it's a mile away\nhttps://w","author":"justinator","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768128"},{"id":"8cd6f902-bdad-4fa8-8170-09a7003d605f","source":"hackernews","source_id":"48768114","content_type":"comment","title":null,"body_preview":"I crave an industrial megaproject to solve this. Specifically: A pipeline from the ocean. But alas, only China has a social structure capable of getting projects of this scale done anymore. So I guess","author":"purplerabbit","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_anecdote_implied","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768114"},{"id":"442404f2-faab-43da-865f-1ca0658d4ddf","source":"hackernews","source_id":"48768334","content_type":"comment","title":null,"body_preview":"It says that it is currently 7.0 feet below the minimum healthy water level and that the healthy water level is 4198 feet.\nI bet that will confuse a lot of people who will think that means the lake sh","author":"tzs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768334"},{"id":"c737a30d-f51a-4c50-a47f-61403f812ca7","source":"hackernews","source_id":"48765877","content_type":"comment","title":null,"body_preview":"bought opus magnum recently fun game, I have played exapunks a while back, it's not my cup of tea. I love programming for fun, but the language didn't gel with me. I liked their other games better, op","author":"minraws","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_opinion_without_hedging","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765877"},{"id":"6333bb44-235a-4c6a-9d6f-d07d920fd8da","source":"hackernews","source_id":"48767685","content_type":"comment","title":null,"body_preview":"embedded youtube video on an advertisement site\nhow do I unsubscribe from your blog's ads?","author":"bobbytheblkbear","classification":"human_created","confidence":0.8,"indicators":["terse_replies","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767685"},{"id":"257b33e2-fb18-4ae2-83c1-023e822b1043","source":"hackernews","source_id":"48766830","content_type":"comment","title":null,"body_preview":"My favourite Zach game so far is Infinifactory. TIS-100 was also fun, until it started feeling like work.","author":"Tepix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_and_preference","terse_reply"],"bot_score":0.11163165224885646,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766830"},{"id":"c059e0aa-d217-4701-88f3-b99ec2ea7c44","source":"hackernews","source_id":"48767622","content_type":"comment","title":null,"body_preview":"I spent so so much time playing SpaceChem. My favorite game of all time.","author":"hosel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767622"},{"id":"828da87f-a2dc-43bc-b527-44e9b874dae1","source":"hackernews","source_id":"48766164","content_type":"comment","title":null,"body_preview":"Reminds me of one of my favorite games: Hacknet (https://hacknet-os.com - https://store.steampowered.com/app/365450/Hacknet/). Likely contributed in a meaningful way to me becoming a programmer. I thi","author":"figbert","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766164"},{"id":"9332e77c-f20a-4b74-ae12-2d734d969dda","source":"hackernews","source_id":"48766575","content_type":"comment","title":null,"body_preview":"Always wish Exa could scale a little more.  I understand that it's supposed to stay at the low level of coding, but when i realized unfolding loops was a very valid way to improve your score, I learne","author":"Eji1700","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766575"},{"id":"e385a775-9531-4969-ba7f-a7cd7d6bfc4e","source":"hackernews","source_id":"48766713","content_type":"comment","title":null,"body_preview":"I haven't played this, but just reading the description...\n> Learn to hack from TRASH WORLD NEWS, the underground computer magazine.\nIt seems like a missed opportunity not to name-drop 2600. But I gue","author":"CWuestefeld","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766713"},{"id":"64d10fa5-0e86-4a45-91ad-afc778fdc70d","source":"hackernews","source_id":"48766695","content_type":"comment","title":null,"body_preview":"Printing the physical zines in exapunks as a reference was very cool, and a good throwback to when games shipped with boxes and detailed manuals.\nSpacechem was my intro to Zachtronics, and it consumed","author":"omgbear","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766695"},{"id":"61671ea4-a326-489f-a392-7af7bf3b55f7","source":"hackernews","source_id":"48766855","content_type":"comment","title":null,"body_preview":"Some irony in so many posts about AI becoming more capable at programming, at the same time, top post on hackernews is a game about where you code by reading a magazine like it's 1997.","author":"flockonus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766855"},{"id":"7c498893-a51a-4366-b173-9087f857f260","source":"hackernews","source_id":"48768133","content_type":"comment","title":null,"body_preview":"I unlocked the Redshift handheld video game system; became obsessed and made a video player  ( https://www.reddit.com/r/exapunks/comments/tzv1m5/redshift_v... ) among other things.  So fun!  I should ","author":"jtxt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768133"},{"id":"8beec5d7-8555-499a-bbfc-9602d8ed0f06","source":"hackernews","source_id":"48767133","content_type":"comment","title":null,"body_preview":"Exapunks and TIS-100 were a huge influence on my career trajectory.\nI was always scared of assembly and low level stuff as a kid / college student, who mostly was trying to learn from random sites tha","author":"StableAlkyne","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767133"},{"id":"70864057-7602-4177-878c-f2601da8c1b4","source":"hackernews","source_id":"48765874","content_type":"comment","title":null,"body_preview":"This is one of my all time favorite games. It and Shenzhen I/O do a wonderful job of capturing the essence of what makes programming fun and put them into a game.\nMy biggest surprise from playing EXAP","author":"jf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","personal_experience","opinion_and_stance","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765874"},{"id":"2df1a8e6-fa51-4e1d-b7e4-dee9e914234a","source":"hackernews","source_id":"48766861","content_type":"comment","title":null,"body_preview":"I've been writing a game off and on that's sort of at the intersection of a Zachtronics game and... Starcraft? I guess? With some Factorio in there, for good measure.\nThe idea is that you have to brea","author":"joshu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766861"},{"id":"5dc9723d-c98e-4d76-95ed-f8a35935f149","source":"hackernews","source_id":"48765843","content_type":"comment","title":null,"body_preview":"Their catalogue is well worth buying.\nhttps://store.steampowered.com/developer/zachtronics","author":"markx2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765843"},{"id":"41ccf4cc-00ed-44f6-bcb0-3660e07d9c2c","source":"hackernews","source_id":"48765911","content_type":"comment","title":null,"body_preview":"For those who don't know -- while Zachtronics is no longer making games, Zach Barth is still active now under the company Coincidence Games. They just game out with a spacecraft engineering puzzle gam","author":"jawarner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765911"},{"id":"6dc12e45-f1a0-46ab-b1fd-0cc850919de1","source":"hackernews","source_id":"48766791","content_type":"comment","title":null,"body_preview":"Does it still completely screw up file/group owners in user containers? Because they keep saying it gets fixed and then that 1 out of 10 times it's not.","author":"audidude","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766791"},{"id":"f4696e2c-07a2-4e1d-ba8c-1bb6751b4273","source":"hackernews","source_id":"48765677","content_type":"comment","title":null,"body_preview":"I love the naming of their new networking tools. Now there's pesto to go along with pasta","author":"alessandroberna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765677"},{"id":"316d5a27-6534-431a-a8f1-ca7add52188f","source":"hackernews","source_id":"48767538","content_type":"comment","title":null,"body_preview":"Top of my list as to why I prefer podman...\nno \"container root\" / \"docker group\" = \"host root\" shenanigans\npodman doesn't spew garbage and punch holes in my firewall (iptables)\n(edit: formatting)","author":"buredoranna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767538"},{"id":"84d67eb0-8d24-457f-95e0-f867e8ccb8d8","source":"hackernews","source_id":"48766538","content_type":"comment","title":null,"body_preview":"I'd love to switch to Podman but I use Coolify for all of my deployments and it is Docker based, so I am kind of locked into that ecosystem for now","author":"jdoe1337halo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766538"},{"id":"457fc303-dd80-4533-88ee-14b6ac380439","source":"hackernews","source_id":"48767641","content_type":"comment","title":null,"body_preview":"Does anyone have experience with using podman image builds for cri runtimes other than docker?\nIf I build an image with podman will it run in cri-o, docker and other misc runtimes?\nBeen debating on us","author":"himata4113","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.138977176732091,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767641"},{"id":"0b9cff74-43ae-4ae4-97a6-1f57b3c3672a","source":"hackernews","source_id":"48766021","content_type":"comment","title":null,"body_preview":"Quadlets and rootless containers are two major reasons I'll be switching from Docker to Podman.","author":"jimmar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766021"},{"id":"cbc5fc83-de78-434c-8a9c-7ceedb9ac061","source":"hackernews","source_id":"48768118","content_type":"comment","title":null,"body_preview":"If any Podman engineers are here: does the new /libpod/local/artifacts/add endpoint let me ingest individual layers? I have an alternative pull client that's currently a little hamstrung on Podman com","author":"a_t48","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.0785239586001302,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768118"},{"id":"d1bbdf13-4d7a-413c-984a-83c1ad07dcfe","source":"hackernews","source_id":"48767705","content_type":"comment","title":null,"body_preview":"Cool, been running my home server on podman + quadlets for about two years now and picked up a couple of things in the release notes\n  podman quadlet list\nAdded in v5.6.0, lists quadlets and their con","author":"muti","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767705"},{"id":"db18c930-39b1-4d1b-8637-f9f7b766ea30","source":"hackernews","source_id":"48765833","content_type":"comment","title":null,"body_preview":"Anyone have experience switching from Docker to Podman?\nI have a lot of compose files in my homelab/automation setup and those are what I’m most concerned about.","author":"roger_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_concern","absence_of_ai_signals"],"bot_score":0.11044702237220566,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765833"},{"id":"dc7cb9fd-0b77-4cb9-bac6-24cbc411d720","source":"hackernews","source_id":"48767095","content_type":"comment","title":null,"body_preview":"I like Podman, but what's up with that grey text colour? It looks ugly and the contrast of 4.96:1 makes it hard to read (does not reach WCAG AAA level).","author":"Tepix","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","specific_detail","platform_fluency"],"bot_score":0.11163165224885646,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767095"},{"id":"cac84927-0e68-42b9-9897-834edd4e2393","source":"hackernews","source_id":"48767150","content_type":"comment","title":null,"body_preview":"How is Podman these days? I use OrbStack on macOS and it seems to be much faster, not sure how everything will shake out now that macOS 27 is adding (more) native and performant Linux containers, simi","author":"satvikpendem","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.10825242100947297,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767150"},{"id":"4fb84738-3594-4c02-a080-b4c972a9a002","source":"hackernews","source_id":"48767144","content_type":"comment","title":null,"body_preview":"One thing I don't like about Podman is that it pretends to be docker-compatible while having some minor differences that will come to bite you. And users of your docker-based project who try to run it","author":"PufPufPuf","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767144"},{"id":"8a92eb03-e9ce-4bf1-8604-8110c740cf24","source":"hackernews","source_id":"48767139","content_type":"comment","title":null,"body_preview":"I really love Quadlet. I used to host my rootless containers on Hetzner, Ansible, SystemD and RockyLinux for years without any issues and extracted it to template repo [1].\n[1] https://github.com/Mati","author":"mati365","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767139"},{"id":"ca4364ed-751f-4c28-bc6c-0f13cdaf7c0a","source":"hackernews","source_id":"48767275","content_type":"comment","title":null,"body_preview":"After Docker Desktop randomly started consuming insane amounts of memory again we switched to Podman and it was literally as easy as installing it and pointing it at our docker-compose.yml.\nZero chang","author":"cdmckay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767275"},{"id":"f63dbaef-f4e4-4172-ad6a-aa84ede9f6ca","source":"hackernews","source_id":"48765809","content_type":"comment","title":null,"body_preview":"No idea why Docker is still so much more popular than Podman. Podman is obviously the better implementation.\nThe new network stuff is a welcome improvement.","author":"SwellJoe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.10385595817077443,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765809"},{"id":"8026d845-69b8-4058-878d-52e751c57d1d","source":"hackernews","source_id":"48767476","content_type":"comment","title":null,"body_preview":"Lavapipe? So it's just Mesa software rendering stuff","author":"spiral09","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767476"},{"id":"8735f66e-b12a-4182-9403-5aa2d91b0f0d","source":"hackernews","source_id":"48767128","content_type":"comment","title":null,"body_preview":"I have never had a need for NetBSD, but in case I ever do, I’m glad it’s there. Especially with Linux deprecating old platforms.\nThis looks like an unofficial effort but hopefully it gets refined and ","author":"iamnothere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767128"},{"id":"6f235318-5f9f-41a2-b94d-34b762df423d","source":"hackernews","source_id":"48766346","content_type":"comment","title":null,"body_preview":"There are already Vulkan components in pkgsrc and wip.","author":"rjsw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766346"},{"id":"ea85aaa2-f988-4925-b305-eec285ea121f","source":"hackernews","source_id":"48766917","content_type":"comment","title":null,"body_preview":"I expected this to be official from the title but it doesn’t seem to be.","author":"MBCook","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766917"},{"id":"d66c0b37-8bbe-4d21-94ee-636525f81a18","source":"hackernews","source_id":"48766796","content_type":"comment","title":null,"body_preview":"This is a nice project but looks like is either AI written or AI assisted and I haven’t seen mention of that in any of the docs.","author":"wbolt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766796"},{"id":"f926f276-3cd0-4be8-b612-ce28187d1738","source":"hackernews","source_id":"48766807","content_type":"comment","title":null,"body_preview":"> Vulkan is now available\nlooks inside:\n> What this is NOT (yet): Running Vulkan programs","author":"qiu3344","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766807"},{"id":"147920e9-60b5-45af-ba8f-d03118a28379","source":"hackernews","source_id":"48766824","content_type":"comment","title":null,"body_preview":"Lavapipe is CPU rendering, it doesn't really prove much. But also, Vulkan on BSDs is totally possible and isn't something esoteric, FreeBSD has it.\n> Build goal only: This targets compilation and link","author":"Tiberium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12724688729351896,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766824"},{"id":"9b25a2c9-8b35-4cc8-b0a0-99d5b23a08b6","source":"hackernews","source_id":"48766941","content_type":"comment","title":null,"body_preview":"Installation instructions:\n    ftp https://raw.githubusercontent.com/segaboy/vulkan-netbsd/main/scripts/setup-env.sh\n       !^^^^^!\n\nThat's... a bit unorthodox. FreeBSD has a `fetch`[1] utility for th","author":"klibertp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766941"},{"id":"28e9221d-09f5-47ae-98eb-b65db8fac14f","source":"hackernews","source_id":"48763744","content_type":"comment","title":null,"body_preview":"Definitely not a symptom of Linux being a hodgepodge of code thrown together from a thousand different sources and no one person could tell you how it all fits.","author":"naturalmovement","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15073340938051843,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763744"},{"id":"ce005e58-0005-4ab7-a8e6-d3611a565fcf","source":"hackernews","source_id":"48764987","content_type":"comment","title":null,"body_preview":"It's because of vulnerabilities like this that I enable Intel's \"total memory encryption\" feature. No plaintext leaves the CPU package. DIMM swap attacks become useless. Moreover, it's basically free:","author":"quotemstr","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764987"},{"id":"5195e282-18c2-4655-a59a-53978b51461f","source":"hackernews","source_id":"48767495","content_type":"comment","title":null,"body_preview":"To me the bigger problem is that the linux kernel does not seem to have\na thorough test suite. Such things should be easily testable and\nverifiable. Apparently since 2024 nobody had that; humans are o","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767495"},{"id":"da1c7957-28d5-4f32-bcf2-84ec91f1d8da","source":"hackernews","source_id":"48765485","content_type":"comment","title":null,"body_preview":"https://xkcd.com/538/\n(No, no, I take this stuff seriously too, but it had to be said)","author":"boutell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765485"},{"id":"f4a41585-f6cd-4e20-9b88-0017bfa74e1e","source":"hackernews","source_id":"48764469","content_type":"comment","title":null,"body_preview":"on the subject of encryption keys and memory there is something you can do:\n- if your CPU supports it, enable memory encryption.\n- if your TPM module supports this look for MemoryOverwriteRequestContr","author":"teravor","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.12072875067206254,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764469"},{"id":"1090a3af-ca6e-4dd8-9b0c-68657d521b67","source":"hackernews","source_id":"48764049","content_type":"comment","title":null,"body_preview":"> Except that, for more than two years, the encryption key remained resident in memory across suspend, leaving it there for the taking by anyone who seized the still-powered laptop.\nI don't get it. Ob","author":"deng","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764049"},{"id":"1fdae7d6-6977-4146-b314-466710c02b3c","source":"hackernews","source_id":"48765402","content_type":"comment","title":null,"body_preview":"But if you do this, don't you have to enter two passwords each time you wake? One for LUKS, one for the system login?","author":"chazeon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765402"},{"id":"bf016329-f750-4448-ba49-0a788c1585dd","source":"hackernews","source_id":"48764413","content_type":"comment","title":null,"body_preview":"On my laptop with Fedora I just configured Linux to hibernate to disk after 15 minutes of suspend. Powering memory off ensures that bugs like this Debian-specific would not matter.\nPlus what Debian ex","author":"fpoling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764413"},{"id":"1211296a-f0d3-41d1-8bd4-ffbea977b43a","source":"hackernews","source_id":"48766383","content_type":"comment","title":null,"body_preview":"Did the Feds desperately need a way of getting the key? is this a bugdoor? Has the commits been traced?\nRecently I’ve been seeing this pattern a lot and I’m starting to be a little bit suspicious. May","author":"moktonar","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.21928152770566212,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766383"},{"id":"ccb4b255-193d-42b7-82dc-0ff669376e72","source":"hackernews","source_id":"48764537","content_type":"comment","title":null,"body_preview":"I am far from a security expert, but from the number of \"we missed a single line C check across files during refactoring\" critical security bugs discovered on a regular basis these days, the whole pre","author":"bbminner","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","hedge_stacking","missing_platform_voice","genuine_specificity"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764537"},{"id":"bc59eb83-6339-4dd4-9574-b9a0495b6289","source":"hackernews","source_id":"48764977","content_type":"comment","title":null,"body_preview":"I don't think this bothers me.\nThe only reason that I do the disk encryption is so that I don't have to worry about people going through my laptop to steal tax documents and/or credit card stuff when ","author":"tombert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.11669054661903003,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764977"},{"id":"4c1dc1d7-ffe4-4100-922c-e388763a22cf","source":"hackernews","source_id":"48763723","content_type":"comment","title":null,"body_preview":"I don't have to re-enter my boot password after Sleep, so obviously the encryption key is still in memory.","author":"CodesInChaos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763723"},{"id":"38db0f39-00dc-4076-851b-982a0862105d","source":"hackernews","source_id":"48764043","content_type":"comment","title":null,"body_preview":"This is one of those regressions that's easy to miss because everything still \"works.\" Security bugs often don't announce themselves.","author":"johnathan101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2956136573086203,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764043"},{"id":"bccf8cbd-4489-427e-8e4b-c2ec19183d5e","source":"hackernews","source_id":"48763695","content_type":"comment","title":null,"body_preview":"I don't see any other way? When you sleep (suspend to RAM), everything is stored in RAM and is encrypted but the master key is present in kernel memory (if I recall correctly).\nHowever, if you hiberna","author":"bitbasher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.060770106238445025,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763695"},{"id":"9c9cf022-a609-4d18-a9b6-8f9b8f2e475b","source":"hackernews","source_id":"48764234","content_type":"comment","title":null,"body_preview":"While it is certainly an interesting bug, I kinda feel that the title is click bait? Because this `cryptsetup luksSuspend` from what I understood is not really officially supported but an extension do","author":"kokada","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764234"},{"id":"4ca71ed0-2b3a-4e37-845a-64dd5c683e1a","source":"hackernews","source_id":"48766674","content_type":"comment","title":null,"body_preview":"i don't understand the last point of UDF.\nEither you need the state to be updated atomically across different systems or you don't.\nBut writing a row in a system in order to update the second one at a","author":"bsaul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.35,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766674"},{"id":"1714f0d6-29f2-46b8-ac00-2e4c3479d6bb","source":"hackernews","source_id":"48766737","content_type":"comment","title":null,"body_preview":"Can you use postgres as a state store for a distributed application?\nIt seems this article is trending toward that view: If you can maintain transactional consistency along with application workflow s","author":"evilturnip","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766737"},{"id":"0aa89860-d38a-43be-a530-f48d138ee9ec","source":"hackernews","source_id":"48767567","content_type":"comment","title":null,"body_preview":"OK. I've read it a few times and still don't understand. Where is the distributed part? You store data in a single transaction into postgres. What/who is notifying the message queue?","author":"aynyc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767567"},{"id":"f15dc166-8a2f-4c6e-8cda-f6c0910fe72d","source":"hackernews","source_id":"48767425","content_type":"comment","title":null,"body_preview":"We’ve got an in-house pubsub solution that lives in the main applications database, so pretty much exactly as described in the article. And the atomicity it allows is indeed really nice!","author":"Crowberry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767425"},{"id":"c94b2a8d-c552-4142-8f16-0e53e2db286f","source":"hackernews","source_id":"48766587","content_type":"comment","title":null,"body_preview":"Congratulations, you discovered a mutex.\nIs it really a distributed system or just a bunch of services with a central database?","author":"cloudie78","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766587"},{"id":"960f20e4-2d58-413f-8334-3f0bdc9079e2","source":"hackernews","source_id":"48767281","content_type":"comment","title":null,"body_preview":"We've leveraged the atomicity of transactions with a fail-safe approach for external service interactions for client email sending.  This could certainly be done with a formal queue though it'd operat","author":"munk-a","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.26114052384459707,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767281"},{"id":"9fd66b4b-dea4-4dd0-b003-a5940da3e105","source":"hackernews","source_id":"48767080","content_type":"comment","title":null,"body_preview":"So my understanding is that they're aligning the workflow progression unit and the database commit unit on a one-to-one basis. In other words, each step in the workflow becomes a database commit unit.","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767080"},{"id":"d82e0d8a-c885-4b4b-9626-80ae3f6f96fe","source":"hackernews","source_id":"48767444","content_type":"comment","title":null,"body_preview":"I walked away from a job interview a few years ago on this point.\nOne of the technical questions was \"if you have a db and a message queue, how do you get your update to alter both or neither (i.e. tr","author":"mrkeen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767444"},{"id":"6bd05df5-a4cb-4f11-a609-c5c8d6408b80","source":"hackernews","source_id":"48768465","content_type":"comment","title":null,"body_preview":"The article is ridden with misconception. Have you guys ever heard of the CAP theorem ?\nDisturbed system suck let's implement a non distributed one. The title is also misleading:  Postgres transaction","author":"zyngaro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768465"},{"id":"6c1cd5f6-6d56-4b81-ba51-d490844a6d1f","source":"hackernews","source_id":"48768038","content_type":"comment","title":null,"body_preview":"I've never understood the fascination some people have with mmap. Memory-mapped file IO is just a RAM cache combined with a hidden system call (a page fault) to fill the cache. You can do the same thi","author":"quotemstr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768038"},{"id":"846f2d8f-0c0d-4df3-936b-39dab80280b2","source":"hackernews","source_id":"48766750","content_type":"comment","title":null,"body_preview":"New features in LMDB 1.0 include:\n- support for incremental backup\n- support for page-level checksums and encryption\n- support for DB on raw block devices\n- support for 2-phase commit\n- support for pa","author":"radiator","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766750"},{"id":"8a36008d-b636-4875-afe9-742afcce05bc","source":"hackernews","source_id":"48768231","content_type":"comment","title":null,"body_preview":"https://www.meilisearch.com/docs/resources/internals/storage","author":"initramfs","classification":"human_created","confidence":0.85,"indicators":["external_link_sharing","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768231"},{"id":"aed133c9-dba8-4624-a444-cb7211e22f61","source":"hackernews","source_id":"48767364","content_type":"comment","title":null,"body_preview":"Maybe rephrase this part - \"It is read-only by default as this provides total immunity to corruption. Using read-write mode offers much higher write performance, but adds the possibility for stray app","author":"hilariously","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767364"},{"id":"1d75f78c-cca6-41d4-9ba5-ce483c585f4c","source":"hackernews","source_id":"48767239","content_type":"comment","title":null,"body_preview":"Do people have good experiences with LMDB, in terms of reliability? I've never used it in production, but I've read through the code and design documents for a database implementation class.\nI remembe","author":"hmry","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767239"},{"id":"da9bc41a-c219-4f92-87ed-54ebffdcaf64","source":"hackernews","source_id":"48767554","content_type":"comment","title":null,"body_preview":"Musk spent $300 million in the 2024 campaign exactly for this kind of situation. He already bought himself the result.","author":"guelo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767554"},{"id":"880c8692-5ae8-49c6-9ac2-be617e03a8c2","source":"hackernews","source_id":"48766950","content_type":"comment","title":null,"body_preview":"But Trump just asked Musk for SpaceX stock to “seed US kids’ savings accounts” [1]. That trading of favors is almost explicit.\n[1] https://arstechnica.com/tech-policy/2026/06/spacex-may-donat...","author":"close04","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766950"},{"id":"2db4e0ab-96c1-41cc-9657-c95dde5c4282","source":"hackernews","source_id":"48767447","content_type":"comment","title":null,"body_preview":"Why is the EFF arguing for less freedom on how computers can be used? The EFF should be against the government restricting computing freedom.","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1425460939043844,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767447"},{"id":"f9fa3735-fe70-487d-9356-205990dddaf5","source":"hackernews","source_id":"48766464","content_type":"comment","title":null,"body_preview":"Source: https://www.eff.org/deeplinks/2026/06/eff-and-allies-xs-ftc-...","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766464"},{"id":"863de7f6-9e95-402f-8580-753f89c032b2","source":"hackernews","source_id":"48767229","content_type":"comment","title":null,"body_preview":"> Grok AI generated large amounts of CSAM and nonconsensual intimate imagery\nGrok Imagine has been considerably locked down in terms of intimate imagery over the last few weeks. E.g. Harley Quinn used","author":"delichon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.12055022885002067,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767229"},{"id":"520ac14f-7617-408a-a40d-ae6f27a4336a","source":"hackernews","source_id":"48768205","content_type":"comment","title":null,"body_preview":"An ancient article that now looks even cheesier. It's so hard to make those goddamn stairs. So complex, such wisdom.","author":"cynicalsecurity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768205"},{"id":"61a1773e-43d4-481c-bbe5-2e7b1b90c866","source":"hackernews","source_id":"48768173","content_type":"comment","title":null,"body_preview":"Base I what is the level of detail to reality suprising. To me suprising means mysteriously or improbably unexpected. Why should we expect reality to be simple. Note complex and simple are somewhat su","author":"morpheos137","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.17158318052634103,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768173"},{"id":"3ee43d0e-6555-4114-89b6-0e623778b12d","source":"hackernews","source_id":"48768037","content_type":"comment","title":null,"body_preview":"This has always been the fun part of programming to me. I know most people hate it, but I really don’t mind being on-call (ok I hate being woken up) and fixing weird bugs that users run into. All thes","author":"boron1006","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768037"},{"id":"16a7f5f9-7f71-448d-be65-9592a30408a8","source":"hackernews","source_id":"48768124","content_type":"comment","title":null,"body_preview":"This sentence is the exact reason laying people off and replacing them with AI doesn’t work.","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.11168936513246389,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768124"},{"id":"f3c8806f-9183-4fba-9b0a-ff77ab235f42","source":"hackernews","source_id":"48768413","content_type":"comment","title":null,"body_preview":"Reality does not have amount of details, it is infinite in all directions. Its only that we perceived certain amount of details, some more some less. One can spend their whole life mastering a single ","author":"mapcars","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.22608540163759117,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768413"},{"id":"854cf95f-4cf6-4565-9aaa-dc186651f400","source":"hackernews","source_id":"48768389","content_type":"comment","title":null,"body_preview":"Really generally shitty collision detection and detail. It's just that when you notice, it rolls back and adds resources until you think it's fine.","author":"hobonation","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768389"},{"id":"b409be2c-2e34-43d0-ba05-577cedf72bd8","source":"hackernews","source_id":"48768070","content_type":"comment","title":null,"body_preview":"(2017) with a few significant past discussions:\nhttps://news.ycombinator.com/item?id=16184255 - Jan 19, 2018\nhttps://news.ycombinator.com/item?id=22020495 - Jan 11, 2020\nhttps://news.ycombinator.com/i","author":"Jtsummers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768070"},{"id":"84e8ba1f-bce6-49cb-96e5-6b0d34efe993","source":"hackernews","source_id":"48768105","content_type":"comment","title":null,"body_preview":"The first time I built a freestanding bookshelf, I put a lot of effort into making the feet level and the back straight and at a right angle to the feet. Once I put it up against the wall I'd built it","author":"WastedCucumber","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768105"},{"id":"c9e141dc-caac-418a-bc20-a4269a77aee6","source":"hackernews","source_id":"48766230","content_type":"comment","title":null,"body_preview":"Is there any moderation? how long until it's filled to the top with nsfw stuff?","author":"gargola_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766230"},{"id":"b542566e-8b1a-4f9b-861c-31d2e4f2a7e1","source":"hackernews","source_id":"48764235","content_type":"comment","title":null,"body_preview":"Random idea…\n1. Chunk one inside a YT video\n2. Chunk two inside a TikTok video\n3. Chunk three on an X thread\nAnd then just post the manifest somewhere that can be read by a client, that then pulls the","author":"matt_lo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764235"},{"id":"f17f0051-a9ed-4e25-9197-0e67305ce1f9","source":"hackernews","source_id":"48763696","content_type":"comment","title":null,"body_preview":"Last time I tried it the federation was whitelist based, that is you could only follow people on instances added by the admin of your instance.  This made content discovery difficult.","author":"RobotToaster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763696"},{"id":"b408df3e-72be-47fd-8aa4-ebe6e991dcdb","source":"hackernews","source_id":"48764081","content_type":"comment","title":null,"body_preview":"It is unfortunate that in french « peer » reads as « pire » which translates to « worse-tube »","author":"Raed667","classification":"human_created","confidence":0.85,"indicators":["cultural_references","imperfect_expression"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764081"},{"id":"0353e3a8-2659-4702-b662-3945330d4c6c","source":"hackernews","source_id":"48768459","content_type":"comment","title":null,"body_preview":"I've tried a few of these alternative sites, and it's just not a fun place to go find videos from interesting people working on projects, etc. A lot of unpleasant extremist videos, a lot of slop, with","author":"fortran77","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768459"},{"id":"28371154-3a7d-47c3-aa78-b96e5c69697e","source":"hackernews","source_id":"48767138","content_type":"comment","title":null,"body_preview":"I'm giving this an honest try to post some music I made, cause Google randomly banned me yesterday for \"bot activity\" and wants an appeal. I'm not mad or anything, just thinking they won't let me use ","author":"frollogaston","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767138"},{"id":"7fd56af8-893a-4c6e-a958-ab4456b78451","source":"hackernews","source_id":"48765880","content_type":"comment","title":null,"body_preview":"Personally, I find the lack of videos to watch on PeerTube a huge plus. I tremendously reduced my weekly video watching time and I don't feel like missing out on something important. My favorite insta","author":"butz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.14164727182721892,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765880"},{"id":"8db1a9de-ec45-43ac-956c-8f25d4a4d653","source":"hackernews","source_id":"48764426","content_type":"comment","title":null,"body_preview":"Stupid question: when people inevitably use this for pirate content, and the feds try to shut the service down ... what's the plan?","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764426"},{"id":"4f705161-5495-4d09-b69d-7f3b3ff2c48b","source":"hackernews","source_id":"48765386","content_type":"comment","title":null,"body_preview":"The first thing I noticed is that clicking on \"browse\" does not allow browsing but requires search: https://joinpeertube.org/browse-content","author":"pajtai","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765386"},{"id":"4fba944c-40fe-481d-ac8d-456872c2a638","source":"hackernews","source_id":"48763680","content_type":"comment","title":null,"body_preview":"Does it have good content? I explored it a bit in the past, but was a bit underwhelmed with content I could find there.\nEdit: in the past","author":"orphereus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763680"},{"id":"8f73bcf0-8f9b-4ecc-a61f-3c8ffc6194be","source":"hackernews","source_id":"48766485","content_type":"comment","title":null,"body_preview":"Would be pretty incredible to see decentralized federated media individual accounts and aggregators implement the x402 payment protocol (https://x402.org) as a way for creators to get paid, and thus c","author":"rbbydotdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.12712375981604823,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48766485"},{"id":"b07ee6d0-43db-4dbd-8fc8-e472fd2dea6d","source":"hackernews","source_id":"48764200","content_type":"comment","title":null,"body_preview":"I like the idea of all of these federated services but why does the UX always feel like an afterthought when it is the most important factor for adoption?","author":"jesse_dot_id","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.08942473457047923,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764200"},{"id":"68411d16-a45e-4a59-92b4-d5edcaf2fb34","source":"hackernews","source_id":"48764678","content_type":"comment","title":null,"body_preview":"Youtube has been incredibly frustrating for many many reasons and is evidently evil in many axes now. We really need competition in video hosting.","author":"GodelNumbering","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48764678"},{"id":"0f985112-da69-40b2-be42-a572ef1cbcde","source":"hackernews","source_id":"48767306","content_type":"comment","title":null,"body_preview":"Been running my instance for more than 5 years now, feel free to ask questions.","author":"utopiah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.11645644213013082,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767306"},{"id":"b0d64c5f-c432-41d6-9884-b85d8394b52f","source":"hackernews","source_id":"48763655","content_type":"comment","title":null,"body_preview":"PeerTube has some interesting technology with the P2P sharing between users who watch at the same time. But with these kind of projects I think there are unfortunately social factors that impact their","author":"pocksuppet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763655"},{"id":"521788ae-2a8f-42ed-a152-d5de8d0501ee","source":"hackernews","source_id":"48763964","content_type":"comment","title":null,"body_preview":"I am currently recording tutorial videos for an open source project. It's produced fully with Foss software (on Linux, obs, kdenlive) and about an open source project, so I wanted to host it with peer","author":"raphinou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions","absence_of_ai_indicators"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763964"},{"id":"a5bde2b3-8abb-456c-8705-b6add365ad36","source":"hackernews","source_id":"48768288","content_type":"comment","title":null,"body_preview":"There are four functions here:\n- Discovery (as in search)\n- Monetization (as in ads)\n- Hosting (as in storage)\n- Playout (as in data distribution)\nPeerTube only performs the fourth, and maybe the thir","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.14321899610493338,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768288"},{"id":"5ee52d78-1bc8-4698-b0c0-fe6fc5fec8a6","source":"hackernews","source_id":"48763981","content_type":"comment","title":null,"body_preview":"It's a promising system, and I'd probably use it over a non-federated video hosting system if I wanted to run a video hosting site of some kind.\nYet it's currently hard to find a real usecase for it, ","author":"CM30","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0.11003737027243325,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48763981"},{"id":"961b07d2-e752-4fd7-a9ca-dcf5b824e920","source":"hackernews","source_id":"48765018","content_type":"comment","title":null,"body_preview":"As a professional YouTuber, the main issue I instantly see with this is the lack of monetization.\nI think people who don't make videos for a living severely underestimate how expensive it is to produc","author":"djaro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765018"},{"id":"dc0621cb-e904-4454-a2d8-9c2c744f047d","source":"hackernews","source_id":"48767712","content_type":"comment","title":null,"body_preview":"So, instead you buy a \"custom computer\", and the data is completely free!\nIts like how FLOCK gets around pesky data laws. The devices coat a lot, but the software dashboard access is \"Completely free*","author":"nekusar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767712"},{"id":"e06f33b0-cf7f-47c9-8a0e-aea31782b26e","source":"hackernews","source_id":"48767348","content_type":"comment","title":null,"body_preview":"Bill: https://lis.virginia.gov/bill-details/20261/SB338/text/SB338\n> Virginia follows Maryland and Oregon in banning the sale of geolocation data. Both Maryland and Oregon more broadly define “sale” t","author":"toomuchtodo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","original_commentary_around_quote"],"bot_score":0.1168581368629995,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767348"},{"id":"9ff5bfca-e1e8-45bf-ab61-30aedb840cfb","source":"hackernews","source_id":"48768349","content_type":"comment","title":null,"body_preview":"This is going to spread like wildfire. (\"We can do that?\")","author":"lysace","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768349"},{"id":"689bf9cd-b54f-414e-8b99-d2f6582fcd05","source":"hackernews","source_id":"48767891","content_type":"comment","title":null,"body_preview":"Honestly, it’s wild that selling people’s precise location data was ever treated like a normal business model.\nWe already know massive data harvesting has happened. Laws like this are just the bare mi","author":"raychis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.26928398087886873,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767891"},{"id":"8dedf658-842e-41fa-aca2-7d48b8ca27d8","source":"hackernews","source_id":"48768420","content_type":"comment","title":null,"body_preview":"Great, now you have to ban sharing of it, or banning sale is worthless.\nOr rather, only worthwhile as a straw-man you can point to and say \"Look, we stopped it!\" when you know that's false.","author":"heroprotagonist","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768420"},{"id":"59cd0aaf-8bf6-477f-aa26-c6e0f1f436b7","source":"hackernews","source_id":"48768057","content_type":"comment","title":null,"body_preview":"I was intrigued, because even a broad location given for an IP address is \"geolocation data\", but the law says \"precise geolocation data\" which limits it to device-reported data, I assume.","author":"petercooper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768057"},{"id":"5d9abb3c-7a3c-44a9-b050-33a01b2c7d45","source":"hackernews","source_id":"48767620","content_type":"comment","title":null,"body_preview":"Note that this article is from April and the ban went into effect July 1.","author":"janalsncm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11213521726111589,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767620"},{"id":"f8f6508b-2073-479b-8226-8a01f446990a","source":"hackernews","source_id":"48767811","content_type":"comment","title":null,"body_preview":"NYTimes article a few years ago on how car insurance companies were using such data. Tracking sudden stoos, driving at night, driving faster than 80 mph, etc.","author":"peter303","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767811"},{"id":"62ec54c0-dc1b-48b7-b677-2d04c454cb62","source":"hackernews","source_id":"48767889","content_type":"comment","title":null,"body_preview":"So let's say a Delaware incorporated company sells location data that happens to be collected in Virginia, but its sold from the corporation with no operations in Virginia. What happens?  On the other","author":"dv_dt","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.2720001933403156,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767889"},{"id":"4f06ba95-e9ed-476a-aa16-66d9bb7b1e5b","source":"hackernews","source_id":"48767902","content_type":"comment","title":null,"body_preview":"A good start. From 2024: \"A company allegedly tracked people’s visits to nearly 600 Planned Parenthood locations across 48 states and provided that data for one of the largest anti-abortion ad campaig","author":"danielrmay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48767902"},{"id":"c6f7ff65-fc8a-475e-a9b2-396c5c5112a7","source":"hackernews","source_id":"48768433","content_type":"comment","title":null,"body_preview":"Given the actual informed and uncoerced choice, people say no to this kind of collection and especially its sale or use for any purpose other than the explicit service they thought they were allowing ","author":"jmward01","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.14212498650266145,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48768433"},{"id":"d5a98e2b-a940-42c5-adb2-dbf4055b749f","source":"hackernews","source_id":"48760161","content_type":"post","title":"Show HN: SwiftShrink – compress an image to an exact KB size, in the browser","body_preview":"Show HN: SwiftShrink – compress an image to an exact KB size, in the browser","author":"Talha_Asjad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760161"},{"id":"de32333f-aab5-42b4-8fcb-964b3d0b5d20","source":"hackernews","source_id":"48765920","content_type":"post","title":"Atomic Force Microscope high-speed video, stainless etching, bacteria, and more","body_preview":"Atomic Force Microscope high-speed video, stainless etching, bacteria, and more","author":"mhb","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765920"},{"id":"6b504fe6-9f08-43fe-bc84-d393f0342d5f","source":"hackernews","source_id":"48765963","content_type":"post","title":"In \"Stalin's Apostles,\" spies relied on their pedigrees to evade suspicion","body_preview":"In \"Stalin's Apostles,\" spies relied on their pedigrees to evade suspicion","author":"Tomte","classification":"human_created","confidence":0.7,"indicators":["title_as_headline","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48765963"},{"id":"8931b16b-17e4-42d9-a63b-d7699ba5c143","source":"hackernews","source_id":"48760309","content_type":"post","title":"Open dataset of cannabis growing problems (79 structured diagnoses, JSON/CSV)","body_preview":"Open dataset of cannabis growing problems (79 structured diagnoses, JSON/CSV)","author":"cannabisdoc","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Thu Jul 02 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48760309"},{"id":"32079d67-ec9d-448f-b651-037fabc8392b","source":"hackernews","source_id":"48708602","content_type":"post","title":"Show HN: Unobin compiles Infrastructure as Code to one binary","body_preview":"Unobin is a language and compiler for Infrastructure as Code (IaC).\nIaC source is written and compiled to a binary, called a factory. The factory includes the runtime and all dependencies. 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One to test as a Minecraft computer for the kids, one for the homelab, and one just because they were cheap. They only came with 8GB R","author":"blakeshall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@blakeshall/116847201356050678"},{"id":"47e8f0f9-6867-4962-9ee4-8a634ea7ec64","source":"mastodon","source_id":"hachyderm.io:116847202281690333","content_type":"post","title":null,"body_preview":"All of Marbella Telefónica Fiber Optic internet just went out! No ETA.\n\nI was just watching Belgium tie the game 2-2!\n\nUSA plays in 1 hour and Spain tomorrow, and we have no internet again!","author":"Splaktar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@Splaktar/116847202281690333"},{"id":"dd9c3b01-41a2-41dc-8fe8-877696ab2e3a","source":"mastodon","source_id":"hachyderm.io:116847204065865966","content_type":"post","title":null,"body_preview":"RE: https://mastodon.nz/@leighelse/116846434169360710\n\nThe fuck I will. And I won’t do business with you ever if you expect me to.","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.41317249312278786,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116847204065865966"},{"id":"6b53c850-ed1a-4de1-85a7-64befab97473","source":"mastodon","source_id":"hachyderm.io:116847217285876004","content_type":"post","title":null,"body_preview":"New #Florida #Law Bans Local #NetZero #Emissions Policies\nGov. #DeSantis characterized the #cleanenergy goals the law bans as “radical #climate policies,” although experts say the law will not necessa","author":"BenjaminHCCarr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","quoting_external_source","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BenjaminHCCarr/116847217285876004"},{"id":"dd79fd71-640e-491c-a3a7-57e59d137e09","source":"mastodon","source_id":"hachyderm.io:116847223251915348","content_type":"post","title":null,"body_preview":"Sent out an RFC for GCC to turn off `-ftrapping-math` by default for C and C++.\nThis will make GCC inline for clang/LLVM. \nA few years ago I would have recommened doing the opposite that is an RFC for","author":"pinskia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.31952022439555605,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@pinskia/116847223251915348"},{"id":"0ee9e124-79b9-4627-8104-a494f008b886","source":"mastodon","source_id":"hachyderm.io:116847256621135954","content_type":"post","title":null,"body_preview":"How did we get from prompt engineering to context engineering? Kezhan Shi outlines the key shifts in the recent development of RAG systems. https://towardsdatascience.com/context-engineering-for-rag-t","author":"towardsdatascience","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@towardsdatascience/116847256621135954"},{"id":"895145f3-5e72-4fb1-b3ec-fe6cabc6523b","source":"mastodon","source_id":"hachyderm.io:116847256907386807","content_type":"post","title":null,"body_preview":"Qwen 3.6 27B is the sweet spot for local development - Quesma Blog #devopsish https://quesma.com/blog/qwen-36-is-awesome/","author":"ChrisShort","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4124759299549706,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ChrisShort/116847256907386807"},{"id":"fc35dc64-5119-4b83-827c-49d70dfe3948","source":"mastodon","source_id":"hachyderm.io:116847257409920224","content_type":"post","title":null,"body_preview":"been babysitting gpt-5.4 for most of today. I can't believe this is my life right now.","author":"keinzirp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@keinzirp/116847257409920224"},{"id":"8253a8fe-0a81-4622-9143-197481b2f533","source":"mastodon","source_id":"hachyderm.io:116847278453159863","content_type":"post","title":null,"body_preview":"What Is SLAM\nSimultaneous Localization and Mapping (SLAM) helps systems determine their location while mapping their surroundings. That matters in both #robotics and #automotive.\nIn case you want a sh","author":"estherschindler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@estherschindler/116847278453159863"},{"id":"bf58b5f2-7b52-4389-b2b9-f45bf7d625c7","source":"mastodon","source_id":"hachyderm.io:116847280434628008","content_type":"post","title":null,"body_preview":"Several oak titmice have taken to splooting in the birdseed. Trying to cool off? Dirt bathing? Something else?","author":"whack","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.34651179612279165,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@whack/116847280434628008"},{"id":"5b6d3f13-5f78-42d0-aa8b-e6e1e8b7ef0d","source":"mastodon","source_id":"hachyderm.io:116847290844647376","content_type":"post","title":null,"body_preview":"A couple seasons or several years late to indoor bike trainers and home gym equipment. Aside from that, we all got sick and I started diversifying my bike commute last month. https://mattwidmann.net/e","author":"mattwidmann","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","self_reference","external_link_with_context"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mattwidmann/116847290844647376"},{"id":"58951ab5-2ce3-47f1-a93b-0cee38f051f5","source":"mastodon","source_id":"hachyderm.io:116847303700537542","content_type":"post","title":null,"body_preview":"It looks like \"AX\" and \"AUX\" are getting traction among API-oriented people for describing an \"agentic experience.\" I don't like this one bit. \n\nUser Experience (UX) and Developer Experience (DX, i.e.","author":"earth2marsh","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","analogies","proposed_alternative"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@earth2marsh/116847303700537542"},{"id":"e1bb7ea2-d6e6-435c-8a32-ddc9d54a8f31","source":"mastodon","source_id":"hachyderm.io:116847312806685682","content_type":"post","title":null,"body_preview":"U.S.A.I.D. Cuts Killed People. That’s the Truth. https://www.nytimes.com/2026/07/01/opinion/usaid-elon-musk-doge.html","author":"dualkei","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","external_link_with_commentary","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@dualkei/116847312806685682"},{"id":"81a785e0-53f8-4077-bab7-ab6a05ff96f9","source":"mastodon","source_id":"hachyderm.io:116847319284738302","content_type":"post","title":null,"body_preview":"I intend to pull CAT6 cabling in lieu of the telephone and coax cable, but I'm lacking so much tribal knowledge about this house.","author":"pierrenick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@pierrenick/116847319284738302"},{"id":"4d3e1f0c-390a-4d8c-8612-ad638079f92b","source":"mastodon","source_id":"infosec.exchange:116847121699758512","content_type":"post","title":null,"body_preview":"The Asgore's flowers theme from Deltarune Chapter5 hits so hard. I was not expecting the ZUNpet, lol.","author":"parsethisthing","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@parsethisthing/116847121699758512"},{"id":"b07f37c9-60db-4998-b62d-79dac9aa75bb","source":"mastodon","source_id":"infosec.exchange:116847122031558372","content_type":"post","title":null,"body_preview":"Went to replace my old fan with a nice new Noctua fan.  Um, oops.","author":"FritzAdalis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@FritzAdalis/116847122031558372"},{"id":"4255f91d-e800-43de-bfee-c53e8084aedd","source":"mastodon","source_id":"infosec.exchange:116847127429652436","content_type":"post","title":null,"body_preview":"late ET penalty for Belgium\n\nThat looks to help them escape the shootout. \n\nQuite the miraculous turn around!\n\n#BELSEN #FIFAworldcup","author":"jaythvv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116847127429652436"},{"id":"1be720b1-bd5a-475d-abd9-bc2c19262aae","source":"mastodon","source_id":"infosec.exchange:116847128848357510","content_type":"post","title":null,"body_preview":"Missing person in #Washington state, near Centralia.  #MMIP #AmberAlert","author":"indie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@indie/116847128848357510"},{"id":"6050e371-198f-445f-85a2-e7a1202bdf4b","source":"mastodon","source_id":"infosec.exchange:116847130753543748","content_type":"post","title":null,"body_preview":"CIOs rethink the balance between AI oversight and innovation | CIO https://www.cio.com/article/4188566/cios-rethink-the-balance-between-ai-oversight-and-innovation.html","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["sharing_external_link","lack_of_ai_signals"],"bot_score":0.38639726383651846,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116847130753543748"},{"id":"d72184ea-b50a-4940-909c-4d8de912d891","source":"mastodon","source_id":"infosec.exchange:116847140978872415","content_type":"post","title":null,"body_preview":"Pan seared pork tenderloin with lima bean and capers in a sour cream dill sauce. #cooking #food #foodporn","author":"plinth","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@plinth/116847140978872415"},{"id":"ff1b1740-e45c-4a47-b2d9-e32634d71998","source":"mastodon","source_id":"infosec.exchange:116847152289728996","content_type":"post","title":null,"body_preview":"How the hell can one send a file from one Android phone to another using Bluetooth? Is it somehow hidden or disabled by Google already?","author":"wikiyu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@wikiyu/116847152289728996"},{"id":"89bd8727-385f-4b5c-b03a-4da09e886dea","source":"mastodon","source_id":"infosec.exchange:116847162893696536","content_type":"post","title":null,"body_preview":"Last chance for Senegal free kick goes over and ends their tournament.\n\nCruel, cruel football gods\n\n3-2 FT+ET\n\nTears for Senegal, tears of happiness and disbelief for the Red Devils...\n\n#BELSEN #FIFAw","author":"jaythvv","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaythvv/116847162893696536"},{"id":"7e080065-6f79-4495-9ab6-295483299dfa","source":"mastodon","source_id":"infosec.exchange:116847179686257023","content_type":"post","title":null,"body_preview":"Today's backyard slime mold: the majestic lycogala epidendrum","author":"lcamtuf","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lcamtuf/116847179686257023"},{"id":"3192a85e-ea70-4720-ad20-fedcd3cb6a14","source":"mastodon","source_id":"infosec.exchange:116847180795929813","content_type":"post","title":null,"body_preview":"RE: https://infosec.exchange/@agent0x0/116834160735284760\n\n@agent0x0 and @secureideas had be on their @sharedsecurity podcast, where we told stories like when Tom made me break in to a building, when ","author":"jaybeale","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jaybeale/116847180795929813"},{"id":"3ed6c1bd-2f6c-4868-a506-aeda3ffcb2c0","source":"mastodon","source_id":"infosec.exchange:116847181669547615","content_type":"post","title":null,"body_preview":"Your average woke immigrant in Canada but regardless of skin colour ofc:","author":"anon98","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@anon98/116847181669547615"},{"id":"34ec4fab-0f82-4447-8ef5-0bd45f41b535","source":"mastodon","source_id":"infosec.exchange:116847188359493757","content_type":"post","title":null,"body_preview":"I see many of you post your years of xp on your linkedin profile - I feel at this point, this is a detriment to someone my age\n\nisn't capitalism great?!","author":"coleens_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.34188110309741293,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@coleens_/116847188359493757"},{"id":"2c160a7a-b502-4568-bc6e-51949b712a63","source":"mastodon","source_id":"infosec.exchange:116847193486244447","content_type":"post","title":null,"body_preview":"YOU SENT HIM TO PHILLY?  BRAD.  WTF.\nFor the corpse of Paul George?\nUGHHHH!!!\n#Celtics #sports","author":"taimaninuehararin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@taimaninuehararin/116847193486244447"},{"id":"938f3511-41b7-4ff1-b667-6a80c6310bbe","source":"mastodon","source_id":"infosec.exchange:116847197310463378","content_type":"post","title":null,"body_preview":"🚨 The Gentlemen Ransomware claims 22 victims\n\n🇭🇰 Pou Sheng International - Sportswear distributor and retailer for major brands including Nike, adidas, PUMA, and Under Armour.\n\n🇩🇪 Thyssenkrupp Marine ","author":"DarkWebInformer","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@DarkWebInformer/116847197310463378"},{"id":"c611283a-ffa9-42ce-8655-3eaa2948f417","source":"mastodon","source_id":"infosec.exchange:116847201953722507","content_type":"post","title":null,"body_preview":"ASN: AS2518\nLocation: Chiba, JP\nAdded: 2026-06-30T11:10\n\n#shodansafari #infosec","author":"shodansafari","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116847201953722507"},{"id":"eeb73229-bbcd-4988-ba03-d873f204f500","source":"mastodon","source_id":"infosec.exchange:116847202189317446","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//facebook6688[.]cn\n 🧬 Analysis at: https://urldna.io/scan/6a455d683b77500007ded63c\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3969380771358484,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116847202189317446"},{"id":"6ed67034-2e45-4dec-96a5-c002b1129919","source":"mastodon","source_id":"infosec.exchange:116847205331072633","content_type":"post","title":null,"body_preview":"#chrome extension Salesnavsplit — Linkedin seems malicious. Its #cybersecurity badness score is 93/100!\n\n```json\n{\"id\": \"laaokndehoihidaebpdnknlngflfghie\", \"score\": 93, \"platform\": \"chrome\", \"name\": \"","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","specific_details"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/116847205331072633"},{"id":"2886a1f5-aade-4318-b4d5-f051e9402593","source":"mastodon","source_id":"infosec.exchange:116847205447327671","content_type":"post","title":null,"body_preview":"#chrome extension Nina Redgifs seems malicious. Its #cybersecurity badness score is 87/100!\n\n```json\n{\"id\": \"gflhcillomcadgghkpjineeogahgjodm\", \"score\": 87, \"platform\": \"chrome\", \"name\": \"Nina Redgifs","author":"malicious_browser_bot","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","specific_detail"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/116847205447327671"},{"id":"1bf256aa-3581-41a7-a2c4-6fafef130ad9","source":"mastodon","source_id":"infosec.exchange:116847211668531714","content_type":"post","title":null,"body_preview":"Ended up writing about this.\n\nhttps://taggart-tech.com/coop/","author":"mttaggart","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@mttaggart/116847211668531714"},{"id":"dd4221ea-f7c7-4b0d-b5aa-2c9e3ea029c8","source":"mastodon","source_id":"infosec.exchange:116847217771324337","content_type":"post","title":null,"body_preview":"Playing #harvestmoon #snes and am wondering if there was ever a plan to allow any interaction other than blocking you - the horsey baby you get in winter! You cannot pick it up, you named the thing, y","author":"thejikz","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.3390444500425955,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@thejikz/116847217771324337"},{"id":"0cf69720-0bb3-4dc5-8d19-08a75af0dbef","source":"mastodon","source_id":"infosec.exchange:116847219956286583","content_type":"post","title":null,"body_preview":"How much of Hacker News is AI, part 2. TL;DR: ~50% of the daily top as of June 2026.\n\nMethodology and other info: https://lcamtuf.substack.com/p/how-much-of-hn-is-ai","author":"lcamtuf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","external_link_sharing","specific_claim_with_source"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lcamtuf/116847219956286583"},{"id":"02225df8-1059-4d1d-82c0-4d8342443005","source":"mastodon","source_id":"infosec.exchange:116847231201434348","content_type":"post","title":null,"body_preview":"Inola, OK council unanimously passed a 60-day construction moratorium on EGA's $4B aluminum smelter, stalling it amid fluoride emission fears and Gov. Stitt's pressure campaign against AG Drummond's l","author":"geeknik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.39526780779382514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@geeknik/116847231201434348"},{"id":"272ced36-26d8-4797-8305-a528ee75a4d0","source":"mastodon","source_id":"infosec.exchange:116847233351358654","content_type":"post","title":null,"body_preview":"The severity is increased for this new vulnerability affecting Google Chrome (CVE-2026-14149) https://vuldb.com/vuln/375399","author":"vuldb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.42412426500972444,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vuldb/116847233351358654"},{"id":"0d800abd-715b-4cac-8ed1-b8dfd77a4ef2","source":"mastodon","source_id":"infosec.exchange:116847235768125419","content_type":"post","title":null,"body_preview":"@jerry I think I'm matching the beauty of your orchids here","author":"lcamtuf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lcamtuf/116847235768125419"},{"id":"5bc15580-7ce3-401a-ac4f-d77e4ff1b62b","source":"mastodon","source_id":"infosec.exchange:116847248708898748","content_type":"post","title":null,"body_preview":"Russia uses Cellebrite to break into human rights activist’s phone, even after cancellation of contract https://cyberscoop.com/russia-cellebrite-activist-phone-hacking/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38639726383651846,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116847248708898748"},{"id":"4427f831-ff35-42b7-a824-1211afed003b","source":"mastodon","source_id":"infosec.exchange:116847253673117077","content_type":"post","title":null,"body_preview":"\"북한 배후 조직의 자금세탁 인프라 및 네트워크 분석\" published by S2W. #Cryptocurrency, #TraderTraitor, #MoneyLaundering, #Lazarus, #Bybit https://s2w.inc/ko/resource/detail/1090","author":"lazarusholic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lazarusholic/116847253673117077"},{"id":"2807368a-338b-4962-a6d5-8e8cbf78cb27","source":"mastodon","source_id":"infosec.exchange:116847254985931788","content_type":"post","title":null,"body_preview":"\"PolinRider: North Korea-Linked Supply Chain Campaign Expands Across Open Source Ecosystems\" published by Socket. #SupplyChain, #OmniStealer, #PolinRider https://socket.dev/blog/polinrider-north-korea","author":"lazarusholic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lazarusholic/116847254985931788"},{"id":"e45e46ac-53c2-4cc5-98d6-3652835c4ad8","source":"mastodon","source_id":"infosec.exchange:116847257345131281","content_type":"post","title":null,"body_preview":"One way for leadership to project future losses is using annualized loss expectancy formula.\n\nI made this calculator available for those who are curious. Even though I do not collect any data you inpu","author":"mousa_cloud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@mousa_cloud/116847257345131281"},{"id":"aa873af2-9eab-4745-8a94-44fbbb904c24","source":"mastodon","source_id":"infosec.exchange:116847258147731124","content_type":"post","title":null,"body_preview":"Whew someone is really unhappy with @briankrebs.  The bots have been hammering defcon.social and now mastodon.social.","author":"jerry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@jerry/116847258147731124"},{"id":"47712e60-e7ca-492e-b0ad-3321b1d8469d","source":"mastodon","source_id":"infosec.exchange:116847259608155678","content_type":"post","title":null,"body_preview":"Thanks to Hanjo and the Boston Consulting Group (BCG) for a great conversation on cybersecurity compliance, challenges, and opportunities in rapidly evolving digital world!\n\nListen to the audio podcas","author":"MatthewRosenquist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@MatthewRosenquist/116847259608155678"},{"id":"8a569c58-4439-4520-9418-15c40c16eed7","source":"mastodon","source_id":"infosec.exchange:116847262317305493","content_type":"post","title":null,"body_preview":"The wise and powerful @k8em0 has seen many and more security civilizations rise and fall.","author":"dennisf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","personal_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@dennisf/116847262317305493"},{"id":"8dc549ef-41b5-4c90-9add-75f5996676ac","source":"mastodon","source_id":"infosec.exchange:116847265155229764","content_type":"post","title":null,"body_preview":"mandatory cold snack tonight - it was supposed to be 95 today, hit 100, weather is over achieving #cold cup of coffee achievers","author":"gary_alderson","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4228032552968469,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gary_alderson/116847265155229764"},{"id":"92d9e8c3-6fa6-42f8-8fe7-a83a6f5041a1","source":"mastodon","source_id":"infosec.exchange:116847286375190062","content_type":"post","title":null,"body_preview":"The severity is increased for this new vulnerability affecting Google Chrome (CVE-2026-14040) https://vuldb.com/vuln/375334","author":"vuldb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.42412426500972444,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vuldb/116847286375190062"},{"id":"b5733294-6e02-4185-932f-8266ea4539c1","source":"mastodon","source_id":"infosec.exchange:116847292498727703","content_type":"post","title":null,"body_preview":"it is 90 inside with the ac mini split running full blast - that's how hot it is","author":"gary_alderson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity"],"bot_score":0.4228032552968469,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gary_alderson/116847292498727703"},{"id":"850ff80d-3f09-454d-a30f-63a08d9b8092","source":"mastodon","source_id":"fosstodon.org:116846875584215630","content_type":"post","title":null,"body_preview":"Stopping production of physical media is the right direction.\n\nTo be clear, this will not be very good at the beginning. Digital media is in a horrendous state right now and it will come with loads of","author":"alethenorio","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@alethenorio/116846875584215630"},{"id":"bd3f3e70-10fc-4d78-a081-6572f7ebce40","source":"mastodon","source_id":"fosstodon.org:116846889831151842","content_type":"post","title":null,"body_preview":"8K Evening Run\n\nI never do this: evening runs. Unless - like today - I have to. We attended a family party celebrating a new highschool graduation. And for some reason I didn’t plan very well and got ","author":"moelholm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@moelholm/116846889831151842"},{"id":"1023dcd2-1433-4f4b-b583-0408e6b2e204","source":"mastodon","source_id":"fosstodon.org:116846902687597417","content_type":"post","title":null,"body_preview":"AlmaLinux OS 9.2 is now Common Criteria (EAL1) certified! 🎉\n\nBig thanks are in order to longtime Platfinum sponsor Cybertrust Co., Ltd., whose engineers led this. \n\nGet all the details here. 👉  https:","author":"almalinux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_announcement","acknowledgement_of_sponsors","direct_call_to_action"],"bot_score":0.32956747593823904,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@almalinux/116846902687597417"},{"id":"df9266e2-9372-4581-863b-c4721b6aadff","source":"mastodon","source_id":"fosstodon.org:116846904905750242","content_type":"post","title":null,"body_preview":"🧠✨ How can we ensure that the emerging brain commons remains open, accountable and governed in the public interest?\n\n🔜 𝗧𝗵𝗲 𝗧𝗲𝗰𝗵 𝗪𝗲 𝗪𝗮𝗻𝘁 𝗳𝗼𝗿 𝗢𝘂𝗿 𝗕𝗿𝗮𝗶𝗻 𝗖𝗼𝗺𝗺𝗼𝗻𝘀 – save the date and register for our next ","author":"okfn","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","human_indicators_absent"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@okfn/116846904905750242"},{"id":"78d6fe6f-9b55-42fc-9fbc-f1305e748ffd","source":"mastodon","source_id":"fosstodon.org:116846904914672461","content_type":"post","title":null,"body_preview":"📣 𝗖𝗮𝗹𝗹 𝗳𝗼𝗿 𝗗𝗲𝗺𝗼𝘀: 𝗢𝗽𝗲𝗻 𝗡𝗲𝘂𝗿𝗼𝘁𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 𝗶𝗻 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲\nIf you work with neural signals and openness, we want to hear from you! Apply here (before 12 July): https://blog.okfn.org/call-for-demos-open-neurot","author":"okfn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","clear_call_to_action","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@okfn/116846904914672461"},{"id":"08abd9e4-3153-434d-82cf-0b50c50fd028","source":"mastodon","source_id":"fosstodon.org:116846905392167746","content_type":"post","title":null,"body_preview":"Remember guys if your sharing a picture with people. Clear exif data. \n\nStay safe. \n\n#privacy","author":"fossdaily","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@fossdaily/116846905392167746"},{"id":"aae5a527-e27c-4bc8-937b-7f0df03aff20","source":"mastodon","source_id":"fosstodon.org:116846914024134049","content_type":"post","title":null,"body_preview":"For some reason, today I thought about an old platformer called \"N\" that was so frickin hard, but really satisfying.\n\nThankfully, the Internet Archive has a playable version.\n\nhttps://archive.org/deta","author":"brianb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.28317128181420903,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@brianb/116846914024134049"},{"id":"0b675569-19c1-463a-9975-bd2fa9699ea4","source":"mastodon","source_id":"fosstodon.org:116846916567108263","content_type":"post","title":null,"body_preview":"FuriOS 14.0.3 is now released!\n\nNew release: face authentication, Vulkan support, camera recording fixes, external display & modem/GPS improvements, PulseAudio 17, CPU optimizations and more.\n\nhttps:/","author":"furilabs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@furilabs/116846916567108263"},{"id":"852716a7-824d-415d-875c-c37825eacdf6","source":"mastodon","source_id":"fosstodon.org:116846933758948929","content_type":"post","title":null,"body_preview":"I solved the mystery of the disappearing apples.\n\nMurphy does his \"but I'm cute!\" dance to melt my heart.","author":"stevepiercy","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@stevepiercy/116846933758948929"},{"id":"dfe66c1e-67a2-4d86-af49-9081a2488c1c","source":"mastodon","source_id":"fosstodon.org:116846937294958365","content_type":"post","title":null,"body_preview":"RE: https://fosstodon.org/@homeassistant/116846112884808397\n\nBiggest single improvement to our automation engine ever. Go check it out.","author":"balloob","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@balloob/116846937294958365"},{"id":"e6651db3-aff0-4591-9d04-c268f7b67156","source":"mastodon","source_id":"fosstodon.org:116846959740618407","content_type":"post","title":null,"body_preview":"Poor advice from the USA national level: \"gas up in a red state\"\n\nFirst, the gas prices are high no matter what \"color\" a state is.  Next, no one traveling the east coast (e.g.) is going to detour to ","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.3319751301081025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116846959740618407"},{"id":"1ee96fbf-b89f-404f-bebd-0729695f77ee","source":"mastodon","source_id":"fosstodon.org:116846962220865344","content_type":"post","title":null,"body_preview":"Rewatching #LieToMe #tvshow. Love me some Tim Roth. Like he was born for that role.","author":"rusty1281","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rusty1281/116846962220865344"},{"id":"6770aa87-230d-4a0b-81c3-1ae3fee213a1","source":"mastodon","source_id":"fosstodon.org:116846965573870073","content_type":"post","title":null,"body_preview":"Traefik v3.7.6 lands with a hefty batch of bug fixes across Kubernetes Gateway API, ACME, CORS, and forward-auth middleware. 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The #FOSS4G NA team is looking for talks to fill key gaps in the program for key areas, including:\n\n- The business of open source \n- Community \n- Resilience\n- Core tools like #QGI","author":"foss4gna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","call_to_action","specific_event_details"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@foss4gna/116847014193285708"},{"id":"84286d7a-a59a-4955-bde7-ad6277735088","source":"mastodon","source_id":"fosstodon.org:116847026357506515","content_type":"post","title":null,"body_preview":"thanks @btp!  \nCheck out this cool collection:\n\nhttps://fosstodon.org/collections/116768884064559349","author":"krisfreedain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3402294130233725,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@krisfreedain/116847026357506515"},{"id":"beb9d872-cac8-4812-ba5d-02d65641a907","source":"mastodon","source_id":"fosstodon.org:116847044103906334","content_type":"post","title":null,"body_preview":"This week, the trump EPA approved 3 “forever chemical” pesticides for use on food crops - diflufenican, epyrifenacil and trifludimoxazin.\n\nThe EPA also approved new uses of the PFAS pesticide bifenthr","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","external_links","niche_expertise"],"bot_score":0.31952260726210213,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116847044103906334"},{"id":"5e01710e-30f4-4858-9ee3-e2e1a7e104b4","source":"mastodon","source_id":"fosstodon.org:116847044380464240","content_type":"post","title":null,"body_preview":"Iridium9704LaunchPad (2.0.7) for samd by iridium.com\n\n➡️ https://gitlab.com/iridium/9704_launch_pad/arduino_library\n\nIoT from anywhere on Earth! 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What is the latest and greatest for this / what is everyone using?\n\ne.g. https://git","author":"JoshuaKGoldberg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@JoshuaKGoldberg/116847100035277534"},{"id":"caf7d7f5-4291-4e43-9645-b8d78cfc9e97","source":"mastodon","source_id":"fosstodon.org:116847121983926951","content_type":"post","title":null,"body_preview":"As I started out learning to program, I jumped right into every type of algorithm I could find, including Binary Search, and I have always thought I had a complete understanding of it until now.\n\nA re","author":"manwar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.3336431743999341,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@manwar/116847121983926951"},{"id":"09938336-5d85-402c-9fde-ec8defc5c726","source":"mastodon","source_id":"fosstodon.org:116847122981873760","content_type":"post","title":null,"body_preview":"Iridium9604LaunchPad (2.0.7) for samd by iridium.com\n\n➡️ https://gitlab.com/iridium/9604_launch_pad/arduino_library\n\nIoT from anywhere on Earth! Pair with an Iridium 9604 Launch Pad for seamless globa","author":"arduinoLibs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_product_announcement","absence_of_ai_signals"],"bot_score":0.36481282479987065,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116847122981873760"},{"id":"599191e8-1147-4b06-8493-be8f7f4608b4","source":"mastodon","source_id":"fosstodon.org:116847168939899260","content_type":"post","title":null,"body_preview":"Today I wrote some QoL functions for my org-mode files. I think elisp is growing on me. Thinking in lisp paradigm is different from what I'm used to (R, Python, C++, Perl, etc.) and I typically am los","author":"Mehrad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Mehrad/116847168939899260"},{"id":"efd4dd91-26d3-45ab-807f-4d4bd342656f","source":"mastodon","source_id":"fosstodon.org:116847178441878174","content_type":"post","title":null,"body_preview":"Nope not interested in Sony anymore. Shame on them for killing game discs.","author":"aaronmccollum","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.2790800936184264,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@aaronmccollum/116847178441878174"},{"id":"98e8634b-199d-4875-b5b1-baac64f2216b","source":"mastodon","source_id":"fosstodon.org:116847186293202368","content_type":"post","title":null,"body_preview":"Eyeron 🦀 is a Rust implementation of the EYE reasoner, bringing semantic web reasoning to a small, fast, native toolchain.\n\nNow passing 1170/1170 W3C RDF tests and 1161/1161 Notation3 tests.\n\nConforma","author":"josd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_announcement"],"bot_score":0.3601649234292569,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@josd/116847186293202368"},{"id":"fcb0f529-b014-41e9-9dde-bf9a5110e407","source":"mastodon","source_id":"fosstodon.org:116847202019040492","content_type":"post","title":null,"body_preview":"#RStats #Doom things:\n\nSince this pkg will never(?) be on CRAN, I'm getting quite comfortable initializing R objects within C and just plonking them directly in the global environment.\n\nThen in the R ","author":"coolbutuseless","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.2991944196814905,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@coolbutuseless/116847202019040492"},{"id":"a65029d2-55ec-43ae-aec7-df581258b549","source":"mastodon","source_id":"fosstodon.org:116847202335547248","content_type":"post","title":null,"body_preview":"XBLA Version Of Castlevania: Symphony Of The Night Gets The Recompilation Treatment | Time Extension\nhttps://www.timeextension.com/news/2026/07/xbla-version-of-castlevania-symphony-of-the-night-gets-t","author":"llvm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.38588643704351444,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@llvm/116847202335547248"},{"id":"73d34f7f-088a-4d47-8b13-0e2341e62a6a","source":"mastodon","source_id":"fosstodon.org:116847208479805323","content_type":"post","title":null,"body_preview":"With the news out of Sony, it’s worse than you think - and if you think you can pirate, it’s not that easy.\n\nConsole gaming is dead.\n\nhttps://jpeisach.github.io/blog/gaming/wiiu/switch2/homebrew/2026/","author":"itzswirlz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","original_commentary_around_quote"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@itzswirlz/116847208479805323"},{"id":"8976f334-f688-4ec6-8f60-8fc89ffac826","source":"mastodon","source_id":"fosstodon.org:116847210382256686","content_type":"post","title":null,"body_preview":"It wouldn’t be #CanadaDay in #Ottawa without some good rain.","author":"shawnhooper","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.31317663194040085,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@shawnhooper/116847210382256686"},{"id":"34f3b4f2-8834-4871-8c08-1a82b388ad32","source":"mastodon","source_id":"fosstodon.org:116847239720899947","content_type":"post","title":null,"body_preview":"This is perfect. Loeb has identified eight of the last zero alien spacecraft to visit Earth.\n\nhttps://apnews.com/article/trump-ufo-council-avi-loeb-science-uaps-5798dd793b77aeb2d9baa99586ad8a85","author":"drdrang","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.29481741079155244,"content_class":null,"collected_at":"Wed Jul 01 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drdrang/116847239720899947"},{"id":"fed29fd4-4545-4cbc-845a-2b565151af1f","source":"reddit","source_id":"t1_ov0fntj","content_type":"comment","title":null,"body_preview":"Do you have a link to the interview? Having trouble finding it.","author":"cdrini","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0fntj/"},{"id":"a3041c5f-08a8-44b8-9157-5408555752c0","source":"reddit","source_id":"t1_ov0fpiz","content_type":"comment","title":null,"body_preview":"Nothing about this response was surprising. You do rely on character attacks rather than counter arguments though.","author":"Immediate_Song4279","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0fpiz/"},{"id":"786de40c-a4df-4541-be0f-acaad021f47e","source":"reddit","source_id":"t1_ov0fsu4","content_type":"comment","title":null,"body_preview":"The key is to only read books published before 2015. RIP the publishing industry; huzzah for dusty, under lit secondhand bookstores run by grumpy old men.","author":"Te_Henga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0fsu4/"},{"id":"3f4e51c3-cc6a-4800-a21c-a504824ced5e","source":"reddit","source_id":"t1_ov0fzmc","content_type":"comment","title":null,"body_preview":"My guy, I would urge you to look up the Dunning Kruger effect, because I'm starting to fear that you think you sound intelligent and reasonable here.  We're not in a court of law. Your copied and past","author":"melonofknowledge","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0fzmc/"},{"id":"a0664848-5787-483a-91bc-17f2668e9993","source":"reddit","source_id":"t1_ov0fzxf","content_type":"comment","title":null,"body_preview":"I read this for book club and agree with you. If there's a dragon, and the protagonist is a misunderstood, unathetic dork who suddenly realizes her strength and new talent AND has a smartass attitude.","author":"LazyMetal4580","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujf4o6/please_name_one_book_that_you_read_completely_and/ov0fzxf/"},{"id":"440571d9-61cc-4691-8800-e05d3f086ef7","source":"reddit","source_id":"t1_ov0g038","content_type":"comment","title":null,"body_preview":"Book 1 was okay.  Book 2 is one of the worst books I've read. There a reason book 3 still isn't here 15 fucking years later. He's a shit writer that got lucky once.","author":"Nova762","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1smuna0/thoughts_on_red_rising_by_pierce_brown_and_why_im/ov0g038/"},{"id":"40da7d1d-3d32-4ec7-8ece-bf7a9f56597d","source":"reddit","source_id":"t1_ov0g1or","content_type":"comment","title":null,"body_preview":"It took me until halfway through book 4 to be really really hooked. I enjoyed them before that but was seriously considering not finishing. But then I blew through the rest in like 2 weeks. Things get","author":"SomnambulicSojourner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujs3fz/dungeon_crawler_carl_wow/ov0g1or/"},{"id":"4c9e7bfa-307c-4b3f-b271-882f6b0fff18","source":"reddit","source_id":"t1_ov0gak3","content_type":"comment","title":null,"body_preview":"Why/how is it legal for 2 books to have the same title in the same genre?","author":"LazyMetal4580","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujf4o6/please_name_one_book_that_you_read_completely_and/ov0gak3/"},{"id":"9ff80f1a-e8b9-4632-a1a5-b070a034cc49","source":"reddit","source_id":"t1_ov0gaxr","content_type":"comment","title":null,"body_preview":"The whole concept of extinction credits was both utterly plausible yet deliciously twisted!  I bounced off Luna because it felt more like Game of Thrones on the moon. I disliked most of the PoV charac","author":"elphyon","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukcx56/kim_stanley_robinsons_mars_trilogy_might_be_the/ov0gaxr/"},{"id":"7c83769c-8df6-4007-aa79-5b141caa712d","source":"reddit","source_id":"t1_ov0gg45","content_type":"comment","title":null,"body_preview":"You haven't provided any arguments to counter, and I dislike you deeply on a personal level for generating AI art. Have a terrible day.","author":"vampiredisaster","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0gg45/"},{"id":"0ec8582f-a116-42bb-aa60-a1fac2bbeda1","source":"reddit","source_id":"t1_ov0gkr6","content_type":"comment","title":null,"body_preview":"I don't have to reconcile anything. We are literally told the detection method is flawed in the same article. I don't have to speculate on the results of a test known to be unreliable. Could it be a f","author":"MaiLittlePwny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0gkr6/"},{"id":"7fea1ee3-9bfb-4918-8613-737201749bff","source":"reddit","source_id":"t1_ov0gydm","content_type":"comment","title":null,"body_preview":"Saying “writ-large” puts you squarely in the category of chronically on Reddit people who hate on DCC, Sando, anything popular with the masses","author":"greatwhitekitten","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujs3fz/dungeon_crawler_carl_wow/ov0gydm/"},{"id":"2056d946-a06d-46bf-be6a-87cbe906cb34","source":"reddit","source_id":"t1_ov0gzm6","content_type":"comment","title":null,"body_preview":"I dont think this AI. It wouldnt write something generic not something that dumb.","author":"ralts13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0gzm6/"},{"id":"c8b85f59-0b63-4a5e-84aa-614db314cdca","source":"reddit","source_id":"t1_ov0h2ka","content_type":"comment","title":null,"body_preview":"(As a disclaimer, I have read the Martian and Project Hail Mary but not Artemis) Andy Weir, I think, is an author whose reach and audience has perhaps been inflated by his movies past the demographic ","author":"ImperativeNoob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uk32p6/thoughts_on_weir_after_project_hail_mary_and/ov0h2ka/"},{"id":"94918c5f-51a4-4c1c-b43e-cdb638fb1677","source":"reddit","source_id":"t1_ov0h50n","content_type":"comment","title":null,"body_preview":"I really can't agree here. Those sentences are clumsy, but at least they make sense.","author":"Sometimes_a_smartass","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0h50n/"},{"id":"3dd9b8d7-7550-4166-b73e-4118425a7b3f","source":"reddit","source_id":"t1_ov0hbb2","content_type":"comment","title":null,"body_preview":"Anything that applies to the point I made, or just more personal attacks? Surely you have *something* to say about the point? Bit suspicious to write several sentences and none of them address what I ","author":"Queasy_Huckleberry27","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0hbb2/"},{"id":"ace27f93-4143-408b-a0f0-6815006ff79a","source":"reddit","source_id":"t1_ov0ho43","content_type":"comment","title":null,"body_preview":"Wasn't the point. I've yet to see anyone engage with the point. Numerous people have zinged me with the fact that they aren't the best demonstrative examples on the planet. The point remains kind of u","author":"MaiLittlePwny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0ho43/"},{"id":"69104c52-da26-423f-86a1-8a795391d885","source":"reddit","source_id":"t1_ov0hsky","content_type":"comment","title":null,"body_preview":"I think it's mainly a reddit/social media problem where people act like everything is either a 11/10 or a 1/10. Either The Last Jedi is utterly profound and life changing, or the worst film ever made.","author":"Tiprix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujs3fz/dungeon_crawler_carl_wow/ov0hsky/"},{"id":"3b8493e9-aee1-4382-9e1e-03cbca188ac1","source":"reddit","source_id":"t1_ov0hsnd","content_type":"comment","title":null,"body_preview":"https://reddit.com/link/ov0hsnd/video/6iq7nnzqbpah1/player","author":"Endlespi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujs3fz/dungeon_crawler_carl_wow/ov0hsnd/"},{"id":"3d1d0f34-dbb4-4933-b631-367ff1116e8c","source":"reddit","source_id":"t1_ov0htdt","content_type":"comment","title":null,"body_preview":"While reading I was trying to remember the name of that book (Running Out of Time) because I immediately thought that might be the answer and so wasn't as shocked when it was--same, internet stranger,","author":"wicherwill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1svdtbb/was_anyone_else_disappointed_by_yesteryear/ov0htdt/"},{"id":"8da60561-601d-4960-8adc-61efa182a145","source":"reddit","source_id":"t1_ov0hy50","content_type":"comment","title":null,"body_preview":"That's the thing like... AI or not it's just really kind of terrible? So the fact that it's winning an award over presumably like.. I don't know, at least moderately better written stories, let alone ","author":"hill-o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ukpf9k/short_story_widely_accused_on_social_media_of/ov0hy50/"},{"id":"aa38a0d4-6cf8-4895-b543-d40c8c0ce523","source":"reddit","source_id":"t1_ov0i01t","content_type":"comment","title":null,"body_preview":"I read until I'm bored. There are more books that I want to read than I'll ever get to in my lifetime. I'm not slogging through something I'm not feeling in the hopes it might get better.","author":"medes24","classification":"human_created","confidence":0.8,"indicators":["absence_of_personality","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uhwpoa/weekly_faq_thread_june_28_2026_when_do_you_give/ov0i01t/"},{"id":"af01701b-0abd-47b1-8d5d-8285ac95163c","source":"reddit","source_id":"t1_ov0i307","content_type":"comment","title":null,"body_preview":"Yes it’s almost silly to do a whole write up about it given how much Weir just does not care about character development or thematic depth, etc. which is okay. These books are awesome and you read the","author":"Wedbo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uk32p6/thoughts_on_weir_after_project_hail_mary_and/ov0i307/"},{"id":"1d732fc8-405e-486f-823e-ea2f584fc504","source":"reddit","source_id":"t1_ov0i873","content_type":"comment","title":null,"body_preview":"Fun movies often scored better than the ones shooting for citizen Kane.  I find this kind of discourse to be painful because Citizen Kane is a fun movie.","author":"WabbitFire","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ujs3fz/dungeon_crawler_carl_wow/ov0i873/"},{"id":"e0d05490-619c-457e-8e08-e1cda930fe7f","source":"reddit","source_id":"t1_ov0hf0i","content_type":"comment","title":null,"body_preview":"It’s crazy how much this one family is shaping the movie industry","author":"GruggleTheGreat","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukrp86/siren_head_horror_movie_based_on_internet_meme_in/ov0hf0i/"},{"id":"65528c46-5af8-4d4a-8e73-5c2ed42934d2","source":"reddit","source_id":"t1_ov0hf3s","content_type":"comment","title":null,"body_preview":"We are talking about the same director that took a superhero/comic book movie and gave it realism so I wouldn’t be surprised if we’re seeing a similar thing here","author":"CellarDoorVoid","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukkcfl/the_odyssey_final_trailer/ov0hf3s/"},{"id":"f1542ab4-b870-4255-97fe-f79de7230021","source":"reddit","source_id":"t1_ov0hf6e","content_type":"comment","title":null,"body_preview":"This is probably the worst case of mistiming that I have ever inflicted upon myself, haha. As I said, I thought for sure that it couldn't have possibly been the final scene and that there was at least","author":"jenet-zayquah","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9p5pz/official_discussion_leviticus_spoilers/ov0hf6e/"},{"id":"5cb1d1a6-291c-4fe4-b648-8c2f78d120b7","source":"reddit","source_id":"t1_ov0hg4p","content_type":"comment","title":null,"body_preview":"Some new ones I really like are Love Lies Bleeding and I Saw the TV Glow","author":"pigwig18","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0l18/what_are_some_of_your_favourite_movies_directed/ov0hg4p/"},{"id":"f15220a7-825a-459c-98e9-f8c69194a271","source":"reddit","source_id":"t1_ov0hgbu","content_type":"comment","title":null,"body_preview":"There's nothing in the beginning that says he does, is my point. He's just a coward to begin with.","author":"eternali17","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukb2xe/from_talking_sheep_to_incel_horror_here_are_the/ov0hgbu/"},{"id":"aa2949ff-306a-4901-a8f2-ebbfb12ff86e","source":"reddit","source_id":"t1_ov0hh2n","content_type":"comment","title":null,"body_preview":"Stop posting about movies in the movies subreddit? Fitting you picked maybe the least liked human being in Hollywood lmao","author":"Apprehensive-Sign-51","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0qzs/what_do_you_tell_people_when_they_ask_who_your/ov0hh2n/"},{"id":"d54662a0-5843-4b3f-a6cb-70c8b7fa8b3b","source":"reddit","source_id":"t1_ov0hhcj","content_type":"comment","title":null,"body_preview":"Exactly its just so gratuitous for no reason! It is literally my only major problem with the film as a Paleo girlie.","author":"SharpPink_GlitterInk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0l62/most_pointlessgratuitous_movie_death_of_all_time/ov0hhcj/"},{"id":"7eee2b4e-b6a1-4e65-ba99-82d88b58bf7e","source":"reddit","source_id":"t1_ov0hi2m","content_type":"comment","title":null,"body_preview":"Haha not what I was expecting. Can’t be the first time you’ve ever watched “critically acclaimed” movies? What kind of movies do you usually watch?","author":"salamandersquach","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0o86/i_dont_get_how_to_analyze_movies/ov0hi2m/"},{"id":"69fd54fc-b30b-4cb9-a2a9-0ad5604b774f","source":"reddit","source_id":"t1_ov0hk1q","content_type":"comment","title":null,"body_preview":"Yeah. Really did feel like they just kept nerfing her for the sake of the movie going on longer. At least superman even at full power had some tougher fights. Here? Just gets nerfed. Eventually gets y","author":"Xero0911","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uftl6t/official_discussion_supergirl_spoilers/ov0hk1q/"},{"id":"14850a2a-e6f4-40d7-b85d-7126997b534e","source":"reddit","source_id":"t1_ov0hkeq","content_type":"comment","title":null,"body_preview":"Raw (2016) - Julia Decornau. Probably my favourite film on the 2010s.","author":"BelemnicDreams","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0l18/what_are_some_of_your_favourite_movies_directed/ov0hkeq/"},{"id":"47caffb1-84da-4a6b-a3ff-a1d34d94ad02","source":"reddit","source_id":"t1_ov0hm47","content_type":"comment","title":null,"body_preview":"The refuges are trying to get to America and Rick is American. It does try an paint America as good.","author":"ObsidianBlackbird666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukvisz/movies_that_make_patriotism_feel_earned_instead/ov0hm47/"},{"id":"730364d6-edca-4ada-8392-bc346d89fe65","source":"reddit","source_id":"t1_ov0hm63","content_type":"comment","title":null,"body_preview":"Across the Universe by Julie Taymor. I know she’s had ups and downs but that one is a classic in my eyes.","author":"KetoKurun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0l18/what_are_some_of_your_favourite_movies_directed/ov0hm63/"},{"id":"92c7fe14-aed0-4dfb-95e1-a7aa5ccbec3b","source":"reddit","source_id":"t1_ov0httc","content_type":"comment","title":null,"body_preview":"That “one scene” is alone enough to disqualify the whole film for anyone who doesn’t like gore, imo. It’s an incredibly disturbing movie the whole way through.","author":"CrispyHoneyBeef","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukheul/good_horror_movies_with_minimal_gore/ov0httc/"},{"id":"39b3dd25-7f5e-408e-9633-4390d626e227","source":"reddit","source_id":"t1_ov0hura","content_type":"comment","title":null,"body_preview":"Independence Day is an awesome movie. I always feel great after watching it especially during Bill Pullman's speech.","author":"ValenStark","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ukvisz/movies_that_make_patriotism_feel_earned_instead/ov0hura/"},{"id":"fd0bc97e-21b4-4261-a567-6f1d8fa174bc","source":"reddit","source_id":"t1_ov0hvel","content_type":"comment","title":null,"body_preview":"It can’t be the first time he’s sent the car through time. If you look closely, when he’s putting Einstein into the car for “temporal experiment number one”, the time circuits time display shows the s","author":"gazchap","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uks4c8/back_to_the_future_was_doc_expecting_the_time/ov0hvel/"},{"id":"ec94e101-f65a-46bc-b4cf-721bca2b0374","source":"reddit","source_id":"t1_ov0hz28","content_type":"comment","title":null,"body_preview":"You should have been more specific on what you're asking for. Trial of Jimi Hendrix - Wikipedia. He was acquitted on a technicality that the police had to prove they knew the drugs were in his possess","author":"garlicroastedpotato","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ui1s7o/michael_977m_becomes_the_highest_grossing_biopic/ov0hz28/"},{"id":"9d4e936e-2376-4fee-97a2-7f0fb352a6f5","source":"reddit","source_id":"t1_ov0i3k8","content_type":"comment","title":null,"body_preview":"People are too stupid to read books —> let’s include no value in the media they do consume You don’t see the problem with that line of reasoning? A lack of education already hampers a significant port","author":"LoaKonran","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uk9tbd/why_did_apocalypto_receive_mediocre_reviews_while/ov0i3k8/"},{"id":"9dee4887-6e7c-4bc2-9aad-802faccae085","source":"reddit","source_id":"t1_ov0i4md","content_type":"comment","title":null,"body_preview":"A Leauge of their Own Past Lives  Jennifer’s Body Wayne’s World","author":"idrinkliquids","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0l18/what_are_some_of_your_favourite_movies_directed/ov0i4md/"},{"id":"59dc5178-b7a8-43d9-af0d-cc014e794d84","source":"reddit","source_id":"t1_ov0i7bo","content_type":"comment","title":null,"body_preview":"I’m with you, but Im just not a very culturally aware person. Some of the artistic aspects like camera angles, the lighting and so forth all make the movie better and i may like it more but just am no","author":"calguy1955","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ul0o86/i_dont_get_how_to_analyze_movies/ov0i7bo/"},{"id":"96c33780-1c07-4710-9706-875d50bd522c","source":"reddit","source_id":"t1_ov0hb8j","content_type":"comment","title":null,"body_preview":"All I can say is 6 months ago I was paying 5 bucks for a dozen. Last week I paid 5 bucks for 10 dozen. Something isn't quite adding up. I have a slight suspicion that the OP News article might have a ","author":"Your_Always_Wrong","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uko2xs/egg_producers_will_pay_33m_and_donate_53_million/ov0hb8j/"},{"id":"9876c4c3-dd66-4342-b96f-ee990381f496","source":"reddit","source_id":"t1_ov0hbqr","content_type":"comment","title":null,"body_preview":"Europe is sort of going through a debate right now because they don't have ac. Excess heat deaths estimated at 175k per year which is insane. So no people don't acclimate to heat like this, and if the","author":"DiomedesTydeus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","external_link_with_commentary"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hbqr/"},{"id":"d1cb7d93-f0c6-4e7c-8137-5dd6e1335616","source":"reddit","source_id":"t1_ov0hdic","content_type":"comment","title":null,"body_preview":"Yo, I'm not even joking, I thought he died years ago.","author":"D3dshotCalamity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uktyiz/harvey_weinstein_hospitalized_in_new_york_after/ov0hdic/"},{"id":"524f1fd5-c8bc-41c6-8186-e7aee5d680ae","source":"reddit","source_id":"t1_ov0hdy0","content_type":"comment","title":null,"body_preview":"I’ve told Angela she needs to get permits for these stunts in the US but she didn’t listen.","author":"UnsolicitedNeighbor","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukwb8t/2_arrested_after_hanging_banner_on_empire_state/ov0hdy0/"},{"id":"dff1a01c-b8eb-482f-a671-08aef13efcf4","source":"reddit","source_id":"t1_ov0hf9b","content_type":"comment","title":null,"body_preview":"10 U.S. Code Subsection 246 Paragraph (b) Subparagraph (2) **(2)**the unorganized militia, which consists of the members of the militia who are not members of the National Guard or the Naval Militia.","author":"GreatBlueNarwhal","classification":"human_created","confidence":0.85,"indicators":["legal_citation","terse_reply"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukpsbw/us_justice_department_sues_virginia_california/ov0hf9b/"},{"id":"3c8a42fb-aaf4-4e66-a826-a74d6105faeb","source":"reddit","source_id":"t1_ov0hfdc","content_type":"comment","title":null,"body_preview":"Yes, thats obviously not the ambient temp. You don’t need to make it more dramatic than people already are ffs.","author":"QueasyLegKC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hfdc/"},{"id":"b4200b3e-ead3-4ee2-8e47-d6d28ebe0607","source":"reddit","source_id":"t1_ov0hfpe","content_type":"comment","title":null,"body_preview":"People underestimate humidity. 107 with a dew point in the 70s isn't just hot but it's dangerous because your sweat stops working. The body can't cool itself, and heat exhaustion turns into heat strok","author":"Lonely_Noyaaa","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hfpe/"},{"id":"7ebc46d9-12f6-42ac-9c2d-b2385bfd922c","source":"reddit","source_id":"t1_ov0hgdz","content_type":"comment","title":null,"body_preview":"If you really paid attention to his behavior, it's not too much different than it has been since he came down the escalator in 2015.  pull up anything from 2016 and compare it to 2026 what are you on ","author":"mrnotoriousman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uktyiz/harvey_weinstein_hospitalized_in_new_york_after/ov0hgdz/"},{"id":"c0273cda-c958-4066-ac02-420e49f7939c","source":"reddit","source_id":"t1_ov0hjze","content_type":"comment","title":null,"body_preview":"Based China. This is why they're leaving us in the dust. They make the hard decisions for the good of the future.","author":"AwarenessOk2359","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukk7ea/china_tells_its_ethnic_minorities_to_integrate_or/ov0hjze/"},{"id":"2cb62f6a-9da7-4d95-b71d-0eb73a5d0b47","source":"reddit","source_id":"t1_ov0hlc1","content_type":"comment","title":null,"body_preview":"By your argument, the second amendment only applies to males ages 17-45. Is that really what you're saying?","author":"GreenHorror4252","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukpsbw/us_justice_department_sues_virginia_california/ov0hlc1/"},{"id":"43036770-0992-46f9-812a-da83a9ea1d10","source":"reddit","source_id":"t1_ov0hllu","content_type":"comment","title":null,"body_preview":"A Dothraki wedding Mexican celebration without at least three deaths is considered a dull affair.","author":"Anonymousaurus__","classification":"human_created","confidence":0.7,"indicators":["cultural_references","humor_or_sarcasm","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukvvtx/three_die_in_mexico_city_world_cup_celebrations/ov0hllu/"},{"id":"45388548-c383-43bb-b733-b0d1f8209c3d","source":"reddit","source_id":"t1_ov0hlq1","content_type":"comment","title":null,"body_preview":"I mean, I imagine there are a lot of voodoo dolls of this guy.","author":"unfairrobot","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uktyiz/harvey_weinstein_hospitalized_in_new_york_after/ov0hlq1/"},{"id":"de68f18b-c576-40f9-b4bf-922a80625d19","source":"reddit","source_id":"t1_ov0ho1m","content_type":"comment","title":null,"body_preview":"i support the nsa hacking wifi modems for shit like this honestly","author":"FernandoMM1220","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukw1v0/children_found_in_deplorable_ohio_home_were_part/ov0ho1m/"},{"id":"436be55f-c1c5-4715-be5d-522558852f80","source":"reddit","source_id":"t1_ov0hoxc","content_type":"comment","title":null,"body_preview":"This is entirely untrue. Biden did try and appointment people to replace Trumps people and the Republicans refused to confirm nearly any of his nominations because they controlled the senate… At the e","author":"BillButtlickerII","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukt559/excia_director_john_brennan_seeks_court_order/ov0hoxc/"},{"id":"b5e40a05-f3b4-4dc7-bc6a-dc0e2de3159b","source":"reddit","source_id":"t1_ov0hu61","content_type":"comment","title":null,"body_preview":"At the time of its writing, that is indeed how the Constitution worked for most Rights. History was ugly. Since then, we have expanded the application of those Rights regardless of sex or ethnicity, a","author":"GreatBlueNarwhal","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukpsbw/us_justice_department_sues_virginia_california/ov0hu61/"},{"id":"14079a23-4ec6-498f-95a7-23f499365d44","source":"reddit","source_id":"t1_ov0hu66","content_type":"comment","title":null,"body_preview":"WOW I had missed that detail. And two of the kids had to be life flighted.","author":"allisondojean","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukw1v0/children_found_in_deplorable_ohio_home_were_part/ov0hu66/"},{"id":"daea7e08-e64d-4fce-b145-c430071da01d","source":"reddit","source_id":"t1_ov0hvyr","content_type":"comment","title":null,"body_preview":"I literally can purchase a .50 cal if I wanted to though","author":"potatophantom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ukpsbw/us_justice_department_sues_virginia_california/ov0hvyr/"},{"id":"c603509d-c3e4-4363-8363-a1da16b88960","source":"reddit","source_id":"t1_ov0hwyz","content_type":"comment","title":null,"body_preview":"This is taking my statement to an absolute, the simple answer is the science around heat survivability isn't true any more. You're implying that it wouldn't be much worse if all those areas had AC and","author":"ludololl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hwyz/"},{"id":"ca0fcadf-491d-4ec2-80a4-5105738bf0d8","source":"reddit","source_id":"t1_ov0hy4r","content_type":"comment","title":null,"body_preview":"Sure, he can come out to talk about his ballroom again","author":"okiioppai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hy4r/"},{"id":"6085c9a3-3e7e-4cf1-a2d9-b6a0fec7d217","source":"reddit","source_id":"t1_ov0hy9s","content_type":"comment","title":null,"body_preview":"Why does anyone give a single fuck about any of this? If this was some random lady who was kidnapped it would have never made news and her daughter isn't even someone anyone should know. Her mom is de","author":"effectz219","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uki5pp/nancy_guthrie_ransom_notes_are_fake_fbi_says/ov0hy9s/"},{"id":"31f69a7b-039f-425f-9561-7e819bb96335","source":"reddit","source_id":"t1_ov0hzg7","content_type":"comment","title":null,"body_preview":"Good thing we are going back to coal and fossil fuel :D","author":"Accomplished-Pie-206","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ul0y81/heat_wave_will_smash_records_in_east_midwest/ov0hzg7/"},{"id":"c770ca13-70a0-483d-8945-d6804a6d1a78","source":"reddit","source_id":"t1_ov0hpt1","content_type":"comment","title":null,"body_preview":"Then fingers crossed for the heat exhaustion version of William Henry Harrison","author":"kwit-bsn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0hpt1/"},{"id":"9946545f-3d35-4249-aa61-7b9878ad5345","source":"reddit","source_id":"t1_ov0hpwa","content_type":"comment","title":null,"body_preview":"Vance: \"I'm trying to be non-partisan…Because I'm speaking to all of you, our great patriots and service members, I've got the angel on my shoulder saying, 'JD, don't be partisan. Make this non-partis","author":"Unusual-State1827","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul1d2r/jd_vance_tells_troops_he_wants_to_listen_to_angel/ov0hpwa/"},{"id":"f14a1da2-7b2e-4301-82db-1c8f8a86cc13","source":"reddit","source_id":"t1_ov0hq18","content_type":"comment","title":null,"body_preview":"Ah yes, the shareholders. They don’t make any money when people vote.","author":"NHBikerHiker","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukym0l/us_postal_service_cannot_carry_out_trump_order_on/ov0hq18/"},{"id":"7e5b06d2-70a8-48bc-aaa1-dd148ecdf753","source":"reddit","source_id":"t1_ov0hq29","content_type":"comment","title":null,"body_preview":"I thought I saw he’s doing it indoors and it’s being piped out to the tens and tens of people watching","author":"mistarteechur","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0hq29/"},{"id":"423ff94e-8047-4b80-a8ee-92aa88d86ea6","source":"reddit","source_id":"t1_ov0hq3h","content_type":"comment","title":null,"body_preview":"Donald Trump will declare it illegal to talk about a man’s health.","author":"backupbackupguitar","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukxp5v/mitch_mcconnell_84_found_unconscious_after/ov0hq3h/"},{"id":"620be285-34de-414f-8d3b-a0a84e232382","source":"reddit","source_id":"t1_ov0hqam","content_type":"comment","title":null,"body_preview":"Seems like people are already trying to summon him based on these comments lol. But yes we do.","author":"Bubbly_Hat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0hqam/"},{"id":"64876c67-1424-4299-a46b-c4080d6cb53c","source":"reddit","source_id":"t1_ov0hquj","content_type":"comment","title":null,"body_preview":"He already announced his retirement for end of this term, so there are other people already campaigning for the November election to replace him.","author":"OldBlueKat","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukxnni/senator_84_secretly_found_unconscious_and_given/ov0hquj/"},{"id":"816c8587-6450-4a83-92fa-085a7366836f","source":"reddit","source_id":"t1_ov0hrdn","content_type":"comment","title":null,"body_preview":"Go for it Big Dog. I saw my Latin buddy collapse at work today from the heat. Maybe he’ll wear a wool suit for the speech too.","author":"One_Way_3678","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0hrdn/"},{"id":"dc0120e6-df77-433f-a438-36b1f4815b0f","source":"reddit","source_id":"t1_ov0hrff","content_type":"comment","title":null,"body_preview":"Meh, that's a good start. But this approach needs to be extended. We need to tax unrealized gains (yes, this is effectively a wealth tax) on assets over some minimum valuation. For example, if Elon Mu","author":"7figureipo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukyr2e/gavin_newsom_wants_to_ban_the_buy_borrow_die_tax/ov0hrff/"},{"id":"b5b6011e-2ad1-4491-bbe7-0179adafcd07","source":"reddit","source_id":"t1_ov0hrna","content_type":"comment","title":null,"body_preview":"Are you claiming that zero woman politicians voted for it and continue to support it? And either way woman and girls very clearly have a voice in whether women's sports exist. They can just no play.","author":"Majestic_Flower_1322","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ujxwqi/supreme_court_ruling_on_trans_athletes_cant/ov0hrna/"},{"id":"ad45a258-c241-462e-86ae-1559b74be08e","source":"reddit","source_id":"t1_ov0hrto","content_type":"comment","title":null,"body_preview":"Guess what that \"/pr/\" in the URL actually means. Pretending to do something about the inflation crisis Trump gleefully brought on with his illegal tariffs and his illegal, idiotic war to double gas p","author":"duzies","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul0nom/justice_department_requires_egg_producers_to_end/ov0hrto/"},{"id":"ad63e65f-07a4-412c-8eb6-771a21031b19","source":"reddit","source_id":"t1_ov0hruc","content_type":"comment","title":null,"body_preview":"Ex-evangelical and I came to say this is 100% how it happened for me. This verse says \"love your neighbor\", but somehow that verse about \"man lying with man\" is the most important one in here regardle","author":"thelurrax","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukk7f4/texas_republicans_may_regret_mandating_bible_in/ov0hruc/"},{"id":"21884afc-91c4-4bab-a85e-96cafae84b4f","source":"reddit","source_id":"t1_ov0hry6","content_type":"comment","title":null,"body_preview":"Don't forget Peak Week Mr. President! Gotta cut the water so you can look shredded on camera!","author":"Kaleban","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0hry6/"},{"id":"c16165b8-54c6-4140-bcbd-9ef927b149f8","source":"reddit","source_id":"t1_ov0hs0v","content_type":"comment","title":null,"body_preview":"Stephen Miller  Even though he looks older, he's just barely in his 40s.","author":"DrMobius0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukqi87/are_old_people_ruining_american_democracy/ov0hs0v/"},{"id":"76666c88-c4d5-4db0-9f8a-ee001ab76d5b","source":"reddit","source_id":"t1_ov0hsfw","content_type":"comment","title":null,"body_preview":"He won because of his rhetoric.  Trump said “your lives are bad and I will make them better.” He was lying, but voters didn’t know that. Harris won on “well actually if you look at these indicators te","author":"Wise_Requirement4170","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukqvwz/aoc_responds_after_vance_calls_her_leading/ov0hsfw/"},{"id":"46423813-c009-4b07-aa53-7cd698e86d43","source":"reddit","source_id":"t1_ov0hstf","content_type":"comment","title":null,"body_preview":"Wealthy and powerful people are choosing to ruin democracy. Any discussion about age, gender, race, occupation, or other delineations are just distractions to prevent people from seeing that it is the","author":"wins0m","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukqi87/are_old_people_ruining_american_democracy/ov0hstf/"},{"id":"765e9da5-9526-4394-9303-837d29649ced","source":"reddit","source_id":"t1_ov0ht30","content_type":"comment","title":null,"body_preview":"When is he going to step down? Isn't this his third medical emergency in the past year? Oh, and may he rot in hell.","author":"Ambitious-Door-7847","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukxnni/senator_84_secretly_found_unconscious_and_given/ov0ht30/"},{"id":"d989099e-db3c-4887-887b-13245fc4bbe1","source":"reddit","source_id":"t1_ov0ht5y","content_type":"comment","title":null,"body_preview":"the NYC Mayor’s YouTube account link: https://youtube.com/@nycmayorsoffice","author":"katie0873","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ukvv9x/zohran_mamdani_to_deliver_a_speech_marking/ov0ht5y/"},{"id":"975c5e5f-c302-44f7-a3f3-603dc74c408d","source":"reddit","source_id":"t1_ov0ht9n","content_type":"comment","title":null,"body_preview":"Fillmore I think gave a speech in freezing weather. And that was the end of his presidency.","author":"Tobimacoss","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ul003s/trump_vows_to_give_long_july_4_address_even_if_it/ov0ht9n/"},{"id":"981fca72-a7a7-4436-88c9-6fa6e1b3a821","source":"reddit","source_id":"t1_ov0fb11","content_type":"comment","title":null,"body_preview":"You've said a combination of facts, a bit misremembered, but literally NONE OF THIS has anything to do with how google search recommendation algorithm works.","author":"rotflolmaomgeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uk18yo/eli5_how_does_google_know_what_i_was_about_to/ov0fb11/"},{"id":"ff6c325a-e2e7-4a7b-b66a-0688fb9329ea","source":"reddit","source_id":"t1_ov0fdbx","content_type":"comment","title":null,"body_preview":"I think it’s mostly a “how much experience do you have being drunk” thing. When I first started drinking, yeah, I was your typical drunk college student. But once I had a decent amount of experience b","author":"firelizzard18","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukzp4x/eli5_why_exactly_do_sleepdeprived_people_and/ov0fdbx/"},{"id":"f6849933-462b-45d6-b343-f55c5d6ff10c","source":"reddit","source_id":"t1_ov0fdxz","content_type":"comment","title":null,"body_preview":"Outside of physical trauma to the brain, there are very few circumstances that can kill the brain before it does of oxygen starvation. Even when someone has an affliction damaging their brain directly","author":"Live_Free_or_Banana","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fdxz/"},{"id":"c38aa4ee-38d9-49fb-9d7f-965edabed4a3","source":"reddit","source_id":"t1_ov0fezp","content_type":"comment","title":null,"body_preview":"By definition, you're alive as long as your brain is. Your brain is you. If your brain ceases to function, you're dead. As long as your brain is intact and functioning, you're not dead. So in that reg","author":"MrLumie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fezp/"},{"id":"674cdbac-3502-461a-8aaa-52a49eb29d1e","source":"reddit","source_id":"t1_ov0fhh4","content_type":"comment","title":null,"body_preview":"That's why I want to be cremated and scattered somewhere. That way if that did happen, I can just blow around in the breeze.","author":"HurbleBurble","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fhh4/"},{"id":"648785fa-9c58-4c2c-bf6f-57720ec811ed","source":"reddit","source_id":"t1_ov0fkae","content_type":"comment","title":null,"body_preview":"Yeah that’s my point, I’m saying “if only if neurological resus was possible”. I’m aware that is not and that the principles and mechanics don’t match up with CPR","author":"Peastoredintheballs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fkae/"},{"id":"4e862832-aaa5-4201-a7a0-5c6ff7504cd2","source":"reddit","source_id":"t1_ov0fo6n","content_type":"comment","title":null,"body_preview":"I think if one were right next to nuclear weopon upon detonation, that would void the proposition.","author":"EBCCTX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fo6n/"},{"id":"08414686-90d4-4a9a-9fa8-98e383ae06f5","source":"reddit","source_id":"t1_ov0fog8","content_type":"comment","title":null,"body_preview":"This is because your nerves, which are responsible for pain reception, are burned so bad they die too, so the pain mostly comes from around the injured area, not what was actually burned","author":"TearsOfLA","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0fog8/"},{"id":"b9403757-617d-458d-8c05-9ce1ecb48adc","source":"reddit","source_id":"t1_ov0fqok","content_type":"comment","title":null,"body_preview":"There is nothing happening at a refinery that would require the presence of a chemist.","author":"VagHunter69","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uknamb/eli5_chemist_vs_chemical_engineer/ov0fqok/"},{"id":"0492c5a2-499a-4127-8679-88898cbe09d7","source":"reddit","source_id":"t1_ov0frj4","content_type":"comment","title":null,"body_preview":"Yes, basically. My brother worked in ER/trauma surgery. He said every death is eventually caused by one of the ABCs: Airway, Breathing, or Circulation. I'd add a fourth one, D for destruction, if the ","author":"Saphira9","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0frj4/"},{"id":"659c8ac7-6625-4567-a7d1-519074a3c71e","source":"reddit","source_id":"t1_ov0g1kl","content_type":"comment","title":null,"body_preview":"As an autistic person I often feel pain in places that are totally fine 🤡 Its exhausting. The body isnt meant to always be in pain. The point of pain is a warning. You learn to ignore the warnings if ","author":"Ishinehappiness","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukvlq9/eli5_why_can_you_only_feel_pain_in_your_body_when/ov0g1kl/"},{"id":"b0247d7d-3409-4fb7-9fa0-d8d2f345d83f","source":"reddit","source_id":"t1_ov0g5go","content_type":"comment","title":null,"body_preview":"Please read this entire message  Your submission has been removed for the following reason(s):  Loaded questions, or ones based on a false premise, are not allowed on ELI5 (Rule 6).   If you would lik","author":"explainlikeimfive-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":"automated_moderation","collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukzp4x/eli5_why_exactly_do_sleepdeprived_people_and/ov0g5go/"},{"id":"6f5eaa86-b89e-487d-83b1-c6082449715d","source":"reddit","source_id":"t1_ov0ghes","content_type":"comment","title":null,"body_preview":"There was a Russian scientist that took off a dog's head and attached it to another living dog. Do yourself a favor and don't look up pictures.","author":"Fragrant-Guest-8147","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0ghes/"},{"id":"9c753092-b080-4414-bf8b-f903d8bbea21","source":"reddit","source_id":"t1_ov0glj9","content_type":"comment","title":null,"body_preview":"Because it isn’t. Google isn’t selling ‘your data’ - they are selling the chance for companies to put ads in front of you.  Think of it like if you buy a golf magazine you’ll see ads for golf stuff. S","author":"BrokenZX81","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukib6u/eli5_if_all_of_my_data_is_so_valuable_why_havent/ov0glj9/"},{"id":"85cb2393-61d4-4f35-8c02-768de724b005","source":"reddit","source_id":"t1_ov0gn2b","content_type":"comment","title":null,"body_preview":"Please read this entire message  Your submission has been removed for the following reason(s):  Rule #2 - Questions must seek objective explanations Medical questions are not allowed on ELI5, and it i","author":"explainlikeimfive-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":"automated_moderation","collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukizmf/eli5_how_important_is_a_good_sleep/ov0gn2b/"},{"id":"6943afed-dc3f-4f6c-a7ab-bd56c047e534","source":"reddit","source_id":"t1_ov0gnn5","content_type":"comment","title":null,"body_preview":"I doubted that, but thought \"violent compression\" sounded funnily astronomical. Your geology mention makes me ask: So, not enough compression to make them into a diamond?","author":"mzincali","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0gnn5/"},{"id":"2e0048fd-0485-4378-bde9-0dc09c43e09c","source":"reddit","source_id":"t1_ov0gtvx","content_type":"comment","title":null,"body_preview":"Guessing amputation would probably help. But please tell me if I'm wrong","author":"wattro","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukx4h9/eli5_is_it_true_that_every_single_death/ov0gtvx/"},{"id":"c23e3160-af22-42be-a2a1-8938d95306b6","source":"reddit","source_id":"t1_ov0gv63","content_type":"comment","title":null,"body_preview":"Cosmic particle are known to flip a bit and make computer crash. It's rare though, even though hundreds of them passes through our computers and electronics. It takes just one hit at the right spot at","author":"Dickulture","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukil98/eli5_why_do_glitches_happen_shouldnt_it_run_the/ov0gv63/"},{"id":"a65c798f-ff91-4161-8f19-582dec028e5c","source":"reddit","source_id":"t1_ov0hbxk","content_type":"comment","title":null,"body_preview":"It is part of the same system, just like the girl that got advertising for pregnancy stuff. Google is watching you through the camera in your phone, it is listening when you speak with it near you, it","author":"zennim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uk18yo/eli5_how_does_google_know_what_i_was_about_to/ov0hbxk/"},{"id":"10bac7fb-8077-44f7-a793-57fed23d8a05","source":"reddit","source_id":"t1_ov0hg3w","content_type":"comment","title":null,"body_preview":"Such a terrible way of thinking. What about all open source software? What about Linux for example ? Or windows?  Which one is tracking you?","author":"BrokenZX81","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ukib6u/eli5_if_all_of_my_data_is_so_valuable_why_havent/ov0hg3w/"},{"id":"48419276-fbc7-4abe-b151-7a272800b4dc","source":"reddit","source_id":"t1_ov0h6k9","content_type":"comment","title":null,"body_preview":"Hopefully some class action lawsuits start up now.","author":"Typical_Intention996","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul11lo/how_does_sony_not_become_a_monopoly_if_they/ov0h6k9/"},{"id":"aa67d020-6e50-4f43-b146-e0f7d0741fd6","source":"reddit","source_id":"t1_ov0h6px","content_type":"comment","title":null,"body_preview":"I'm going to throw something out here for fun.  I think the biggest impact our current leaders will have on the rest of the world for this era will be the fracturing of Russia, which will result in th","author":"lord_pizzabird","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukz7fi/downloading_gta_6_with_the_hope_itll_run_in_50/ov0h6px/"},{"id":"b78d1e42-31ee-4b8f-b66d-d59dd83559e3","source":"reddit","source_id":"t1_ov0h7hd","content_type":"comment","title":null,"body_preview":"Yeah. Honestly why should I care about preservation when the ones making the game don't.","author":"MyotisX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_obvious_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukz7fi/downloading_gta_6_with_the_hope_itll_run_in_50/ov0h7hd/"},{"id":"130bf45c-4e12-4b67-9408-65bb0171e698","source":"reddit","source_id":"t1_ov0h7hr","content_type":"comment","title":null,"body_preview":"Alright, you keep going in circles at this point. If you think Veilguard was perfect, more power to you I guess. Doesn’t change that it didn’t sell well.","author":"CopainChevalier","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukitcq/generative_ai_is_a_plague_says_dragon_age_vet/ov0h7hr/"},{"id":"df8d74bf-36f3-4a48-80df-7bcd796bf57e","source":"reddit","source_id":"t1_ov0h7uf","content_type":"comment","title":null,"body_preview":"but they don't so the game in the box is really just a demo with a downloader. They know they are going to have a day 1 patch anyway so they don't bother putting the whole game in the box. I am not ad","author":"mopeyjoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukjpwj/physical_disc_production_ending_in_january_2028/ov0h7uf/"},{"id":"73d75b49-83b0-44e3-a838-322c850892bf","source":"reddit","source_id":"t1_ov0h8uu","content_type":"comment","title":null,"body_preview":"It’s a souls-lite, so it has some elements from souls games but is much less unforgiving. Other than the final 2 boss fights, I didn’t have to try more than a couple of times to beat them (although I ","author":"page395","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul1308/is_stellar_blade_a_souls_like_game_and_is_it/ov0h8uu/"},{"id":"86ab5ce3-c43d-405b-a962-c6cc19c51cd2","source":"reddit","source_id":"t1_ov0h988","content_type":"comment","title":null,"body_preview":"I buy discs mainly. I never buy digital unless I have no other option (I.E. Steam) or there is a huge sale on a game and at the time it’s just the cheaper option (which isn’t often) and even then if I","author":"Hyperevogames","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukmq74/the_gaming_industry_is_on_fire/ov0h988/"},{"id":"f7eab8b5-5fea-4d44-b3d6-0aeb6396fc1b","source":"reddit","source_id":"t1_ov0ha7m","content_type":"comment","title":null,"body_preview":"I think GTA 6 itself will crash and burn harder than people expect... I know sales will still be a thing, but I feel like it will end up either a critical mess, or underperform 5's sales in the long t","author":"NumeralJoker","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukmq74/the_gaming_industry_is_on_fire/ov0ha7m/"},{"id":"335ef341-ecf4-4cae-a5a8-7f12c83f583d","source":"reddit","source_id":"t1_ov0hb16","content_type":"comment","title":null,"body_preview":"... Do you not think Steam is a locked, digital platform? I sure as shit didn't get any discs from any of my steam purchases, but maybe they're still on their way in the mail.","author":"Askefyr","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uksl7r/xbox_testing_disctodigital_feature_that_digitizes/ov0hb16/"},{"id":"c23ec927-02f3-4e4e-b2ea-7eac9116ff4f","source":"reddit","source_id":"t1_ov0hb7v","content_type":"comment","title":null,"body_preview":"This looks real unfinished. Isn’t this out in a few months?","author":"hugeweedfan69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukrknb/the_blood_of_dawnwalker_8_minutes_of_quest/ov0hb7v/"},{"id":"11c7a348-5f42-4bb8-99ff-3c1e1220eb3a","source":"reddit","source_id":"t1_ov0hba0","content_type":"comment","title":null,"body_preview":"iirc it doesn't really have a stamina system limiting you like souls games, that's another reason besides consequences for death not really existing I would say it's not really a souls like, but that'","author":"faffc260","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul1308/is_stellar_blade_a_souls_like_game_and_is_it/ov0hba0/"},{"id":"c111d7f4-7e8e-4818-9957-44d6294eec13","source":"reddit","source_id":"t1_ov0hcaq","content_type":"comment","title":null,"body_preview":"You can still buy games for other platforms on other stores. Sony does not own gaming.  Also it does not control the market in other ways than a service fee. No minimal pricing, blocking games, etc. M","author":"RadzimierzWozniak","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul11lo/how_does_sony_not_become_a_monopoly_if_they/ov0hcaq/"},{"id":"53919e0d-11d7-4da2-a574-a3089907243a","source":"reddit","source_id":"t1_ov0hcin","content_type":"comment","title":null,"body_preview":"They’ll put a code in a box with a cheap toy and call it a collectors edition.","author":"LizardSlayer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul11lo/how_does_sony_not_become_a_monopoly_if_they/ov0hcin/"},{"id":"1ae047f2-6632-4fa9-a6b3-e6ebd905de34","source":"reddit","source_id":"t1_ov0hcle","content_type":"comment","title":null,"body_preview":"I'm aware, I also would just prefer an SD card like nintendo uses.","author":"mopeyjoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukjpwj/physical_disc_production_ending_in_january_2028/ov0hcle/"},{"id":"f951cd59-b532-48cf-8076-7ee665d70afd","source":"reddit","source_id":"t1_ov0hd1k","content_type":"comment","title":null,"body_preview":"I know right? They can literally use Sony’s same ad campaign after the initial Xbox One fiasco. How ironic.","author":"TheNerdBurglar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul0rlv/profoundly_disappointed_companies_respond_to/ov0hd1k/"},{"id":"f8862bad-bf0f-42b1-85f4-7f5ea77f5a79","source":"reddit","source_id":"t1_ov0hdho","content_type":"comment","title":null,"body_preview":"Ya they're going to have to take a loss on that thing.","author":"pierogiking412","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul0rlv/profoundly_disappointed_companies_respond_to/ov0hdho/"},{"id":"d3f83cfb-ae31-45aa-a9a5-ef70492e3422","source":"reddit","source_id":"t1_ov0hdol","content_type":"comment","title":null,"body_preview":"But is that actual customer preference or availability? If a new, highly anticipated title comes out, there always seems to be very limited physical copy availability. In addition, only the base versi","author":"Emotional_Dinner5948","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ukjpwj/physical_disc_production_ending_in_january_2028/ov0hdol/"},{"id":"d7e2a0a6-2c52-4bc4-ac1c-8d093a0df9ca","source":"reddit","source_id":"t1_ov0he2j","content_type":"comment","title":null,"body_preview":"Discs already had to be blessed by Sony so that problem already existed","author":"Glittering_Crab_69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 01 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ul11lo/how_does_sony_not_become_a_monopoly_if_they/ov0he2j/"},{"id":"0438e7c2-b650-4e2b-a609-6a10c6876a03","source":"reddit","source_id":"t1_ov0g2xu","content_type":"comment","title":null,"body_preview":"Repair this car. Also, I bought my 2020 Chevrolet Spark last year with 80,000 last year for $8,200, just leaving this here. You could find a 2021 with 80k miles from $8.5k, I'm sure.","author":"fetus-wearing-a-suit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukvfec/old_car_needs_1150_in_repairs_but_i_cant_afford_a/ov0g2xu/"},{"id":"322b4155-6e9a-4ea0-aff7-bc6ee11937d6","source":"reddit","source_id":"t1_ov0g605","content_type":"comment","title":null,"body_preview":"The only good reason at this point is estate planning for the wealthy to bypass estate taxes.","author":"CharonsLittleHelper","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0g605/"},{"id":"d30a17de-7a29-414e-9e8e-ef6e8cc4c248","source":"reddit","source_id":"t1_ov0g6aj","content_type":"comment","title":null,"body_preview":"What do the property and school taxes have to do with anything? They’re a constant no matter what path OP takes, short of selling the house. It’s no reason to pay off the mortgage as the two aren’t co","author":"pnoozi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ujrdag/lost_my_husband_earlier_this_year_trying_to_make/ov0g6aj/"},{"id":"68bf311f-558f-41f9-8ac2-8240101463d8","source":"reddit","source_id":"t1_ov0g6vn","content_type":"comment","title":null,"body_preview":"Less. The back shocks are 109 canadian on amazon and the rear sway bar links are like 32.","author":"NBDad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukvfec/old_car_needs_1150_in_repairs_but_i_cant_afford_a/ov0g6vn/"},{"id":"d4ab6c1d-fbbf-4e7a-898e-a5ca660ee7a1","source":"reddit","source_id":"t1_ov0g8v5","content_type":"comment","title":null,"body_preview":"This is exactly what I’m looking for! Thank you so much!","author":"water_we_doing_here","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzcdx/looking_for_best_hysa_options/ov0g8v5/"},{"id":"b05a8430-ded8-462b-9894-95a7732af694","source":"reddit","source_id":"t1_ov0g9ra","content_type":"comment","title":null,"body_preview":"Yes, salary. I am THERE for 10 hours a day to be there in the morning to address overnight bank activity and stay late (not really LATE, but until most people start leaving) to make sure the end of da","author":"ImOnTheBus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul0ebg/terrible_idea_to_ask_to_work_less_for_a_pay_cut/ov0g9ra/"},{"id":"4594ad60-5eac-441f-8ee6-8c9fce0664e6","source":"reddit","source_id":"t1_ov0ga07","content_type":"comment","title":null,"body_preview":"Every subreddit has an \"about\" section, look for the one for this sub, but there's also a bot here in the post that's posting it. It has a lot of helpful information.","author":"fetus-wearing-a-suit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul0u06/age_27_and_want_to_invest_more/ov0ga07/"},{"id":"9d291713-bb3b-41a8-8d65-c737b22a84d4","source":"reddit","source_id":"t1_ov0gatb","content_type":"comment","title":null,"body_preview":"Taking the meeting at all is a gross mistake. Supporting family is great and all, but OP is leaving that meeting with a fight or a bad investment. Or probably both.","author":"hedoeswhathewants","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gatb/"},{"id":"c129c848-fa14-4ccc-90e1-f4358b690aae","source":"reddit","source_id":"t1_ov0gbbz","content_type":"comment","title":null,"body_preview":"BIL CAN believe it’s a good product AND not have the experience to understand its risks","author":"RelationshipHot3411","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gbbz/"},{"id":"bd532125-745a-4a2a-9da6-27337ee87cda","source":"reddit","source_id":"t1_ov0gfoe","content_type":"comment","title":null,"body_preview":"Not sure if it’s been said, but ask for an illustration of Guaranteed values (not current, those are going to be better than it likely performs).  Ask if the renewal rates after the first year or firs","author":"SubItUp","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gfoe/"},{"id":"a46213a9-274e-4721-8de9-02d20e803f12","source":"reddit","source_id":"t1_ov0gftl","content_type":"comment","title":null,"body_preview":"I did this but instead of reducing to 80% I reduced to 90% and worked my 35 hours Monday-Thursday. While health insurance is through my spouse, I had a few benefits through my employer that went away ","author":"Few_Way_368","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","personal_anecdote","emotional_authenticity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul0ebg/terrible_idea_to_ask_to_work_less_for_a_pay_cut/ov0gftl/"},{"id":"4c13c5e1-5a85-4509-85ac-9a6544c1f92a","source":"reddit","source_id":"t1_ov0ggfx","content_type":"comment","title":null,"body_preview":"Another win for the 401k column..... 401k's are protected by ERSIA. This is federal law. What that means is if your life goes sideways on you, then no matter how bad things get, creditors can not touc","author":"yankinwaoz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0ggfx/"},{"id":"412140ac-2c0e-487b-8831-2b5fc8db5b36","source":"reddit","source_id":"t1_ov0gl0a","content_type":"comment","title":null,"body_preview":"As best I can rember the “trump account” goes live on july4 ; I’m sure there is a backlog of applications so it could take several days or weeks for all accounts to be opened and funded","author":"buffinita","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","lack_of_ai_signals"],"bot_score":0.43537414965986393,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul14x9/where_is_the_money_being_added_for_the_trump/ov0gl0a/"},{"id":"0da116c8-542e-4de4-9888-7f4834b97a52","source":"reddit","source_id":"t1_ov0gldf","content_type":"comment","title":null,"body_preview":"That's on the extremely low side so I'm guessing you're either incredibly frugal, have a very high income, or got an amazing deal? Because otherwise that's almost impossible in most regions. I'm proba","author":"ForbodingWinds","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzd0a/whats_the_reality_of_the_30_housing_rule/ov0gldf/"},{"id":"9802f667-ed08-44a8-bc10-805f697a3dc3","source":"reddit","source_id":"t1_ov0gnsd","content_type":"comment","title":null,"body_preview":"In the investing hierarchy, any sort of whole/universal life insurance is a small step BELOW a savings account. Don't do it. It's dumb for anyone not abusing them for estate planning purposes.","author":"CharonsLittleHelper","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gnsd/"},{"id":"949868d1-c585-4d04-b598-dc319cc1e97c","source":"reddit","source_id":"t1_ov0gs39","content_type":"comment","title":null,"body_preview":"I mean in my state you’re paying for school and property taxes with the mortgage of a home: when you pay the home you’re still paying for that. So yes- still has a lot to do with expenses IF the perso","author":"D1TAC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ujrdag/lost_my_husband_earlier_this_year_trying_to_make/ov0gs39/"},{"id":"1fe8c7c0-f5d4-4e25-960a-bc09b3ae9e6b","source":"reddit","source_id":"t1_ov0gspf","content_type":"comment","title":null,"body_preview":"Also, worth noting, 401(k)s are easily dividable during divorce with no tax implications. Whole life policies cannot be divided, so to divide such an asset in a divorce means cashing it out to its cur","author":"PHL1365","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","synthetic_empathy"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gspf/"},{"id":"c9ce3009-2df2-4e85-9859-70f6ea837546","source":"reddit","source_id":"t1_ov0gsvj","content_type":"comment","title":null,"body_preview":"A simple spreadsheet can do this too.  FYI personalfinance mods are very strict and will likely remove this for self promo.","author":"josh_josh_josh_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul16em/vibe_coded_a_ynab_inspired_personal_finance_app/ov0gsvj/"},{"id":"afb380c0-e5ee-4150-a47f-67c489c2f12c","source":"reddit","source_id":"t1_ov0gtck","content_type":"comment","title":null,"body_preview":"I'm gonna change gears a little. Here's a good classic Mister Money Mustache article about where people get the 15-20% figure: https://www.mrmoneymustache.com/2012/01/13/the-shockingly-simple-math-beh","author":"Best-Special7882","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzd0a/whats_the_reality_of_the_30_housing_rule/ov0gtck/"},{"id":"e1a277b7-aa3f-4606-a58c-9a38ccef7f3d","source":"reddit","source_id":"t1_ov0gviy","content_type":"comment","title":null,"body_preview":"Your brother-in-law might not even know he's selling garbage and might have drank the Kool-Aid himself so I won't say he's trying to scam you, but it is definitely a bad idea.","author":"qdog69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukzdq9/bil_trying_to_sell_me_and_my_wife_universal_life/ov0gviy/"},{"id":"80308bd0-45df-4292-a5d9-729b93a70357","source":"reddit","source_id":"t1_ov0h1qc","content_type":"comment","title":null,"body_preview":"not sure what I would be promoting given its just me but we will see what happens! And yah true, I just hate spreadsheets lol","author":"OrdinarySuccessful43","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul16em/vibe_coded_a_ynab_inspired_personal_finance_app/ov0h1qc/"},{"id":"52d9c7b4-bdd6-4258-9c78-da6e54f1ef43","source":"reddit","source_id":"t1_ov0h2ft","content_type":"comment","title":null,"body_preview":"You did not get conned. They gave you the deal and you signed it. The refi probably fell through because of the add-ons pushed the loan-to-Value (LTV) too high for your credit union. Were any of the a","author":"DrakeSavory","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","direct_questioning","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ul15wu/im_stuck_with_a_horrible_car_loan_and_i_dont_know/ov0h2ft/"},{"id":"7e94ef95-d74e-48fc-9717-27be7e986007","source":"reddit","source_id":"t1_ov0h7pm","content_type":"comment","title":null,"body_preview":"There's a lot of us who left the shop behind for good but still know our stuff, too. You can do most jobs for half or less while paying the mechanic double what they'd make doing it in a shop.","author":"MusicHearted","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/personalfinance/comments/1ukvfec/old_car_needs_1150_in_repairs_but_i_cant_afford_a/ov0h7pm/"},{"id":"734d7046-3ada-44b3-850b-938a7de56e9b","source":"reddit","source_id":"t1_ov0d7ml","content_type":"comment","title":null,"body_preview":"A high cholesterol diet may decrease the amount of low density LDL (bad cholesterol). The abstract doesn't appear to say if there's a type of cholesterol you should be eating. The majority of the abst","author":"cogman10","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uexqcc/dietary_cholesterol_activates_a_raldependent/ov0d7ml/"},{"id":"9c293bd9-24c3-4fa1-8445-d0b33de0607b","source":"reddit","source_id":"t1_ov0d8t2","content_type":"comment","title":null,"body_preview":"Yeah, growing up I was always very confused about what the rotary club, 4-H etc... exactly were besides a venue to volunteer, they make a lot more sense now that I'm older.","author":"SaltKick2","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uki33h/conservatives_maintain_birth_rates_but/ov0d8t2/"},{"id":"2ce2a12f-212c-4599-ae47-388398dd9b74","source":"reddit","source_id":"t1_ov0d9sm","content_type":"comment","title":null,"body_preview":"Maybe nature will explain it to them, maybe they will survive. Maybe they wont, I have no time for them anymore.","author":"Senior_Torte519","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.2386800097403459,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukyivq/billions_of_doses_later_global_review_confirms/ov0d9sm/"},{"id":"c7402f18-7ec3-4536-89e7-6f36bf5a5b1e","source":"reddit","source_id":"t1_ov0dg5g","content_type":"comment","title":null,"body_preview":"It would require serious effort, but we've seen towns across Europe manage it, though probably Japan is the best example, as to my knowledge they have it as a national policy rather than a one-off exp","author":"HugoCortell","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ujv21f/more_than_four_in_five_homes_and_workplaces/ov0dg5g/"},{"id":"4970a077-cdd1-40a1-a040-76d2219ccceb","source":"reddit","source_id":"t1_ov0dh3o","content_type":"comment","title":null,"body_preview":"high masking people face, theye spent so long practicing being outwardly \"normal\" and are so good at it, most people couldn't ever tell.  That is what they tell themselves, because social impairment k","author":"Ginden","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukicr2/people_with_autistic_traits_who_have_not_been/ov0dh3o/"},{"id":"9ed5aa43-97de-4642-a3bb-b1e89481e8ec","source":"reddit","source_id":"t1_ov0dhkd","content_type":"comment","title":null,"body_preview":"This is, more or less, the opening scenes that set up the movie Idiocracy.","author":"DanNorder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uki33h/conservatives_maintain_birth_rates_but/ov0dhkd/"},{"id":"9fb0b073-33a8-4b30-858b-427692d0e245","source":"reddit","source_id":"t1_ov0dwam","content_type":"comment","title":null,"body_preview":"It got approved for political reasons. Lets not pretend that waa science. There simply wasnt time to test it properly, and if you keep lying about it youre just pushing people away.","author":"Certain-Business-472","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukyivq/billions_of_doses_later_global_review_confirms/ov0dwam/"},{"id":"aa34f5f2-0d35-4128-ad46-4b4d4b25596b","source":"reddit","source_id":"t1_ov0e89m","content_type":"comment","title":null,"body_preview":"You do make it sound yummy! Let's see, choices of peanut satay sauce, or cranberry sauce, or butter sauce...","author":"Salute-Major-Echidna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukuno6/south_florida_coyotes_are_now_feasting_on_iguanas/ov0e89m/"},{"id":"c3b76d45-7bc5-4bd1-b07b-4a8ce0607cfb","source":"reddit","source_id":"t1_ov0ela0","content_type":"comment","title":null,"body_preview":"I think they’re actually describing a particular pathway, which was previously not know","author":"Prettyflyforwiseguy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ujm174/study_uncovers_chain_reaction_that_connects/ov0ela0/"},{"id":"e9f062f0-dab7-4d89-8261-6adc17f456e1","source":"reddit","source_id":"t1_ov0euo8","content_type":"comment","title":null,"body_preview":"It's definitely not 'safe' if some people die from it in rare cases. It can be labelled 'relatively safe', but not '[totally] safe'.","author":"cosmoscrazy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukyivq/billions_of_doses_later_global_review_confirms/ov0euo8/"},{"id":"32a251c1-9a9d-4b83-8871-a5f7bdefc8ec","source":"reddit","source_id":"t1_ov0f0mp","content_type":"comment","title":null,"body_preview":"Anyway, like I was sayin', iguana is the fruit of the swamp. You can barbecue it, boil it, broil it, bake it, sauté it. There's uh, iguana kebabs, iguana creole, iguana gumbo. Pan fried, deep fried, s","author":"NativeMasshole","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukuno6/south_florida_coyotes_are_now_feasting_on_iguanas/ov0f0mp/"},{"id":"635e5dab-a05a-45d7-86f4-792067fe0486","source":"reddit","source_id":"t1_ov0fonr","content_type":"comment","title":null,"body_preview":"Apparently I'm Canada they don't test for rabies in humans with bat contact. Sort of seems like a standard of care issue...","author":"irongi8nt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uioxbt/fatal_rabies_in_a_child_11year_old_boy_was_woken/ov0fonr/"},{"id":"d3aaffbb-3106-46c2-8c0d-7112bdd56740","source":"reddit","source_id":"t1_ov0fp0c","content_type":"comment","title":null,"body_preview":"That’s also just being naturally athletic. Most people genuinely don’t know how to use their body.","author":"True-Source-6512","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukeovr/elite_athletes_dont_have_better_basic_eyesight/ov0fp0c/"},{"id":"afc42ff1-8b95-4667-8456-04bb8331b763","source":"reddit","source_id":"t1_ov0fv56","content_type":"comment","title":null,"body_preview":"If we're talking online sentiment and social media, the #1 reason cited (by a mile) for not having a kid is \"I'm not rich enough to afford a kid\". The sheer commonality of seeing that reasoning spoute","author":"Fzrit","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uki33h/conservatives_maintain_birth_rates_but/ov0fv56/"},{"id":"2b4b5ced-fb3b-4280-be38-f421d7449e0e","source":"reddit","source_id":"t1_ov0gs1k","content_type":"comment","title":null,"body_preview":"Certainly that’s true, but it’s also different from a study where people aren’t necessarily there seeking help.","author":"Boo-Radleys-Scissors","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukicr2/people_with_autistic_traits_who_have_not_been/ov0gs1k/"},{"id":"4f99d268-1838-417f-b6d2-dad049106733","source":"reddit","source_id":"t1_ov0gtsu","content_type":"comment","title":null,"body_preview":"Well if Thiel and his buddies want to depopulate the earth, sounds like education and progressive ideology should take care of it in a few generations.","author":"brainiac2482","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uki33h/conservatives_maintain_birth_rates_but/ov0gtsu/"},{"id":"c43d949d-3ca5-4018-98a3-5ca4f993e41f","source":"reddit","source_id":"t1_ov0h06j","content_type":"comment","title":null,"body_preview":"I've seen people say that we won't know until we see what it does to the children of people who have taken them, so anyone who's truly made up their mind will never be satisfied because the goalposts ","author":"Spire_Citron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.4803481957134989,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ukyivq/billions_of_doses_later_global_review_confirms/ov0h06j/"},{"id":"ac20dc8b-7fd2-49b4-8678-4fdfbfecb48b","source":"reddit","source_id":"t1_ov0h0mo","content_type":"comment","title":null,"body_preview":"I would love to see my parents and siblings. But my hometown is in the middle of nowhere and has generated at least -300 viable jobs in my lifetime if you believe the population count. I suspect that ","author":"Froggieterrie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uki33h/conservatives_maintain_birth_rates_but/ov0h0mo/"},{"id":"078e6ed2-db85-4397-b72c-a6d891b001db","source":"reddit","source_id":"t1_ov0fonq","content_type":"comment","title":null,"body_preview":"Cause congress is trying to pass a backdoor where they share stuff with them this is just trying to fool the public but congress already taking care of them","author":"jstuu","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukma84/end_american_aid_netanyahu_says_israel_no_longer/ov0fonq/"},{"id":"2e4c6145-a657-473d-8801-d3f06279522f","source":"reddit","source_id":"t1_ov0fp7p","content_type":"comment","title":null,"body_preview":"Your submission has been automatically removed because your account does not meet the minimum karma or account age requirements for /r/worldnews.  If you are new to reddit, we suggest you read:  reddi","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ul166m/ban_this_app_right_now_its_wierd_af_hate/ov0fp7p/"},{"id":"32addf7c-3aae-46bb-b7eb-d44d1a50adb0","source":"reddit","source_id":"t1_ov0fpag","content_type":"comment","title":null,"body_preview":"It's still in effect until 2036. The provision of the treaty states that it would be up for review in 2026 to possibly extend until 2042. The administration is deciding to not lock it in another six y","author":"BKGPrints","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.36074579935730644,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0fpag/"},{"id":"5a4ea063-8c02-4022-9c22-4e40edb3d49c","source":"reddit","source_id":"t1_ov0fq0c","content_type":"comment","title":null,"body_preview":"It doesnt expire for another 10 years. So this shouldn't effect anything aside from spooking retail investors who only read headlines.","author":"FlimsyConclusion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0fq0c/"},{"id":"ab53b072-0594-4084-9dd0-3dfb2319dcb6","source":"reddit","source_id":"t1_ov0ft8x","content_type":"comment","title":null,"body_preview":"Ok then...let's breakaway from them. The sooner the better","author":"Nearbyatom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukma84/end_american_aid_netanyahu_says_israel_no_longer/ov0ft8x/"},{"id":"818e399b-d786-40ba-8e35-cdc4d124fb0e","source":"reddit","source_id":"t1_ov0fvsp","content_type":"comment","title":null,"body_preview":"yeah, that's putin and russian war book. Get humilated, need to show strength. Target civilians.","author":"FireHearth93","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ul04je/russian_drones_attack_ukrainian_capital_set/ov0fvsp/"},{"id":"091893c1-b8d7-4286-8d46-c83980af4200","source":"reddit","source_id":"t1_ov0fz2p","content_type":"comment","title":null,"body_preview":"The one good thing about drones so far is that they are much better at defense than offense, so it should for a bit of time deter invasions more than encourage new wars. But there’s no saying that wil","author":"Alphabunsquad","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uktzjb/japan_vows_to_continue_supporting_ukraine/ov0fz2p/"},{"id":"32373f8d-6265-45b1-b70e-441627132da7","source":"reddit","source_id":"t1_ov0g3xe","content_type":"comment","title":null,"body_preview":"Also Mexico and Canada probably refused to offer the corruptions kickers meant to funnel money to Trump family companies.","author":"strangecabalist","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0g3xe/"},{"id":"9339eeee-3a21-4342-86fc-d7dac9fe3f85","source":"reddit","source_id":"t1_ov0g4zc","content_type":"comment","title":null,"body_preview":"He hates the \"others,\" they hate the \"others.\" That's all they need to relate, and now they'll let him do whatever he wants as long as he validates their hatred. Same story with the rise of the right ","author":"bigtimehater1969","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukszp4/trump_declines_to_renew_major_trade_deal_with/ov0g4zc/"},{"id":"88ab3b0b-7222-4c53-92dd-adbe607b424b","source":"reddit","source_id":"t1_ov0g5wz","content_type":"comment","title":null,"body_preview":"So the dumb pig doesn't even like his own deal. HAHA man porky might be one of the most incompetent \"leaders\" in human history.","author":"ddrober2003","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0g5wz/"},{"id":"8a723a5c-205a-453d-871e-000bcd213b28","source":"reddit","source_id":"t1_ov0g72u","content_type":"comment","title":null,"body_preview":"That's equivalent to about $3.52 per gallon, which is around the price it currently is in the USA","author":"VirginiENT420","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukb0er/rworldnews_live_thread_russian_invasion_of/ov0g72u/"},{"id":"b34956d6-7224-4128-993f-140adf471bb1","source":"reddit","source_id":"t1_ov0g7s3","content_type":"comment","title":null,"body_preview":"That's the answer to the first question. The answer to the second is \"Because your leaders aren't capable of protecting you anymore\"","author":"ghostfacekhilla","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukxqjt/drone_attack_on_moscow_triggered_sharp_rise_in/ov0g7s3/"},{"id":"34e8fb15-3648-47be-a697-edf3461dc874","source":"reddit","source_id":"t1_ov0g874","content_type":"comment","title":null,"body_preview":"2000 doesn’t sound like a lot. But China knows they can’t invade Taiwan. Invading Taiwan would be significantly harder than Dday and everything that’s valuable by the island is in the population cente","author":"Alphabunsquad","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uktzjb/japan_vows_to_continue_supporting_ukraine/ov0g874/"},{"id":"8b0e3e2f-c5b6-4f64-ad3f-21dca6cc4bf4","source":"reddit","source_id":"t1_ov0gfdl","content_type":"comment","title":null,"body_preview":">Now he’s abandoned his own plan.< But that's not what is happening. Not here to defend the Trump administration, but CUSMA is in effect until 2036. There was a provision in the treaty that it would b","author":"BKGPrints","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.36074579935730644,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0gfdl/"},{"id":"8fe366d9-4462-4101-8b3f-25980e3b8d81","source":"reddit","source_id":"t1_ov0gi1m","content_type":"comment","title":null,"body_preview":"Here is the thing about government transparency, speaking as someone who used to work in prison and forensic healthcare: deaths in custody are taken extremely seriously in democratic nations. ​Take Au","author":"sizz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukj6fe/china_tells_its_ethnic_minorities_to_integrate_or/ov0gi1m/"},{"id":"747894da-a992-4172-a08e-4dfa9ca784f9","source":"reddit","source_id":"t1_ov0giby","content_type":"comment","title":null,"body_preview":"LMAO. To quote the orange painted malignant felonious narcissist in chief when he signed it in 2020 : \"The USMCA is the largest, fairest, and most balanced trade agreement ever negotiated and contains","author":"MagicBoyUK","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0giby/"},{"id":"4c588ff6-b28e-445b-b821-13ec62ab7ff5","source":"reddit","source_id":"t1_ov0glpo","content_type":"comment","title":null,"body_preview":"\"Anonymous source\" LMAO. Tbf, as an Indian, I'm sure there were some aircraft losses. No government is going to be open about it in the face of unrelenting propaganda. What I didn't agree with is your","author":"flyingfudge09","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","self_reference","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukjdli/india_opposition_accuses_modi_government_of/ov0glpo/"},{"id":"7628166b-df9c-4301-be96-006972c1cb16","source":"reddit","source_id":"t1_ov0gnxf","content_type":"comment","title":null,"body_preview":"isn't that the deal where Trump fucked up where he was supposed to sign on Canada's version, and Trudeau was gracious enough not to display his mistake on TV?","author":"rcanhestro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2916666666666667,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0gnxf/"},{"id":"002e0ea5-481a-42dd-adf8-c8053d7a3313","source":"reddit","source_id":"t1_ov0gogp","content_type":"comment","title":null,"body_preview":"Maybe you should find a news source that isnt anti-American. From the LCBO, for example: a 59.9% border levy is added to all liquor imports entering Ontario. In British Columbia, the BCLDB markup on i","author":"2FistsInMyBHole","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","false_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukszp4/trump_declines_to_renew_major_trade_deal_with/ov0gogp/"},{"id":"a2eafe8e-e647-47e1-bd52-dc8c6f924e4f","source":"reddit","source_id":"t1_ov0gqvs","content_type":"comment","title":null,"body_preview":"He learned a new word ‘tariffs’ and forgot the rest of his learnings.","author":"shayKyarbouti","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukywmq/us_declines_to_extend_cusma_trade_deal_with/ov0gqvs/"},{"id":"09790fb0-179f-49e7-9f04-d56c1fab0fa1","source":"reddit","source_id":"t1_ov0grh6","content_type":"comment","title":null,"body_preview":"Well, there are two canonical answers. The Ukrainian one, and the European one. The European one being: “Sorry for disturbing, sir”","author":"m0j0m0j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jul 01 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ukod7s/this_is_a_russian_warshipstay_away_russian/ov0grh6/"},{"id":"ae43efee-d7be-4f71-beef-072aa73b6481","source":"hackernews","source_id":"48741285","content_type":"comment","title":null,"body_preview":"Great article and really sets himself up here as someone very appealing to get a chance to work with!","author":"redwood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.17708419738467632,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741285"},{"id":"982167b7-e6e3-4bdc-a233-7c16e8653184","source":"hackernews","source_id":"48741856","content_type":"comment","title":null,"body_preview":"I've been trying the iOS app today and its missing all of my active sessions from my laptop but has tons of old, no longer valuable sessions. And I enabled every 'show X' option/filter. Hope the app i","author":"ninininino","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12540934015157545,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741856"},{"id":"00148aee-ec67-4a64-b4eb-c350a0c62877","source":"hackernews","source_id":"48744308","content_type":"comment","title":null,"body_preview":"Right now, all large-model companies are competing to attract users. There’s no time to stop and consider user security and needs, lol.","author":"mosbyllc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744308"},{"id":"bb160bc4-ed26-4ee5-bc71-a2d6f888f79b","source":"hackernews","source_id":"48740610","content_type":"comment","title":null,"body_preview":"(I work at Cursor) Sorry about this, we should have made this more clear. The new privacy mode is needed because we have to store some state to enable running agents in the cloud. If you don't want to","author":"leerob","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","technical_explanation_with_context","actionable_information"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740610"},{"id":"3fc4d123-f62e-4c17-9ed9-9977ad119179","source":"hackernews","source_id":"48742698","content_type":"comment","title":null,"body_preview":"Slight mistake in equation (1) (or maybe it's supposed to be a narrative decision?), the inner product of Av_i with itself should end up being s_i^2 and not 1. The vectors u_i are orthonormal, but Av_","author":"traes","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742698"},{"id":"8c4d4069-9eb9-4733-8175-30003e222cb1","source":"hackernews","source_id":"48741911","content_type":"comment","title":null,"body_preview":"What's with the title? Shouldn't it be singular instead of single?","author":"VgsIndustries","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741911"},{"id":"ef3d32e0-8445-4153-8e69-061771eb35e7","source":"hackernews","source_id":"48750618","content_type":"comment","title":null,"body_preview":"These day's I'm super-into information theory and entropy, so I liked the connection made at the end. I'm a visual person, and I found this schematic of SVD on the wikipedia page very insightful [1].\n","author":"hazrmard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750618"},{"id":"7a3e79e8-3066-45b4-b119-ba56b44cc949","source":"hackernews","source_id":"48741824","content_type":"comment","title":null,"body_preview":"This is a decent derivation, if a little verbose, but I find myself doubting the disclaimer at the top:\n> Disclaimer: no AI was used to write this. Any errors, awkward sentences, and weird tangents ar","author":"aesthesia","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.18137254901960784,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741824"},{"id":"1175a862-eddf-4c01-ae35-27420da604ef","source":"hackernews","source_id":"48743604","content_type":"comment","title":null,"body_preview":"Jesus Christ another AI slop post. I give up. Have the internet you fools, enjoy the world of shit you've created.\nThis might even have been an interesting journey if it had been REMOTELY READABLE.","author":"plasticeagle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743604"},{"id":"f05a9570-58dc-4eae-a103-635a6fe6bddc","source":"hackernews","source_id":"48743814","content_type":"comment","title":null,"body_preview":"This is impossible to read as every other sentence sounds like it was written by an LLM. I had to stop after a few paragraphs.","author":"avvt4avaw","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743814"},{"id":"b7242ba2-c133-44c3-ba1f-05e5b9d81977","source":"hackernews","source_id":"48744255","content_type":"comment","title":null,"body_preview":"EDIT: I used an LLM as an editor, and clearly that stank. So I just touched up my original draft and updated the page.","author":"jamwise","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.13342488200647412,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744255"},{"id":"8db981db-7387-4817-9ba2-94d59fbed86a","source":"hackernews","source_id":"48744565","content_type":"comment","title":null,"body_preview":"For the game, I dont like the hashed/greyed out squares. Looks like its trying to be a black square in a crossword, but it is actually just a hidden letter? \nMaybe there is a different way to obscure ","author":"frostpine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744565"},{"id":"14526440-6ead-4000-b044-2ea93e147644","source":"hackernews","source_id":"48744650","content_type":"comment","title":null,"body_preview":"Even ignoring the llm-speak, the game is frustrating. I love the concept but the puzzle uses archaic words and there is no hint or a way (like sudoku) to enter in guesses (yes I know I can take out a ","author":"mental_block","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744650"},{"id":"fcab5fec-16e8-4b39-8037-14baf0e0047c","source":"hackernews","source_id":"48711919","content_type":"comment","title":null,"body_preview":"Information theory has been a really fascinating topic to get more acquainted with. Not really related to the crossword, but I highly recommend 3Blue1Brown's video \"Compression is Intelligence\", https","author":"jamwise","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13342488200647412,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48711919"},{"id":"b6e58507-ecdf-4bce-826a-9e15007f3f94","source":"hackernews","source_id":"48743401","content_type":"comment","title":null,"body_preview":"I have the feeling that this article was hurt rather than helped by being written using LLMs. It was really hard to follow, and even though I read it hoping to learn something new, I left feeling more","author":"terabytest","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743401"},{"id":"76999d9d-9a03-4fcd-921b-2dc124d40865","source":"hackernews","source_id":"48743202","content_type":"comment","title":null,"body_preview":"> Marshall McLuhan gets the credit for the medium is the message, but Claude Shannon had beaten him to a colder version of it years earlier: to a machine moving your words, the meaning doesn’t matter ","author":"Michelangelo11","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","imperfect_expression","strong_opinions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743202"},{"id":"8dcc0296-94aa-48ac-b023-839e3d51177e","source":"hackernews","source_id":"48744507","content_type":"comment","title":null,"body_preview":"saw this title on the front page and thought it meant the element, not a company","author":"nektro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744507"},{"id":"9e05e200-f431-4ca8-a9f8-46732175523d","source":"hackernews","source_id":"48742091","content_type":"comment","title":null,"body_preview":"Everyone is one death away from losing everything anyway...","author":"qsera","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742091"},{"id":"175ffdfd-4794-4d80-8ae4-6a97e0e24ad1","source":"hackernews","source_id":"48743147","content_type":"comment","title":null,"body_preview":"This applies to us Europeans too, only that the most likely disaster is permanent unemployment, not a health issue. You americans have had practical full employment for decades.\nIt's all compromises.","author":"abc42","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743147"},{"id":"ddd917ca-6965-4782-a77b-13c26c8a3d82","source":"hackernews","source_id":"48742882","content_type":"comment","title":null,"body_preview":"This article states that poor people cannot afford insurance. Is this a portal about insurance? Maybe they could help lower the cost for those in need?","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742882"},{"id":"5ee824f3-641d-472d-a872-719c7ef0fa1e","source":"hackernews","source_id":"48741007","content_type":"comment","title":null,"body_preview":"It would be more useful to determine why insurance premiums are rising faster than almost every other homeowner expense.  At the same time noting that insurance companies are making massive profits an","author":"GianFabien","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741007"},{"id":"2c87cba5-932a-4764-8c43-1ae61d83a851","source":"hackernews","source_id":"48742407","content_type":"comment","title":null,"body_preview":"If sonic booms become a routine occurrence over America, I expect to see a backlash against supersonic flight unifying everyone between chemtrail conspiracy theorists and the greenpeace. The anti data","author":"pibaker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.16060333511485075,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742407"},{"id":"862181a9-145b-4638-878d-6a85752f652a","source":"hackernews","source_id":"48742099","content_type":"comment","title":null,"body_preview":"If you really want to make an impact on the noise floor, ban gasoline leaf blowers.","author":"imglorp","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742099"},{"id":"8f313941-4cf4-406b-860b-08615956e7fd","source":"hackernews","source_id":"48742029","content_type":"comment","title":null,"body_preview":"Not sure how this does anything to alter the laws of physics. But I guess it's a step in the right direction.","author":"mattas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742029"},{"id":"99f661a9-e304-4eb0-b771-ac634d6ccf9c","source":"hackernews","source_id":"48742112","content_type":"comment","title":null,"body_preview":"0.11 pound per square foot is what is being proposed. That's 108 decibels. Which  is between standing next to a lawn mower and standing next to a car horn. I don't see how anyone will tolerate that in","author":"foobarqux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","false_specificity"],"bot_score":0.239154140665565,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742112"},{"id":"c9a3eed0-cc8d-4a93-9656-6b20723fe4e3","source":"hackernews","source_id":"48750105","content_type":"comment","title":null,"body_preview":"That's funny - I had no idea it was actually banned in the first place. I live near a number of large military bases and hear the fighter jets break the sound barrier on a somewhat regular basis.","author":"IAmGraydon","classification":"human_created","confidence":0.7,"indicators":["natural_digression","imperfect_expression","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750105"},{"id":"9752352a-638f-43c9-9935-e8e75b7b15e0","source":"hackernews","source_id":"48742540","content_type":"comment","title":null,"body_preview":"The people speaking against this seem to be being flagged. https://news.ycombinator.com/item?id=48742093 https://news.ycombinator.com/item?id=48742078\nI do think this is ridiculously anti-social. Soni","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1368026698086762,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742540"},{"id":"c77a8b7b-c4e6-4782-8446-288ecf6bb606","source":"hackernews","source_id":"48742429","content_type":"comment","title":null,"body_preview":"On one hand I think we should applaud when regulators target the specific issue (like noise or pollution level) vs using some other metric to achieve their desired outcome. On the other hand I don’t h","author":"bearcobra","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742429"},{"id":"2f6b7831-ca01-4310-ae2b-0f24e3031d55","source":"hackernews","source_id":"48742406","content_type":"comment","title":null,"body_preview":"This is so exciting. The only ones I know working on this are Boom (unless they’ve pivoted entirely into AI DC turbines). Between this and the wind-turbine-blade air transporter it’s an exciting time ","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742406"},{"id":"c5ccd74e-c22e-49b4-99f0-1c5e30f6182d","source":"hackernews","source_id":"48744102","content_type":"comment","title":null,"body_preview":"CdS LDRs are quite slow, like 0.1s slow, or is it only when light operated?","author":"dvh","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.10936005242665582,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744102"},{"id":"44a4d3e4-7b97-487e-892b-dafd85d4fe79","source":"hackernews","source_id":"48721618","content_type":"comment","title":null,"body_preview":"Hi HN, just stumbled upon this. Has any one tried this? Why dint he use black tape? Would sanding down the ldr clearcoat reduce the voltage required (i am looking for something near 9V). Any thoughts ","author":"thenthenthen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48721618"},{"id":"1d1dda79-51a4-459c-b694-2459882f34af","source":"hackernews","source_id":"48742460","content_type":"comment","title":null,"body_preview":"Isn't this problem solved in the speech recognition domain by CTC? Nobody annotates phonemes there.","author":"accurrent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742460"},{"id":"4741dcfa-bc08-441f-aaef-5a1b0f1300a2","source":"hackernews","source_id":"48742435","content_type":"comment","title":null,"body_preview":"It's always hard to predict the next big leap in technology but it seems that companies will soon have a surplus of GPUs and RAM as their AI experiments come to an end. This will create some interesti","author":"phyzix5761","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.08942473457047923,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742435"},{"id":"c269f303-7a1b-41cb-ab1a-272ebab4aed6","source":"hackernews","source_id":"48741245","content_type":"comment","title":null,"body_preview":"I would buy this game but $50 is a bit steep and it has effectively never gone on sale (at least not in the past 2 years).","author":"HDBaseT","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11929560593947214,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741245"},{"id":"809e7211-977b-4c4b-baf1-c14e3248f8db","source":"hackernews","source_id":"48753870","content_type":"comment","title":null,"body_preview":"If I understand correctly, is the application of this to quickly switch the direction of sending/receiving? Are there any other applications?","author":"d4ng","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","lack_of_personality"],"bot_score":0.31666666666666665,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753870"},{"id":"cf96cb55-326c-4f98-b5e8-764dd359b20f","source":"hackernews","source_id":"48749821","content_type":"comment","title":null,"body_preview":"Given that Trump and the media made egg prices a big part of the anti-Biden, anti-Harris campaign, doesn't this deserve more critical coverage?","author":"bediger4000","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749821"},{"id":"73be0064-409c-4dba-b17a-4259082a8a53","source":"hackernews","source_id":"48749454","content_type":"comment","title":null,"body_preview":"Gift link: https://www.wsj.com/business/retail/inside-the-egg-price-fix...","author":"impish9208","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749454"},{"id":"6d7c9c80-bea7-4cdc-8733-a26b792041ae","source":"hackernews","source_id":"48746877","content_type":"comment","title":null,"body_preview":"these LFM 2.5 models are crazy fast. the (biggest in series) 8B-A1B model produces 35-40 t/s on an aged 6-core CPU using llama.cpp. it's my go-to model for whenever i need fast local inference. it's a","author":"potus_kushner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746877"},{"id":"bcbe02ef-fc76-478d-8ae6-616b9abcd925","source":"hackernews","source_id":"48746449","content_type":"comment","title":null,"body_preview":"Memory used to be the bottleneck because it was the slowest after SSD and NVMe arrived. Now they became the bottleneck again but for a different reason. One has to wonder.","author":"moezd","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.10848407036844004,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746449"},{"id":"2b1cc9d8-815e-4534-9ad6-c58a9962998c","source":"hackernews","source_id":"48745959","content_type":"comment","title":null,"body_preview":"> While most people blame massive demand from AI companies, Micron CEO Sanjay Mehrotra says price pressure from certain customers over the past few years has also significantly contributed to the shor","author":"bArray","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745959"},{"id":"2d2c6f4f-bd44-4467-9347-1c9a093df345","source":"hackernews","source_id":"48745272","content_type":"comment","title":null,"body_preview":"Sanjay Mehrotra said the industry suffered from low prices, leaving companies with insufficient funds to expand production.","author":"datakan","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745272"},{"id":"f110400c-c811-496a-bf9f-145faddf0ef0","source":"hackernews","source_id":"48747231","content_type":"comment","title":null,"body_preview":"I don't think it's entirely customers' fault that companies could afford to lower prices when there was an oversupply price crash in 2023.\nhttps://en.wikipedia.org/wiki/Pork_cycle\nhttps://en.wikipedia","author":"MithrilTuxedo","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747231"},{"id":"ff6a38db-f6c9-42a3-b297-35770fddad2e","source":"hackernews","source_id":"48750211","content_type":"comment","title":null,"body_preview":"Flailing. I hope its because he fears for his job and not because he senses yet another price-fixing scandal on the horizon.","author":"mmonaghan","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750211"},{"id":"523c4bd8-fb2d-4663-bbf0-14dcec26e60c","source":"hackernews","source_id":"48747748","content_type":"comment","title":null,"body_preview":"Interesting. I wasn't aware PC gamers were building fabs in their bedrooms and undercutting Micron.","author":"gck1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747748"},{"id":"01f37762-af67-4bc5-8ce4-f7cf3129e77f","source":"hackernews","source_id":"48745969","content_type":"comment","title":null,"body_preview":"I don't trust anything Micron has to say about DRAM pricing\nhttps://en.wikipedia.org/wiki/DRAM_price_fixing_scandal","author":"erdaquin","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745969"},{"id":"903dfdf7-bd0c-4ab1-8789-6b0d61ca8c35","source":"hackernews","source_id":"48743252","content_type":"comment","title":null,"body_preview":"I had so much trouble doing this took ages to find a way to do it and it wasn't even foolproof (for engineering self repair procedures). Still can't understand how it's happening in prod.","author":"mikrotikker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743252"},{"id":"f6847124-b2af-4357-8e74-39a92fc91101","source":"hackernews","source_id":"48746913","content_type":"comment","title":null,"body_preview":"I want to participate. But maybe I already do everyday.\nMy daily driver is a MacBook Pro 2009 running Linux MX 23, does that count as an old computer for this challenge?","author":"coisasdavida","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746913"},{"id":"75dfaf9a-6a30-496c-ad5d-f24397410285","source":"hackernews","source_id":"48745644","content_type":"comment","title":null,"body_preview":"> PriceRunner is considered to have suffered damage as a result of Google having illegally favoured its price comparison service for many  years\nWhy would Google NOT favor it's own service at it's own","author":"_el1s7","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745644"},{"id":"31ddf4cd-0b34-44c0-ae9e-cc12e583516b","source":"hackernews","source_id":"48745364","content_type":"comment","title":null,"body_preview":"$1.5B is significant, but the bigger question is whether this actually changes how dominant platforms rank their own services.\nIs this real accountability for anti-competitive behaviour, or just anoth","author":"raychis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.26928398087886873,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745364"},{"id":"54107ba4-b539-4c38-9638-ec7f136a21bb","source":"hackernews","source_id":"48748459","content_type":"comment","title":null,"body_preview":"This is one of the Price Runner sites: https://www.pricerunner.com/ And this is Google Shopping: https://www.google.com/search?q=laptops&sca_esv=a6fae943e924...\nGoogle gave its own price comparison se","author":"bjourne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","quoting_external_sources","analogy_to_historical_events"],"bot_score":0.05694971012424837,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748459"},{"id":"b9769b28-d73a-4574-a33b-d8f1a85b0925","source":"hackernews","source_id":"48745710","content_type":"comment","title":null,"body_preview":"Didn't Google have a previous lawsuit against foundem? Not a fan of Google but foundem were fucking awful.","author":"buggeryorkshire","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745710"},{"id":"ee3d42a2-31c1-42ed-8672-a2094fcaa0b5","source":"hackernews","source_id":"48745745","content_type":"comment","title":null,"body_preview":"This comes years after this fine was upheld about Google shopping in an EU court. I guess prisjakt (another Swedish website that works just like pricerunner) could do the same now.\nhttps://www.theguar","author":"Hikikomori","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745745"},{"id":"d8c40ec4-fd1e-4a8f-8dec-bd01bee67392","source":"hackernews","source_id":"48746686","content_type":"comment","title":null,"body_preview":"This is effectively just a tariff. An extremely large and disproportionate fine on a foreign company so that the local company has a better chance to compete.","author":"newaccount670","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746686"},{"id":"0debaf80-bcc8-45b8-9f0a-6d137aceba64","source":"hackernews","source_id":"48746546","content_type":"comment","title":null,"body_preview":"Wondering if Google can take out a BNPL plan to cover the damages","author":"zelias","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746546"},{"id":"69406e59-fbd3-415e-a271-9ea0afc202b5","source":"hackernews","source_id":"48747390","content_type":"comment","title":null,"body_preview":"Klarna is a buy-now-pay-later company, right?  How do they compete with google?","author":"tjwebbnorfolk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747390"},{"id":"66df225e-007d-4394-b2fb-07fa5b0ee3d2","source":"hackernews","source_id":"48748018","content_type":"comment","title":null,"body_preview":"The problem is Google/Apple and these people that \nself-identify as platforms\" should probably divest from providing any 1st party services on their \"platforms\".","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748018"},{"id":"1b63670f-271a-487e-b067-9ad19e634c5c","source":"hackernews","source_id":"48747080","content_type":"comment","title":null,"body_preview":"People aren't going to like this, but taking a page from Apple, Microsoft, Sony (iPhone, Xbox, Playstation), the solution to constant antitrust charges stemming from competitors on your platform....is","author":"WarmWash","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1502395288885517,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747080"},{"id":"daec6075-81bf-486a-b7fe-923128ba1723","source":"hackernews","source_id":"48747938","content_type":"comment","title":null,"body_preview":"So what is the resolution supposed to be? Randomize the results whenever a user searches for a vague product category that is also something that Google provides?\nThe article is pretty light on detail","author":"akersten","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747938"},{"id":"ef4ca58a-7c7f-41ae-a9dd-06e9916848c7","source":"hackernews","source_id":"48741967","content_type":"comment","title":null,"body_preview":"People saying they'll never use Reddit again is just noise.\nI'm sure you've seen the \"protests\" and sub closures because of {$change}. Two weeks later the same mods and users realise they can't get th","author":"andrewinardeer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08096489570713103,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741967"},{"id":"c82e04d7-920c-405f-8114-5349396c1724","source":"hackernews","source_id":"48740704","content_type":"comment","title":null,"body_preview":"if you don't give every iota of your physical makeup to our benevolent leaders, this is labelled as abusive behaviour. for example, talking over communication channels that aren't completely monitorab","author":"thin_carapace","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740704"},{"id":"edbf47e4-e7ed-418b-8e39-42d4474ed051","source":"hackernews","source_id":"48742384","content_type":"comment","title":null,"body_preview":"Source: https://old.reddit.com/r/modnews/comments/1ujtebf/logging_in... (https://news.ycombinator.com/item?id=48738835)","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742384"},{"id":"65d6407e-f46e-4df8-ba52-7595d9e51f8b","source":"hackernews","source_id":"48743893","content_type":"comment","title":null,"body_preview":"I added lemmy.world to my news cycle a few years ago just in case. It's growing fast now it seems, as others make the same decision.","author":"jaggs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743893"},{"id":"82a8686e-c90f-4992-a4d4-4a3ca97a0ecd","source":"hackernews","source_id":"48743073","content_type":"comment","title":null,"body_preview":"That reasoning is complete nonsense. If someone scrapes the data, that’s not a big deal, and Reddit has no more claim to the data than anyone else. The data is public and created by users, not by the ","author":"RandomGerm4n","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","proposed_solutions","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743073"},{"id":"d89960f3-1bc6-418c-bd4f-466aa12646f5","source":"hackernews","source_id":"48740634","content_type":"comment","title":null,"body_preview":"Bummer, thats like a funeral for one of the greatest public forums.\nThere is probably a point where all these platforms just get to big and can't hang.","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0.09854226046744376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740634"},{"id":"bc17b6ed-d7c2-4387-8361-551620431a14","source":"hackernews","source_id":"48743485","content_type":"comment","title":null,"body_preview":"In related news, Imgur seems to be a/b testing a website that just pushes you to the mobile app and doesn't allow you do anything in browser beyond viewing the one picture you clicked the link for.","author":"avian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_observation","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743485"},{"id":"4274a05c-df6e-46e3-acb9-8af5ae940648","source":"hackernews","source_id":"48741734","content_type":"comment","title":null,"body_preview":"I stopped using Reddit daily when they killed Apollo. Now it looks like I’ll stop using it entirely. Good riddance, thanks for killing my doomscrolling addiction for me.","author":"cedws","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741734"},{"id":"f3f75467-9b8b-4f6c-adf6-e9cf13d82743","source":"hackernews","source_id":"48745336","content_type":"comment","title":null,"body_preview":"If they wanted to actually prevent abusive users they would make the API more affordable. Its just sites like reddit, twitter/x, etc. storing valuable social data that can't be found elsewhere. It's t","author":"omgmo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745336"},{"id":"bfa51c75-cac5-44cd-86d9-70f6f0a6b066","source":"hackernews","source_id":"48740941","content_type":"comment","title":null,"body_preview":"That's unfortunate.  Rather than using rate limiting or access control over a singular user which would have significant different usage to say scrappers ... I'm not making an account ... I guess I wo","author":"anenefan","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740941"},{"id":"8a9ee342-9f8f-4e78-9228-c494ae31c81c","source":"hackernews","source_id":"48740911","content_type":"comment","title":null,"body_preview":"I ~~can't~~ won't use the new ( decade+ old? )reddit.\nFrom the Reddit Post announcing this, :\n\"In case you are wondering . . .\nQ: Is Reddit shutting down Old Reddit? \nA: Not right now! We can’t promis","author":"sillywalk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740911"},{"id":"833a8282-da3e-4fcb-8628-8d13257241f2","source":"hackernews","source_id":"48740880","content_type":"comment","title":null,"body_preview":"Bye Reddit! It was nice while it lasted, I guess. Small funeral for all the genuinely useful communities and knowledge on there.\nI had already deleted my account, and using the site has gotten far mor","author":"Grombobulous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15156140852504385,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740880"},{"id":"6d4a4e4b-174d-4f3a-ad99-eb7d3d9d1f9c","source":"hackernews","source_id":"48740412","content_type":"comment","title":null,"body_preview":"Wow, as soon as I opened it, there was even a detailed explanation of the vadd function I’d never seen before, but I couldn’t understand any of it.","author":"rampseeker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740412"},{"id":"dc8abc60-e880-4234-bbab-62bfd4891fa0","source":"hackernews","source_id":"48744648","content_type":"comment","title":null,"body_preview":"Is this really the future that people want?\nhttps://raw.githubusercontent.com/outergroup/outershell/refs...\nhttps://raw.githubusercontent.com/outergroup/Top/refs/heads/...\nI am surprised at the lack o","author":"nibbula","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744648"},{"id":"f284599d-753e-4a3f-9d07-b04b9a356ec9","source":"hackernews","source_id":"48753421","content_type":"comment","title":null,"body_preview":"The interface design reminded me of yunohost a bit.","author":"ValdikSS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753421"},{"id":"c9d438d5-d1df-4dda-9670-39f9c7baa902","source":"hackernews","source_id":"48746902","content_type":"comment","title":null,"body_preview":"why is icmp needed? afaik any nat will open udp things for an amount of time to allow replies to come back , since its stateless. thats normal nat punching. I am curious why ICMP is used and what bene","author":"saidnooneever","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746902"},{"id":"b4955bbb-5c9b-459c-a314-46fe37b0952f","source":"hackernews","source_id":"48740343","content_type":"comment","title":null,"body_preview":"I bought a cheapo tuya wifi fan controller for a \"dumb\" ceiling fan. Connect to it from SmartThings app on my phone. The app can be paired with siri and now I can just say: \"living room fan on/off\". W","author":"latchkey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.09334684405789284,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740343"},{"id":"f7b7cb52-cd12-451a-bb0b-71510dc1a03c","source":"hackernews","source_id":"48740493","content_type":"comment","title":null,"body_preview":"Thanks for sharing - i have been on a few years long journey trying to control my swamp cooler while try to learn RF. I started with a flipper zero to see if i could even capture signals from remote, ","author":"sevennull","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740493"},{"id":"59785fde-a97e-4747-8578-5ff021d67615","source":"hackernews","source_id":"48744264","content_type":"comment","title":null,"body_preview":"I imagine an RF copier / blaster could work too?\nSomething like this: https://www.aliexpress.us/item/3256812248263286.html?\nI used IR version of this for my tv at some point even though it had an http","author":"tehlike","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744264"},{"id":"a2bda061-c7e0-4b1f-81a2-d5552f250b26","source":"hackernews","source_id":"48743393","content_type":"comment","title":null,"body_preview":"Thanks for the write-up, I've been interested in connecting RF-controlled devices to Home Assistant myself lately! Your experience will definitely come in handy :)\nAre you following HA's latest push t","author":"illright","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743393"},{"id":"ec230872-367f-4f5a-9b5a-aa633e761b74","source":"hackernews","source_id":"48743653","content_type":"comment","title":null,"body_preview":"This is a great series.  I was awed by it in high school.  Some parts were too advanced for me (and probably still are), but I got a lot out of other parts.","author":"throwaway81523","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10405793352064859,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743653"},{"id":"9957d308-dcfa-4a33-857b-0b52ddde341d","source":"hackernews","source_id":"48743375","content_type":"comment","title":null,"body_preview":"I'm looking for mathematics books that take the time to explain with words and sentences what is actually going on when they introduce a new theorem, something that focuses on meaning.\nAnyone knows if","author":"hamburgererror","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743375"},{"id":"5180f9a9-ade2-4ca6-90c1-8cf20e8d7094","source":"hackernews","source_id":"48733595","content_type":"comment","title":null,"body_preview":"This is a blast from the past. Knoppix saved my life a few times, it was the easiest way to mount a drive with a broken partition table or something else went that haywire with a dual-boot system. It ","author":"nmfisher","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_anecdote","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48733595"},{"id":"f4aa36ec-c72b-48ac-ae5c-9777dd8849ee","source":"hackernews","source_id":"48740998","content_type":"comment","title":null,"body_preview":"I hacked up a (not SMP-safe!) compressed loopback driver for a now-forgotten startup's \"bootable business card\" rescue disk.  Over a year later I received an email from someone wanting to use it who w","author":"RustyRussell","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740998"},{"id":"2a75391c-349a-4b2f-95b1-8f6b1a3e6e3c","source":"hackernews","source_id":"48740600","content_type":"comment","title":null,"body_preview":"\"A \"henge\" is when the sun or moon is perfectly framed by a street or appears to sit on top of a building\"\nNot really?","author":"comrade1234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.11926648438880118,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740600"},{"id":"f8822f76-94e7-4405-9372-69b00d6ae7bd","source":"hackernews","source_id":"48741328","content_type":"comment","title":null,"body_preview":"I'd really like if you showed a few examples so we know what we are looking for.","author":"Mistletoe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741328"},{"id":"ac86527a-f386-4283-972e-6646eacd8c7f","source":"hackernews","source_id":"48740969","content_type":"comment","title":null,"body_preview":"Oh this post again. Kind of made sense to repost it on the solstice, but why again and again and now?","author":"doobiedowner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740969"},{"id":"7650ab8c-ac84-448d-bf87-255fd32e6f45","source":"hackernews","source_id":"48740516","content_type":"comment","title":null,"body_preview":"> This app is currently not available in your country or region.\nIs there actually reason to not just check all the countries in the list in the app store?","author":"dewey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.0769662202596584,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740516"},{"id":"7b387520-7d88-4f02-a3b2-62a654af1f38","source":"hackernews","source_id":"48742423","content_type":"comment","title":null,"body_preview":"I would have expected at least a few sample real-world photos on that page.","author":"micw","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742423"},{"id":"9ec12f0f-8fa1-4560-8e74-df1e28ef54a4","source":"hackernews","source_id":"48741165","content_type":"comment","title":null,"body_preview":"More information is also available here - https://victoriaritvo.com/blog/hengefinder/\nA beautiful project by fellow Recurse Center alums Victoria Ritvo and John Pribyl!","author":"gregsadetsky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741165"},{"id":"a11cabdd-4d67-4859-8105-ab904157c149","source":"hackernews","source_id":"48740836","content_type":"comment","title":null,"body_preview":"I’m a little concerned by how little information is on the website and the fact that the Google Play listing has what are clearly screenshots from iOS.","author":"saagarjha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740836"},{"id":"b865e239-2c60-47ed-bb7f-82844b9689a0","source":"hackernews","source_id":"48740715","content_type":"comment","title":null,"body_preview":"Why require an app? This could be perfectly usable as a website, no?","author":"superjared","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740715"},{"id":"8ff97762-40e0-49e9-a7c7-e5ee1816b82f","source":"hackernews","source_id":"48746970","content_type":"comment","title":null,"body_preview":"I tried the web henge near me feature (https://hengefinder.rcdis.co/henge_near_me)\nIt doesn't work if the road is not straight for it's entire length. It takes the start point of a road and the end po","author":"rjmunro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746970"},{"id":"9fee8880-8877-4eef-9316-160d1d8c4a67","source":"hackernews","source_id":"48750335","content_type":"comment","title":null,"body_preview":"https://www.wsj.com/tech/google-must-pay-nearly-2-billion-to...","author":"fortran77","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750335"},{"id":"4e05ec76-b08e-438a-b8cd-32847dc395d1","source":"hackernews","source_id":"48727181","content_type":"comment","title":null,"body_preview":"I find the squircle jail just creates a lot of confusion for me, having distinct shapes helps a lot at a glance.","author":"overgard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_expressed","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48727181"},{"id":"43cbdba9-a60e-4d5f-9c67-ea89361c0b58","source":"hackernews","source_id":"48729337","content_type":"comment","title":null,"body_preview":"Maybe it's just me, but I never really liked the detailed older mac icons, like the examples at the bottom of the page. I've always enjoyed more minimalist, simple user interfaces. And I can understan","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.14241997772909068,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48729337"},{"id":"e77ae4c8-b559-4df1-8a14-88f2feaa0bbc","source":"hackernews","source_id":"48742282","content_type":"comment","title":null,"body_preview":"Love the title.\nI believe the authors are riffing off the wonderful 1970 Counterexamples in Topology[0] book. There's a minor tradition of this among the cognoscenti. The topology book is an absolute ","author":"xelxebar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742282"},{"id":"617e4011-2234-40b2-bccb-cba102076bf8","source":"hackernews","source_id":"48753176","content_type":"comment","title":null,"body_preview":"Discussion: https://news.ycombinator.com/item?id=48740217","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753176"},{"id":"e71ada1d-9f14-44d9-8990-3e47b6fb21af","source":"hackernews","source_id":"48753184","content_type":"comment","title":null,"body_preview":"Still work from my machine, but if it happens then that's the end of Reddit for me.\nP.S.: To be more-specific, I was betrayed once, and I'm not going back in. I had an account for 10+ years and was a ","author":"Terr_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753184"},{"id":"9507e6e1-cf3f-4917-bf71-0c0af2f696d0","source":"hackernews","source_id":"48751014","content_type":"comment","title":null,"body_preview":"But does it write … zee code??\nEhhhhh ?? Anyone ?? Haha","author":"happyPersonR","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751014"},{"id":"caf84274-2ff4-42c2-ae95-1837f1bd37c6","source":"hackernews","source_id":"48749253","content_type":"comment","title":null,"body_preview":"This name is going to cause problems for Infocom fans.","author":"smallerize","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749253"},{"id":"c2501ad9-9382-4479-89df-19e691880e3d","source":"hackernews","source_id":"48749963","content_type":"comment","title":null,"body_preview":"from the xcancel, https://xcancel.com/zai_org/status/2072349453361557898\nIntroducing ZCode, the official development environment for GLM-5.2\nGLM Coding Plan subscribers: now 1.5x usage quota in ZCode\n","author":"thx67","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","list_heavy_advice"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749963"},{"id":"a3631299-e04e-4b89-9128-0c7a7bb7bc82","source":"hackernews","source_id":"48742364","content_type":"comment","title":null,"body_preview":"Yes - discussion here (433 points, 4 hours ago, 220 comments) https://news.ycombinator.com/item?id=48740771","author":"gnabgib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1701388888888889,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742364"},{"id":"3ab24df8-0002-4cef-a8c6-89c5dfb3e858","source":"hackernews","source_id":"48746879","content_type":"comment","title":null,"body_preview":"The Lisbon Strategy, stemming from 2000:\nhttps://www.europarl.europa.eu/summits/lis1_en.htm\nTL;DR from bureaucratese: to make the EU \"the most competitive and dynamic knowledge-based economy in the wo","author":"inglor_cz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746879"},{"id":"c78e111b-3e19-4b61-9f63-30822bb202fa","source":"hackernews","source_id":"48748576","content_type":"comment","title":null,"body_preview":"We've seen how amazing the EU has been for Europe. One EU company in the Top 50 companies in the world by market cap: ASML.\nBig round of applause.\nThe Chips Act 2.0, for the 1.0 did... Nothing at all?","author":"TacticalCoder","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748576"},{"id":"5107c001-4cd0-4904-b1b1-caed47cc0cfb","source":"hackernews","source_id":"48748862","content_type":"comment","title":null,"body_preview":"I think they should shut down more nuclear energy plans.","author":"google234123","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748862"},{"id":"aade800c-14b8-4602-8adb-a73a84883cbb","source":"hackernews","source_id":"48747892","content_type":"comment","title":null,"body_preview":"Oh, this is actually substantial [1].\n[1] https://ec.europa.eu/commission/presscorner/detail/en/ip_26_...","author":"JumpCrisscross","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747892"},{"id":"41225fb6-6238-4f49-991c-6871d905f915","source":"hackernews","source_id":"48747927","content_type":"comment","title":null,"body_preview":"It's not a plot. Everything is public in within EU strategy and the issues with the US digital products have been long discussed in the EU parliament.","author":"quentindanjou","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747927"},{"id":"654b2bb3-4cd4-4463-a74b-13b9a0deb686","source":"hackernews","source_id":"48751375","content_type":"comment","title":null,"body_preview":"Meanwhile NATO just switched over to a full Palantir system (MSS), and thus sharing everything with the USA, while several European countries are removing Palantir interference. This is going great.","author":"michelb","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751375"},{"id":"3e1130a6-d6d6-4daf-bde9-235f725260ff","source":"hackernews","source_id":"48740548","content_type":"comment","title":null,"body_preview":"It's not the same, but I still remember the first time I was served genmai cha (roasted rice tea) at a sushi restaurant.  I loved it and inquired, the server was kind enough to show me the actual tea ","author":"rectang","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740548"},{"id":"b77ce955-30bd-4d53-a7c0-ecaa3a817a32","source":"hackernews","source_id":"48747084","content_type":"comment","title":null,"body_preview":"Apparently it has its own holiday.\nJune 1 is officially \"Mugicha Day\" (麦茶の日), designated back in 1986 by the barley tea manufacturers' cooperative, and a MyVoice survey has it as the #1 summer drink f","author":"momentmaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11953693460633338,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747084"},{"id":"8e0cff4b-3bf6-43b1-b373-8f46d7907bd2","source":"hackernews","source_id":"48742057","content_type":"comment","title":null,"body_preview":"Interesting roasting process with high heat 2x for 1 minute.  Quite different than say kilning pilsner malt at low heat for a much longer time.  Sure speeds up production, I bet!","author":"d4v3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742057"},{"id":"df56facd-a122-4b06-8234-834f74a0f02a","source":"hackernews","source_id":"48740417","content_type":"comment","title":null,"body_preview":"I consume copious amounts of cold mugicha. It's amazingly refreshing and very cheap.","author":"CarVac","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740417"},{"id":"f3eef98e-f8fa-4ae3-8f1b-d3e4e0c63712","source":"hackernews","source_id":"48743860","content_type":"comment","title":null,"body_preview":"What a strange way to write a headline. “Providence RH only has 2 tortilla makers. we visited one to see how tortillas are made”.\nYea, Tokyo is not known for being a tea growing spot\nI guess I’m being","author":"socalgal2","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11244663087198466,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743860"},{"id":"4f5ea843-d062-404c-8dce-0fff6d0d6eb7","source":"hackernews","source_id":"48741694","content_type":"comment","title":null,"body_preview":"Koreans also say \"tea\" (차) to what supposed to be called infusion in English. Barley, brown rice, corn, Solomon's seal, and jack bean are common, but there are many more. I was confused when I was com","author":"sbinnee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","personal_experience","natural_digressions"],"bot_score":0.14334701254855153,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741694"},{"id":"add31119-9826-496a-934e-7d5637a93700","source":"hackernews","source_id":"48741267","content_type":"comment","title":null,"body_preview":"For anyone looking to try this - while they sell pre-bottled mugicha [1], I highly recommend making your own from tea bags [2].\nIt's incredibly easy to make - just add cold water and let it sit in the","author":"freetime2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinion_expressed","links_provided"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741267"},{"id":"2899f95f-a37d-4ebb-9928-f6fcaec43975","source":"hackernews","source_id":"48741327","content_type":"comment","title":null,"body_preview":"I really enjoyed that article. Documenting the entire process helps me understand what the final product should taste like. I love the smell of barley and had never considered roasting any. The fact t","author":"doodlebugging","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741327"},{"id":"571ab07c-f001-4d3d-93f9-616f1e64a77d","source":"hackernews","source_id":"48742660","content_type":"comment","title":null,"body_preview":"Get this guy into YC. He knows how to do it, but not how to sell it.\nThis needs to join the families of devices that find wooden studs, electrical wiring, and plumbing. This is a general purpose techn","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14321899610493338,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742660"},{"id":"0debce97-1549-4ad2-bd68-f6e6cb8b78fb","source":"hackernews","source_id":"48745278","content_type":"comment","title":null,"body_preview":"It's by no means limited to amazon. $50k or less gets you arbitrary account information from almost any large site you can name, similar rates for access to information that's supposed to be law enfor","author":"nullc","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745278"},{"id":"71fbcfdf-c66a-45ed-b224-17896bec7fc5","source":"hackernews","source_id":"48741433","content_type":"comment","title":null,"body_preview":"I can’t believe Nekhala managed to gross $6million on a bed scrunchy on Amazon without Chinese competitors pirating the design, even with a US patent. That in itself is a major accomplishment. At some","author":"supertroop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.125906404640285,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741433"},{"id":"c6c992c8-6761-4492-904e-51fa1602e0ce","source":"hackernews","source_id":"48753122","content_type":"comment","title":null,"body_preview":"Even for logged in users, it keeps reverting back to the new reddit no matter how many times one update the setting in preferences.\nIt’s a user hostile shitshow.","author":"BenFranklin100","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.134195970177754,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753122"},{"id":"4a5b0690-b5c0-4ab1-81e7-e8f9526ad05c","source":"hackernews","source_id":"48753196","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48740217","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753196"},{"id":"a4c9f77b-4be6-4a6f-80bc-f22a5a9e8d3b","source":"hackernews","source_id":"48733467","content_type":"comment","title":null,"body_preview":"A couple of years ago I noticed that my mac starts collecting weird little bugs if I don’t reboot for a really long time. The cursor starts misbehaving (it won’t reliably change over links, or in grap","author":"ffitch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48733467"},{"id":"8352559c-3b6a-4763-8e19-4fdab4ff0f5c","source":"hackernews","source_id":"48748975","content_type":"comment","title":null,"body_preview":"With servers, if they have a huge uptime and sysadmins etc are afraid to restart them, then they have \"pets\" with high liability, requiring Infra as Code https://docs.sadservers.com/blog/destroy-and-d","author":"fduran","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_link_context"],"bot_score":0.09999999999999999,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748975"},{"id":"e4d2caf0-5654-446c-ad68-c11237f0d839","source":"hackernews","source_id":"48746224","content_type":"comment","title":null,"body_preview":"I only shutdown when absolutely necessary, i.e. the system becomes unstable and crashes. Otherwise all of my machines have 100% uptime. This is for a few reasons:\n1. Some tools take time to get setup ","author":"bArray","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746224"},{"id":"3dacface-6788-462f-9b67-2107c065a802","source":"hackernews","source_id":"48740894","content_type":"comment","title":null,"body_preview":"My Lenovo Legion gaming laptop running Linux Mint Cinnamon takes ~10s to boot. I hardly ever leave it on, I mean why??\nIt is silly to use a cron job to do something that only takes 2s for a human to d","author":"h4kunamata","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference","historical_context"],"bot_score":0.12813382803751108,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740894"},{"id":"5bb925b7-075e-407c-bd74-a513bffa0d55","source":"hackernews","source_id":"48740606","content_type":"comment","title":null,"body_preview":"I've been keeping my desktop machines running 24/7 for ~25 years. I only reboot when necessary.\nI remember having around 280 days of uptime on Windows 7 when it went end of life. Having a UPS helps a ","author":"nickjj","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740606"},{"id":"2385647d-f3b3-4e73-827e-237d98456418","source":"hackernews","source_id":"48741159","content_type":"comment","title":null,"body_preview":"I don't feel like keeping my tower pc running more than necessary. When I don't use it for hours, I usually turn it off. At least when I go to bed I turn it off. Next day I turn it on again. Like a no","author":"zelphirkalt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_personality","genuine_specificity"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741159"},{"id":"679d793c-5d65-4a5c-9f8c-9f8e841e42a7","source":"hackernews","source_id":"48743149","content_type":"comment","title":null,"body_preview":"My Macbook needs a restart periodically. Somehow my quite limited disk space (500GB) is getting lower and lower and lower to the point where spotlight will stop working. After restart, I magically get","author":"gloosx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743149"},{"id":"e00b1434-4391-405b-9298-1c48ce84bb97","source":"hackernews","source_id":"48743578","content_type":"comment","title":null,"body_preview":"I.. I cannot restart my computer. Why? I work at a smallish agency as a developer. A few years ago we were acquired by a massive global corporation as part of the typical vertical integration strategy","author":"throw-nodox-23","classification":"human_created","confidence":0.92,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743578"},{"id":"1dfdd707-d6b9-4b17-a8c9-59841073e074","source":"hackernews","source_id":"48745321","content_type":"comment","title":null,"body_preview":"Another bad decision that won't stand the test of time.  The decision says more about the justices themselves than it does the decision.  Voting the \"right way\" gets positive press attention, invites ","author":"Blackstrat","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.22717870541589985,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745321"},{"id":"d55afcdf-8d90-40b1-9ff9-0c5170d3d176","source":"hackernews","source_id":"48742873","content_type":"comment","title":null,"body_preview":"it's on the tin of the 14th amendment\ndeal with it","author":"whateveracct","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742873"},{"id":"656360f6-2e47-46bb-a4e5-020772ebbf11","source":"hackernews","source_id":"48741443","content_type":"comment","title":null,"body_preview":"35 countries in the world, most in the Americas, confer unconditional birthright citizenship (jus soli), regardless of their parents' nationality or immigration status.","author":"andsoitis","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0.16712498650266144,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741443"},{"id":"76216b1c-e6c7-4014-bb07-0c019e69b0be","source":"hackernews","source_id":"48740727","content_type":"comment","title":null,"body_preview":"Whenever the article mentions 'pause', it means 'parse', right?!","author":"Titan2189","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740727"},{"id":"c9842d8a-7765-472b-a21a-3345b532bb2e","source":"hackernews","source_id":"48744587","content_type":"comment","title":null,"body_preview":"The cool thing is, there is so little \"ossification surface\" in URLs that this proposal could still be implemented today. The only thing not natively supported by browsers is the relative URL syntax, ","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11895143297585861,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744587"},{"id":"b98ac24e-cfb6-4946-adb1-b64eecb75828","source":"hackernews","source_id":"48752946","content_type":"comment","title":null,"body_preview":"One of my greatest criticisms of higher education, or at least the academic institutions (having spent almost 20 years working for one), is that they approach education as a means to an end. Students ","author":"thepryz","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752946"},{"id":"d30739ee-ac33-44d0-9be7-ef03460f3d69","source":"hackernews","source_id":"48747261","content_type":"comment","title":null,"body_preview":"Bad title for this big of a story imo. Are we less sure about life now than before today? Good excerpt:\n“ Scientists hope synthetic cells can tell them things about life that natural cells cannot, inc","author":"Computer0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747261"},{"id":"59652c6c-6c1f-4072-844a-379fe0ed4d23","source":"hackernews","source_id":"48751945","content_type":"comment","title":null,"body_preview":"Some more discussion: https://news.ycombinator.com/item?id=48747304","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751945"},{"id":"2b3239b2-2663-4588-be67-0a4834d430c7","source":"hackernews","source_id":"48750681","content_type":"comment","title":null,"body_preview":"Lets hope they don't end up creating the \"grey goo\" that endlessly replicates and can't be stopped.","author":"partomniscient","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.16165256259383032,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750681"},{"id":"1fc5863f-1688-4027-9bb4-289f16eb30ea","source":"hackernews","source_id":"48747887","content_type":"comment","title":null,"body_preview":"It doesn’t natively reproduce but still this is freaking amazing. And the process is going to be open sourced. Still can’t say we understand one cell (the ribosomes don’t assemble) but much much close","author":"lanstin","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747887"},{"id":"0620916a-8872-49a6-81b2-0a283179442f","source":"hackernews","source_id":"48748088","content_type":"comment","title":null,"body_preview":"> Human Genome: About 20,000 protein coding genes.\n> E. Coli: A lab strain of the E. Coli bacterium use for research has 4,460 genes.\n> SpudCell: This new synthetic cell only has 36 genes.\nWow, so lit","author":"titaniumtown","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748088"},{"id":"4350ef01-bc7d-4bea-9db6-f08b245dd229","source":"hackernews","source_id":"48741379","content_type":"comment","title":null,"body_preview":"giving yourself (or your llm) infinite future work in maintaining all that duplicated kubernetes source code is a bad idea, surely? the author notes they could have compiled the kubernetes to wasm, bu","author":"ewy1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741379"},{"id":"bce25a34-eac3-40ec-9adb-d41b6a58e78c","source":"hackernews","source_id":"48743523","content_type":"comment","title":null,"body_preview":"does this actually work across browsers or its just inside a single browser?","author":"wshm","classification":"human_created","confidence":0.75,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743523"},{"id":"c000af17-ae76-4149-b425-9b130942ffca","source":"hackernews","source_id":"48741192","content_type":"comment","title":null,"body_preview":"What are you using to replace etcd here? Where is state stored?","author":"MPSimmons","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741192"},{"id":"20111bc6-b1b3-41d1-ba53-bce845d6a71e","source":"hackernews","source_id":"48741086","content_type":"comment","title":null,"body_preview":"As SRE, Deployment, Replica Sets and Services are generally the easy part. The hard part which he noted:\n>Right now, it doesn’t support ConfigMaps, Secrets, pod resources, persistent volumes, and a wh","author":"stackskipton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.1941186109668799,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741086"},{"id":"8f22aa17-f81e-4807-b995-026687eeb659","source":"hackernews","source_id":"48741861","content_type":"comment","title":null,"body_preview":"This is cool and impressive\nRecently I also started to port fd.io vpp to rust for my app with help of codex\nA clear interface and well defined test case is must to make the rewrite successful","author":"mintflow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741861"},{"id":"a0e9dd2e-52ad-40c3-ab23-5fdec9840993","source":"hackernews","source_id":"48752329","content_type":"comment","title":null,"body_preview":"I don't understand it. What's the point of this project? I know kubernetes is like a docker but more complex. What's the point of running out in the browser?","author":"gitowiec","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice","genuine_questioning"],"bot_score":0.1326379412276458,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752329"},{"id":"ce03c448-7278-444e-8f3c-606884f34768","source":"hackernews","source_id":"48740383","content_type":"comment","title":null,"body_preview":"First of all, this is wonderful stuff!\nAs a minor thought / question – I'm a little surprised that this isn't (yet) wired up for pods to run in Web workers.\nI appreciate that there is a Clock mechanis","author":"tekacs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_depth","imperfect_expression"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740383"},{"id":"967eb776-fe9c-4743-aace-a03dbd49b772","source":"hackernews","source_id":"48746342","content_type":"comment","title":null,"body_preview":"This is genuinely really cool. I guess the added complexity and/or performance hit will require some justification but I can see it paying off for some use cases.","author":"nusl","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746342"},{"id":"ca97fbb2-46cc-46c8-ba3c-7f04cd4ee631","source":"hackernews","source_id":"48740607","content_type":"comment","title":null,"body_preview":"1. It's not really running containers in the browser, right? It seems every service would need a custom connector - and more importantly...\n2. ...would need a renderer, right? Otherwise what does it m","author":"playorizaya","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.11421699201350541,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740607"},{"id":"3e8354b7-5f71-49e4-bdb2-c52fe1bf4068","source":"hackernews","source_id":"48744551","content_type":"comment","title":null,"body_preview":"Nate Abele gave a talk about this at the Carolina Code Conference last year.\nhttps://youtu.be/t7L2iROVaRg?is=xoV4aiCXcYMVvVDL","author":"brightball","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744551"},{"id":"afb4245b-4a85-4585-a33e-a48d38647199","source":"hackernews","source_id":"48742818","content_type":"comment","title":null,"body_preview":"As someone who loves teaching and building this can be very useful\nFor example i built this\nhttps://kubernetes-made-simple.vercel.app/\nNow i can add this","author":"mraza007","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742818"},{"id":"87416a62-3f07-40b9-858b-ce5006f62736","source":"hackernews","source_id":"48740852","content_type":"comment","title":null,"body_preview":"Based on the current status of my shadowbanned account (I suspect a competitor in our space retaliating), it looks like `banall` only flags posts from the last 6 years.\nOf course, nobody can view my p","author":"pedalpete","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.18901785146692202,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740852"},{"id":"d19eec22-a192-4d1d-b39f-03214c8f060d","source":"hackernews","source_id":"48740664","content_type":"comment","title":null,"body_preview":"I cannot emphasize strongly enough just how deeply pervasive the spam is at Reddit. I'm a mod at the ecommerce subreddit, and I've only caught some of the AI-powered marketing operations because in on","author":"leviathant","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740664"},{"id":"dc6bdb78-b756-4cb7-8dd6-d925f759be8c","source":"hackernews","source_id":"48740527","content_type":"comment","title":null,"body_preview":"Thought this might be about the video game series, and even after seeing \"Fable 5\" my first reaction was \"wow, up to 5 already?\". It looks like they made it up to Fable III before rebooting the series","author":"opan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740527"},{"id":"c10f5a17-081e-4844-8d42-cec3bc3464d6","source":"hackernews","source_id":"48741018","content_type":"comment","title":null,"body_preview":"That Fable Generated video is something else... wow I love it.. along with the app\nAnyone who says LLMs can't reproduce intelligence I mean really? can you make this? its not just a talking database g","author":"AIorNot","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741018"},{"id":"8eb0a23b-6023-4f75-94d6-e6a9c997b341","source":"hackernews","source_id":"48741256","content_type":"comment","title":null,"body_preview":"> This model doesn't shy away from drawing upon all its knowledge. It casually refers to alpha premultiplication and fundamental frequencies in the same breath. It is fond of acronyms.\nYes - I had Fab","author":"nl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741256"},{"id":"efe5ea12-340b-40ac-ae3a-8d8cf7a87958","source":"hackernews","source_id":"48740820","content_type":"comment","title":null,"body_preview":"That generated video was eye opening for me. I've been using Opus in Claude Code for studying and at work, but it never occurred to me to use 3b1b's excellent python library for generating maths visua","author":"monk_grilla","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740820"},{"id":"419c8ff5-2dba-4e14-bd6a-7fa1380336fe","source":"hackernews","source_id":"48740919","content_type":"comment","title":null,"body_preview":"My Fable example is not nearly as cool but still (to me) impressive.\nLast year, I would occasionally test the latest models by vibe-coding in-browser music generators using only HTML, CSS, and JS. Her","author":"tkgally","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740919"},{"id":"0ad7dd8f-ec6d-45a2-9463-5e9e0d8422df","source":"hackernews","source_id":"48753007","content_type":"comment","title":null,"body_preview":"Did you consider some kind of arrangement of the notes that is less \"equal-tempered\", and that would highlight the harmonic relationship between the notes? probably would need to be key-specific.. or ","author":"soledades","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753007"},{"id":"d939850a-0479-40f0-bbd6-75146dd6a471","source":"hackernews","source_id":"48743177","content_type":"comment","title":null,"body_preview":"If you're in a country like France, where buying fans for your daughter's schools is not allowed [0], or installing your own store-bought AC unit either, making DIY devices seems the easy part, sadly.","author":"jiehong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743177"},{"id":"4044ab79-c7a1-47fe-a8a1-e95f14b12787","source":"hackernews","source_id":"48753673","content_type":"comment","title":null,"body_preview":"A modern version of the idea encapsulated in posters and bumper stickers that read: \"It will be a great day when our schools get all the money they need and the Air Force has to hold a bake sale to bu","author":"tanseydavid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753673"},{"id":"f7231d3d-346e-4d70-af65-9268c9b303a8","source":"hackernews","source_id":"48745715","content_type":"comment","title":null,"body_preview":"It's a really tricky one, but I think it's the right call for Godot, but probably not for other projects. I'm the current maintainer of GodotJS (TypeScript bindings for Godot). LLMs can generate genui","author":"Benjamin_Dobell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","niche_expertise","imperfect_expression"],"bot_score":0.031127812445913294,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745715"},{"id":"3d15738f-78cb-4c11-a389-3753acfb9e2b","source":"hackernews","source_id":"48744620","content_type":"comment","title":null,"body_preview":"As a former extensive Godot contributor(I haven't contributed much since post 4.1 era), I am sad to see people target a project like Godot with AI Slop PRs.\nI am with the maintainers on this one, I am","author":"minraws","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744620"},{"id":"0a1dccce-cb17-492b-aaf7-2f71c212d2b5","source":"hackernews","source_id":"48744877","content_type":"comment","title":null,"body_preview":"Is there a list or overview of all open source projects that refuse to accept AI-code? It pops up every now and then but would be nice to have a good reference. Could also be interesting for quality a","author":"kriro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744877"},{"id":"2a708f39-de49-4c9b-b857-74e3df469634","source":"hackernews","source_id":"48753253","content_type":"comment","title":null,"body_preview":"Godot is a good engine but the devs are activists.","author":"lobocinza","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753253"},{"id":"60f29e85-3737-46d9-b152-ab24e6722e5b","source":"hackernews","source_id":"48747809","content_type":"comment","title":null,"body_preview":"This makes sense in the short term, but we really need the industry as a whole to learn how to code with AI in a safe sustainable way. Open Source has a particular problem of taking a really long time","author":"0xbadcafebee","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.1279060329546111,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747809"},{"id":"3277154f-7509-4d84-9c0d-9c7f636c9ccd","source":"hackernews","source_id":"48748889","content_type":"comment","title":null,"body_preview":"Simply choking them up is probably sufficient; if you limit how many commits and changes per commit can be made, limit how many PRs one can have open (or even just not closed) at a time, and limit the","author":"betorabinovich","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748889"},{"id":"f9b4353a-434d-4659-b6d1-7d666add4be3","source":"hackernews","source_id":"48745634","content_type":"comment","title":null,"body_preview":"A point of wild speculation. This is likely to be the slow decline of Godot.\nAs someone with 2 years of Godot experience (which seems like a lot given their lifespan), the underlying infra isn't stron","author":"maiybe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745634"},{"id":"f197155c-3244-43f0-bccc-b7434098a53d","source":"hackernews","source_id":"48744533","content_type":"comment","title":null,"body_preview":"Perhaps move comments to source posted yesterday? 30-jun-2026 \"Changes to Our Contribution Policies\" https://news.ycombinator.com/item?id=48733236 9 comments","author":"HelloUsername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_reference"],"bot_score":0.11444004256431677,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744533"},{"id":"6c3e2697-3b78-4db2-bd15-7913d29cf8b3","source":"hackernews","source_id":"48745117","content_type":"comment","title":null,"body_preview":"I wonder what people think about addressing this with process. For example, on GH:\n- Disable public pull requests.\n- Require people to open an issue or discussion. Issues and discussions should have s","author":"timcobb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745117"},{"id":"f0de96ba-75fd-4477-a213-7415e97c24a0","source":"hackernews","source_id":"48744615","content_type":"comment","title":null,"body_preview":"Actual source: https://godotengine.org/article/contribution-policy-2026/","author":"Aachen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744615"},{"id":"fd5a74e2-e33c-44dc-85bb-30b9a9c5b3c9","source":"hackernews","source_id":"48744406","content_type":"comment","title":null,"body_preview":"Do those AI contributors really think they are helping out? Don't they get, that they are destroying such projects with their \"work\"? Why do they spend money for stuff nobody wants and gets rejected. ","author":"brettermeier","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744406"},{"id":"f0ceb0a1-922e-4efa-acec-3277a1d47d44","source":"hackernews","source_id":"48744320","content_type":"comment","title":null,"body_preview":"I'm getting the feeling that many people here are mostly reacting to the title instead of reading the actual policy: they state that an important part of the reason is that they use PR review to train","author":"Semkas","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744320"},{"id":"06bac466-97ba-49a8-a256-e2e075d066b1","source":"hackernews","source_id":"48744132","content_type":"comment","title":null,"body_preview":"The foundation points out something that has always been true, but AI has really brought to the forefront, that any contributor, including AI, could potentially not be relied on to maintain this patch","author":"Mabusto","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744132"},{"id":"ae78f0e1-a188-476c-907d-b346a78899d2","source":"hackernews","source_id":"48744133","content_type":"comment","title":null,"body_preview":"AI accidentally found one of the most expensive resources in the industry: the free time of people who maintain open source in the evenings after their day job","author":"SwtCyber","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744133"},{"id":"7c820431-a4a5-4b5e-a059-63c64662d57b","source":"hackernews","source_id":"48747441","content_type":"comment","title":null,"body_preview":"Brandolini's law in action.\nIt takes 10x more effort to refute BS than to generate it. Reviewing code is refuting. So is verifying the correctness of propositions. Generating propositions is easy, Ref","author":"bwfan123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_depth"],"bot_score":0.21535606553289843,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747441"},{"id":"f87ae7d5-db8f-42c5-87cd-dd6989d14c75","source":"hackernews","source_id":"48746857","content_type":"comment","title":null,"body_preview":"For people that don't get it just check this:\nhttps://github.com/godotengine/godot/pull/115280\nhttps://github.com/godotengine/godot/pull/116410\nFor a project that already struggled with the ammount of","author":"pineappletooth_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746857"},{"id":"9384e5be-b145-4e11-b6a6-988c6f769164","source":"hackernews","source_id":"48743900","content_type":"comment","title":null,"body_preview":"\"If your feedback on PRs is just being absorbed by a machine and not going towards mentoring a potential future maintainer, it becomes much harder to justify spending your free time on PR review,\" the","author":"gitowiec","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1326379412276458,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743900"},{"id":"8130137c-561a-4425-b57a-985ed520b233","source":"hackernews","source_id":"48743720","content_type":"comment","title":null,"body_preview":"There are some curated lists of no-AI software. Would be nice to have an index / plot of how that changes in time.\nhttps://codeberg.org/brib/slopfree-software-index\nhttps://noai.starlightnet.work/list","author":"manvel_hn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743720"},{"id":"b69178fa-3ad7-47c5-ba75-c6ccc1a0c2dd","source":"hackernews","source_id":"48744495","content_type":"comment","title":null,"body_preview":"Interesting that on one hand the valuation of these AI providers is based on the assumption that all code (and everything else producing digital artefacts) will be written using AI in the near future,","author":"ThePhysicist","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","personal_experience_with_nuance","platform_fluency","synthetic_empathy_absence","semantic_richness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744495"},{"id":"d1fdd550-41c0-4c27-965a-4969a61c2a0e","source":"hackernews","source_id":"48743798","content_type":"comment","title":null,"body_preview":"It's a fair policy. Getting those verbose, AI-authored walls of text is very annoying, especially when you're expected to thoroughly review it. It's like a denial-of-service attack on the human mind. ","author":"TomasBM","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","strong_opinions"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743798"},{"id":"6f541292-d603-49ba-80bd-3f9ab3988c0a","source":"hackernews","source_id":"48744278","content_type":"comment","title":null,"body_preview":"> It was a modification of a foreign personal computer\nThis one, I guess:\nhttps://en.wikipedia.org/wiki/Commodore_PET","author":"T-A","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744278"},{"id":"2e838f92-bacc-483a-982e-19996da92982","source":"hackernews","source_id":"48740539","content_type":"comment","title":null,"body_preview":"Neat to see, brings back some great memories!\nAnd sorry on behalf of the decent people of HN for the weird haters who don't know ant species names or want to crap on the AI-ness.","author":"hmartin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740539"},{"id":"cc49ec3e-47bb-4da9-bade-e060edd4aec9","source":"hackernews","source_id":"48743972","content_type":"comment","title":null,"body_preview":"That's really impressive. I think age doesn't matter.","author":"jongjinchoi","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743972"},{"id":"863d8a76-adf0-4a9d-b1c2-31bed32e9e4a","source":"hackernews","source_id":"48742255","content_type":"comment","title":null,"body_preview":"It looks really awesome, he scratched an itch and created a little platform that he can iterate on.","author":"Spooky23","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742255"},{"id":"4f0269fb-01d0-44b3-b6c7-bcc66cb86275","source":"hackernews","source_id":"48743949","content_type":"comment","title":null,"body_preview":"noways even 13yo can build and deploy production ready apps , crazyyyy","author":"bytestrix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743949"},{"id":"6f140f7a-7517-493a-8d66-d20da5b7ecec","source":"hackernews","source_id":"48745232","content_type":"comment","title":null,"body_preview":"This is the kind of niche project that makes Show HN fun.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745232"},{"id":"04a64970-23b6-412c-b5e9-5b010c591fb4","source":"hackernews","source_id":"48747593","content_type":"comment","title":null,"body_preview":"are there existing ant-keeping trackers he compared against, like the AntsCanada community tools? curious what gap he saw.","author":"terekhindc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747593"},{"id":"320e92ec-5908-477a-8537-e6b3c6848012","source":"hackernews","source_id":"48747341","content_type":"comment","title":null,"body_preview":"Thanks everyone for the feedback, it really means a lot to him. Wasn't trying to start a debate about using AI to learn to code; I just want him excited about building things, and this was one way to ","author":"abelgvidal","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747341"},{"id":"ffb92c8e-b858-4a18-be05-9337deb284dc","source":"hackernews","source_id":"48740445","content_type":"comment","title":null,"body_preview":"On mobile the site is not properly scaled, I need to horizonally scroll. I'm not into ants so I won't register but this is what I like to see. An expert within a specific field that thanks to AI can n","author":"cinntaile","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","personal_stance_or_opinion"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740445"},{"id":"95a57069-ca6f-49d1-83ab-52afe75afd7c","source":"hackernews","source_id":"48747734","content_type":"comment","title":null,"body_preview":"This is a bachelor's thesis from University of Uppsala submitted in March 2026.\nI was having trouble accessing the Digitala Vetenskapliga Arkivet site (linked in headline) directly, so uploaded it her","author":"cenazoic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747734"},{"id":"069eb71f-80a0-4804-87e3-0c640f8bbe7e","source":"hackernews","source_id":"48752776","content_type":"comment","title":null,"body_preview":"It looks great. I have not read it to completion just yet, but merely scrolling through the document leaves me with a feeling that the author got tired and decided \"this is a good stopping point.\"\nTo ","author":"iLemming","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752776"},{"id":"c203263f-983c-43cb-b40d-4a910f4ad744","source":"hackernews","source_id":"48746403","content_type":"comment","title":null,"body_preview":"My ARM64 experiment started in 2020 with the MacBook Air M1 and I have not looked back. ARM on the desktop or your lap is possible.","author":"st3fan","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746403"},{"id":"b64eecd6-a45a-4b6b-87b6-de6d335d0c40","source":"hackernews","source_id":"48740874","content_type":"comment","title":null,"body_preview":"In hindsight, the Prior Labs exit to SAP couldn't have been timed better.","author":"woadwarrior01","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740874"},{"id":"8199c2f6-0726-4e5a-a206-43f83516c9b1","source":"hackernews","source_id":"48742418","content_type":"comment","title":null,"body_preview":"The LHC is such a crazy thing; kilometres of strange infrastructure, thousands of people, all for what seems like pure scientific curiosity.\nI think only surpassed by the SETI program in terms of doin","author":"servo_sausage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742418"},{"id":"f4fe7354-5aeb-4a16-974b-4d62f1515355","source":"hackernews","source_id":"48740376","content_type":"comment","title":null,"body_preview":"I was surprised to see .cern as a TLD - i would not expect it to need a family of websites in the way .gov or .mil do.","author":"usernamed7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740376"},{"id":"d47def2b-513a-4063-ad47-aa8bcbfbae07","source":"hackernews","source_id":"48747893","content_type":"comment","title":null,"body_preview":"uh oh... does anybody here have a divergence meter?","author":"nasso_dev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747893"},{"id":"5fb342b5-57cd-453e-a879-cd799334b6be","source":"hackernews","source_id":"48741823","content_type":"comment","title":null,"body_preview":"Am I the only one that feels three/four years is a mighty ambitious timeline for the upgrade? It seems to be a very significant undertaking…","author":"ComputerGuru","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741823"},{"id":"e9b97e70-6835-4a06-a314-274380b6de9c","source":"hackernews","source_id":"48745862","content_type":"comment","title":null,"body_preview":"Wow, end of an era. Does this mean the timeline finally goes back to normal? ;)","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.10664333462583084,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745862"},{"id":"d12eeb40-5ada-46f3-84f8-6b849583c854","source":"hackernews","source_id":"48744472","content_type":"comment","title":null,"body_preview":"For anyone interested in doing some very special visits this will be a good timing. Long Shutdowns are the only moments where a lot of usually inaccessible places can be visited.\nThere should be (not ","author":"xAlecto","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744472"},{"id":"6fe3634d-f8ea-4566-8a14-8064b4e07784","source":"hackernews","source_id":"48741639","content_type":"comment","title":null,"body_preview":"I worked on a tiny, tiny part of the research for the insertable B layer in ATLAS during long shutdown one as an undergraduate - the 3 year period allowed all the detectors to be upgraded significantl","author":"buildbot","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741639"},{"id":"fc70aecc-1853-4306-9c35-c08f05e3bce3","source":"hackernews","source_id":"48740930","content_type":"comment","title":null,"body_preview":"I visited CERN last July. Was lucky enough to get into a group tour. The tour guide was a postdoc researcher who said the only times that public tours are allowed to take an elevator down is during lo","author":"sigmar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740930"},{"id":"9509c0d6-d772-458a-8010-aef2e1180bc5","source":"hackernews","source_id":"48742693","content_type":"comment","title":null,"body_preview":"I was visiting CERN on one of their Open Days during the previous shutdown. This is one of the rare occasion where visitors can enter the LHC. I walked for about 500m along the beam which is remarkabl","author":"max-ch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742693"},{"id":"bc119377-da97-471d-9cb2-a9418377749e","source":"hackernews","source_id":"48743407","content_type":"comment","title":null,"body_preview":"Cool, I'm surprised they are a relatively newer invention (70's)\nOf course they were bound to be surpassed by electrical cars with remote controls ;)\nLooks like history rhymes","author":"raverbashing","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743407"},{"id":"2652e64f-ffe2-4674-a90e-199109f9cb5a","source":"hackernews","source_id":"48741071","content_type":"comment","title":null,"body_preview":"absolutely love it! Gorgeous drawing, meticulous detail.","author":"dbgrman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.0760179953451868,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741071"},{"id":"05f60d87-7b85-47a4-818a-aa97a1cc7906","source":"hackernews","source_id":"48741112","content_type":"comment","title":null,"body_preview":"Why is the wind-up gear needed? Couldn't the axle be connected directly to the spring gear?","author":"raldi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741112"},{"id":"d68e7910-9cc8-47ca-a995-4de7440c2784","source":"hackernews","source_id":"48743586","content_type":"comment","title":null,"body_preview":"It would be great if this was just a model running in a physics engine.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743586"},{"id":"03b59612-4dea-4231-9e86-43151267b2a7","source":"hackernews","source_id":"48742710","content_type":"comment","title":null,"body_preview":"This doesn't answer the most burning question I have, which is why the wind-up gear has the spiral around the shaft...","author":"starky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742710"},{"id":"b75d6e4d-6a01-45d5-99e2-b84bd85dc3d1","source":"hackernews","source_id":"48746833","content_type":"comment","title":null,"body_preview":"One of my favorite website ever. Delight as always.","author":"shlewis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746833"},{"id":"87128a56-3f75-4695-9f76-e0a18e83d8a1","source":"hackernews","source_id":"48742510","content_type":"comment","title":null,"body_preview":"We had these for my boys. The target age range of someone who can have fun with these ends at about the same age you learn to be careful enough not to break the motor.","author":"LastTrain","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742510"},{"id":"a0423956-b1ee-4b04-b01f-f47cc4be1a1e","source":"hackernews","source_id":"48748399","content_type":"comment","title":null,"body_preview":"Cool write up and cool site. Off the top of my head the only other places I see spiral ribbon-springs like this are in a wall mounted thermostat.","author":"dieselgate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.057678032766449214,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748399"},{"id":"584382f6-e6be-4a2e-b679-58e56d43a538","source":"hackernews","source_id":"48740552","content_type":"comment","title":null,"body_preview":"I guess as a kid I only had access to the cheap ones? Would pull back, not knowing where to stop, and there was eventually a crunching noise. Then I'd worry I'd ruined the thing!","author":"AmazingEveryDay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740552"},{"id":"c2296c71-ff6a-4484-aa78-4db9d6d647c8","source":"hackernews","source_id":"48743991","content_type":"comment","title":null,"body_preview":"Fascinating animation.\nBut there is one thing I don't understand. What is the purpose of the left axle gear (green)? It is not fixed to the axle because it rotates in the same direction in both modes.","author":"0zer0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_question_about_mechanism","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743991"},{"id":"663f9310-145f-4639-a09f-c7f7a8c74b88","source":"hackernews","source_id":"48751243","content_type":"comment","title":null,"body_preview":"For a site that's named mechanical pencil, its mechanical pencil page is too simple. It should add the shake mechanical pencil and the rotating mechanical pencil where the tip rotates 40 deg or so on ","author":"fuzzythinker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_hedging","semantic_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751243"},{"id":"5977f2d6-791a-43a1-b23f-51cbbf076af7","source":"hackernews","source_id":"48752622","content_type":"comment","title":null,"body_preview":"I'd love to see one on the toy car where you rub the wheels across a surface several times in a row to get the engine going faster and faster, then on the last rub, you let it go and it zips away.","author":"NoSalt","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_indicators"],"bot_score":0.15696576152625594,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752622"},{"id":"55ad716d-9d3d-4e49-a8ba-2545b5ad682c","source":"hackernews","source_id":"48740614","content_type":"comment","title":null,"body_preview":"Oh, is that why when you \"overwound\" it it would make that rapid ticking sound? The outer end of the spring is falling into the next little slot, huh. Fascinating stuff.","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740614"},{"id":"f4051e9f-3b5a-4eed-afd5-80b8e5c46176","source":"hackernews","source_id":"48752007","content_type":"comment","title":null,"body_preview":"SPCX opened at $160.95. It's now at $158.63.\nS&P 500 one month ago was at $7,600. It's now at $7,500.\nDJIA one month ago was at $51,078. It's now at $52,334.\nThese numbers are what this economy doomer","author":"thegrim33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10882841741812199,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752007"},{"id":"d6b99780-c62f-4c43-8de9-3176c9205319","source":"hackernews","source_id":"48750253","content_type":"comment","title":null,"body_preview":"I guess we will see the appetite for mega IPOs go down now. Great for the first mover, the rest are now stuck until 2027 and we forget about SpaceX","author":"AFF87","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750253"},{"id":"fcb09545-3dbc-447b-9fc2-a43447ddf5a5","source":"hackernews","source_id":"48750854","content_type":"comment","title":null,"body_preview":"Tech Giants don't lose it as such, the owners of the shares do. Many of them ordinary people caught up in it - as the big boys pump it up, employ people to post on message boards online to hype it up ","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750854"},{"id":"e6b4ca03-b7fb-4d8b-9361-c43cddd0f0c2","source":"hackernews","source_id":"48745967","content_type":"comment","title":null,"body_preview":"Is it vibe coded? Sorry I ask this about ALL software now.","author":"Glandalf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745967"},{"id":"e1ac2dc3-70ab-4595-8fd0-8c26d108aaf0","source":"hackernews","source_id":"48745953","content_type":"comment","title":null,"body_preview":"HN clients are one of the most popular projects. I’m gonna agree with some of the other comment: this is nothing new.\nhttps://hnpwa.com/","author":"tulio_ribeiro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","external_link_context"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745953"},{"id":"ba3f072e-7ab8-4a5a-8f9f-ba48819c982d","source":"hackernews","source_id":"48745867","content_type":"comment","title":null,"body_preview":"I predict that building an iOS app for HN will be so common, that it will become a standard AI benchmark.","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_prediction","concise_and_direct"],"bot_score":0.11535281427484831,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745867"},{"id":"da5fb6a1-97a9-43be-a922-959b7199757b","source":"hackernews","source_id":"48745571","content_type":"comment","title":null,"body_preview":"Hey! Why a new app though? It's always interesting to understand the motives and the preferences of a person creating something new. I've skimmed through your website but you haven't highlighted what ","author":"fallenchromium","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745571"},{"id":"5c905a0f-3ad3-4dc5-bba0-c55df8e05dc0","source":"hackernews","source_id":"48750361","content_type":"comment","title":null,"body_preview":"really good app! super intuitive and the layout is so clean\ncongrats!","author":"caste","classification":"human_created","confidence":0.7,"indicators":["terse_replies","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.08825987239564421,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750361"},{"id":"5a601526-29d9-4c70-befd-d49e1986d9d5","source":"hackernews","source_id":"48747555","content_type":"comment","title":null,"body_preview":"slightly related, what are the best open source RSS readers for iOS? as far as I know, HN has an RSS Feed available.","author":"Jotalea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747555"},{"id":"0e1d6962-e649-48e3-8d36-39d8007cc091","source":"hackernews","source_id":"48745740","content_type":"comment","title":null,"body_preview":"Feature Request #2\nAllow me to re-edit my comment after posting.","author":"artur_makly","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13366258339471163,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745740"},{"id":"3181a6e2-6689-4538-8b0b-82d91a0b88e2","source":"hackernews","source_id":"48745206","content_type":"comment","title":null,"body_preview":"I really like this. It feels clean enough that I might make it my main HN app.","author":"murats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20250624987980725,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745206"},{"id":"a1d002e9-3a86-4155-a419-94c562b93469","source":"hackernews","source_id":"48745537","content_type":"comment","title":null,"body_preview":"great app, neat and native, but unfortunately the website still loads faster, which beats the whole purpose to me","author":"ngalaiko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745537"},{"id":"9b45b32a-73ce-4241-960f-1005555cd6cf","source":"hackernews","source_id":"48744835","content_type":"comment","title":null,"body_preview":"This is the first HN app that immediately clicks for me.\nWould absolutely love it if the text could be made bigger (both for reading and commenting)!\nBy the way, this reply was posted using the Hacker","author":"JSR_FDED","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.13301917886841927,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744835"},{"id":"68d6c575-40c1-4fff-9767-70c110b1d00d","source":"hackernews","source_id":"48745720","content_type":"comment","title":null,"body_preview":"Feature Request: allow me to see only posts by categories I want to create and filter by.\nFor example: \"AI\" or \"startups\" or \"discoveries\"","author":"artur_makly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13366258339471163,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745720"},{"id":"1393378e-aecf-4ed9-8b47-ac7dcdd61799","source":"hackernews","source_id":"48745412","content_type":"comment","title":null,"body_preview":"If some users start seen `HNNetwork.NetworkError error 0`, this could be related to HN rate limit, i will add a friendly message for this error on the next version","author":"maguszin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_specificity","natural_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745412"},{"id":"21f17693-28cf-4f6a-8484-e923a4375f77","source":"hackernews","source_id":"48746073","content_type":"comment","title":null,"body_preview":"Always interesting to see new HN apps, and this one seems OK.\nPersonally I prefer HACK [1], which is probably the most extensive HN client for iOS. The amount of options for controlling the look of th","author":"atombender","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_opinion_and_preference","specific_criticism_with_example","natural_digression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746073"},{"id":"881ecc7e-e1f7-4766-80f9-74d58c2d248f","source":"hackernews","source_id":"48722329","content_type":"comment","title":null,"body_preview":"Strix Halo user here. While Qwen 3.6 27B exhibits remarkable intelligence density, I will still take unsloth's dynamic IQ2_XXS of Minimax M2.7 over Q8_0 Qwen 3.6 27B any day of the week, and this isn'","author":"anonym29","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48722329"},{"id":"d2171de4-af58-4f57-bc2e-840c76b31dec","source":"hackernews","source_id":"48743347","content_type":"comment","title":null,"body_preview":"This went to market horribly (if you can even call it that), just look at the comments. Mistral played themselves big time over the past ~18 months. Non-competitive products and models combined with b","author":"beernet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743347"},{"id":"8b3bb1a7-4d90-4a5d-8c35-9830db115608","source":"hackernews","source_id":"48740418","content_type":"comment","title":null,"body_preview":"Real talk, does anyone use anything from Mistral because it performs the best, by whatever secular metric of your choosing? Or is it only used \"because EU\"? Just focus on answering the question. I won","author":"doctorpangloss","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740418"},{"id":"5858eda1-65c3-41e4-b1b0-065f0ce6c4c7","source":"hackernews","source_id":"48740835","content_type":"comment","title":null,"body_preview":"Is this useful for specifying programs too or only theorems?","author":"esafak","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.07812200254571994,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740835"},{"id":"23544858-ac43-4e7b-9246-1dcfa5323b2e","source":"hackernews","source_id":"48744870","content_type":"comment","title":null,"body_preview":"Registered due this news. But I must connect to GitHub to use \"Code\"? That seems limited?","author":"Ajoha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744870"},{"id":"2da9476c-f145-40b4-9d74-baf7ab050835","source":"hackernews","source_id":"48741908","content_type":"comment","title":null,"body_preview":"Interesting that this only specialized for Lean4 and not for similar like Coq","author":"impodimium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741908"},{"id":"0b790074-7a4b-49ae-b5b1-a0453540af4c","source":"hackernews","source_id":"48742087","content_type":"comment","title":null,"body_preview":"Lean 4 and Idris 2 are underrated, and likely great for LLM's to code in (since they provide additional guarantees)","author":"pmarreck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742087"},{"id":"06f9159e-b571-4b81-b248-0a0fadad4ba2","source":"hackernews","source_id":"48743723","content_type":"comment","title":null,"body_preview":"\"Page not found\" for me. Did you manage to access this? What is this about?","author":"GTP","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.173509190772682,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743723"},{"id":"8354d6e6-4be6-494c-ba61-e178c9ae6558","source":"hackernews","source_id":"48742615","content_type":"comment","title":null,"body_preview":"I'm not sure I understand the Weights policy. This site says the weights are Apache-licensed, suggesting it's open weights. But I can't find a download link. Their Huggingface profile seems to only pr","author":"c7b","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.06014119341521975,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742615"},{"id":"0a6f62ad-a5f7-456a-a50e-fb7950f294ad","source":"hackernews","source_id":"48743889","content_type":"comment","title":null,"body_preview":"404?\nhttps://web.archive.org/web/20260630223430/https://docs.mist...","author":"ramon156","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.0843343713848393,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743889"},{"id":"2cabab61-287e-4b96-bf63-58eea5cf4685","source":"hackernews","source_id":"48743390","content_type":"comment","title":null,"body_preview":"Tangential, but I'm pretty sad about EU having absolutely nothing in the actual SotA LLM market. Especially given the recent events of US completely restricting the actual SotA models.\nHas this been j","author":"helloplanets","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743390"},{"id":"720221d7-7994-48f8-acec-89f0a9d2f305","source":"hackernews","source_id":"48741914","content_type":"comment","title":null,"body_preview":"What a coincidence! I just released OpenATP earlier today. OpenATP is an open-source Python package and CLI for agentic automated theorem provers. It includes support for Leanstral with Mistral’s Vibe","author":"henryrobbins00","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741914"},{"id":"5b1e8e50-b89f-49f2-89c4-84bc5804a46f","source":"hackernews","source_id":"48742312","content_type":"comment","title":null,"body_preview":"Got curious, sign up, add money to account, try to use. Can't, it's a labs model. Fine, let's enable labs. Can't, unspecified error. Fine, lets contact customer support as instructed, can't no custome","author":"Grimblewald","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742312"},{"id":"a76f8407-eb99-4ecc-b425-e0c7bbd315fb","source":"hackernews","source_id":"48745409","content_type":"comment","title":null,"body_preview":"No mention of strlcpy (which was the safe replacement for strncpy in the stdlib about 15 years ago when I first heard of the former).\nApparently strscpy handles un-terminated input strings a bit bette","author":"WhyNotHugo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745409"},{"id":"7b1b969c-ed3b-4080-b912-5a17714c0dfe","source":"hackernews","source_id":"48747210","content_type":"comment","title":null,"body_preview":"The HN title says `strnpy` instead of `strncpy` .....","author":"aftbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747210"},{"id":"fd1d0036-8c00-43d0-99c5-14be6b1c3af5","source":"hackernews","source_id":"48747081","content_type":"comment","title":null,"body_preview":"> Back in 1972, the goal was to be as fast and efficient as possible. Hackers weren’t a concern since computers weren’t connected.\nOn the contrary, one of the reasons Multics got a higher security sco","author":"pjmlp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.12966619932315054,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747081"},{"id":"638f5b48-944d-4200-8dec-8da8d94d20f7","source":"hackernews","source_id":"48752366","content_type":"comment","title":null,"body_preview":"I'm still salty that Obama didn't make Warren the head of the CFPB basically because party politics.","author":"cucumber3732842","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752366"},{"id":"e71fe805-76b8-472d-8519-43b90271b4c4","source":"hackernews","source_id":"48753053","content_type":"comment","title":null,"body_preview":"RTO has always been about cheap layoffs so yeah, of course they'd do this.","author":"cactacea","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753053"},{"id":"18b71e0e-2d9c-4850-9f63-5238d6d7b1c5","source":"hackernews","source_id":"48751987","content_type":"comment","title":null,"body_preview":"If it wasn't dead already, that'll do it. Thanks Vought. He even has an evil name.","author":"tencentshill","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751987"},{"id":"2ff8151e-b867-4fce-8b7a-4cee1962aa56","source":"hackernews","source_id":"48743819","content_type":"comment","title":null,"body_preview":"I'm trying it out to illustrate news articles and I'm getting this for 95% of my prompts. I guess I'm holding it wrong \\(ツ)/¯\nUnable to show the generated image. The model could not generate the image","author":"tauntz","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","platform_fluency","missing_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743819"},{"id":"1fdff68f-931b-44f4-990a-0d3001b7dce7","source":"hackernews","source_id":"48743540","content_type":"comment","title":null,"body_preview":"no human wrote the prompts listed as example prompts here.\n\"In a breathtaking display of surreal transformation, a cinematic moment of pure action unfolds against a textured, golden-brown canvas. From","author":"RugnirViking","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_balanced","human_indicators_present"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743540"},{"id":"a4a73442-d452-4159-b202-cc16f9db4eb1","source":"hackernews","source_id":"48742249","content_type":"comment","title":null,"body_preview":"It's really fast. But fast in a way that reminds me this joke:\n> Does this pill make me smater?\n> No, but it can make you dumb faster!","author":"raincole","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.14030746688655862,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742249"},{"id":"2e62efbe-f683-4272-8c02-19036fe80acc","source":"hackernews","source_id":"48744302","content_type":"comment","title":null,"body_preview":"one of the most ethically barren products to come out of this era","author":"nektro","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744302"},{"id":"ed752b8f-02dd-4331-ae27-e8122850dd30","source":"hackernews","source_id":"48745082","content_type":"comment","title":null,"body_preview":"Does this device allow raw access to the microphone array? Considering the SoC I might want to stream it elsewhere for processing. How many independent channels does the array provide?","author":"lostmsu","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745082"},{"id":"a1a37b67-5535-4dd1-9bd5-5e23d639d6e3","source":"hackernews","source_id":"48745536","content_type":"comment","title":null,"body_preview":"> PineVoice is in an early-stage development and early adopters will encounter quirks and performance issues. Future firmware updates should resolve issues in time, but like all of Pine64’s products, ","author":"paulcole","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745536"},{"id":"e9c0b6a5-49b0-4e9a-a601-badbe58bb443","source":"hackernews","source_id":"48744602","content_type":"comment","title":null,"body_preview":"Does this use _local_ processing of voice commands?","author":"amelius","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1227945306347457,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744602"},{"id":"3af205fb-fe2f-43d4-98f4-99976a37e2b7","source":"hackernews","source_id":"48748700","content_type":"comment","title":null,"body_preview":"i wish for and fantasize about building something like this every time my alexa starts following up with an ad for a feature i will never want or use. glad to see this exists!","author":"0xDEFACED","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748700"},{"id":"05d41f56-c999-4333-824d-095e3a80b6a0","source":"hackernews","source_id":"48745422","content_type":"comment","title":null,"body_preview":"It’s funny that it comes with a 30 day warranty.\nI love that this is out and one day hope to replace my alexas and whatnot so I can turn on my lights without hearing an ad for amazon prime.","author":"prepend","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745422"},{"id":"556f5915-6ef2-419d-9e86-50184a112d2a","source":"hackernews","source_id":"48744596","content_type":"comment","title":null,"body_preview":"i just wonder how good it sounds. open audiophile grade hardware is something of a gap.","author":"pitchlatte","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744596"},{"id":"bdc4a680-30b1-4778-9c3c-21e61ce96722","source":"hackernews","source_id":"48747535","content_type":"comment","title":null,"body_preview":"As someone who was burned by Mycroft going bankrupt: I want to believe","author":"Brendinooo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747535"},{"id":"33404096-e5cb-4c09-88e8-7532a2fef119","source":"hackernews","source_id":"48750553","content_type":"comment","title":null,"body_preview":"Would be curious if this could be made to support sendspin (and is this technology the best for an open \"homegroup\" like audio experience)?","author":"jpeeler","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750553"},{"id":"7736728e-470b-48e0-9604-af5be887c77e","source":"hackernews","source_id":"48744932","content_type":"comment","title":null,"body_preview":"Would love for Pine64 to thrive.\nI don't own any of their products, but I am glad they exist.","author":"simonmales","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0.3691490848120721,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744932"},{"id":"fe97a5ec-e428-40af-b8ef-c5cb1d289e35","source":"hackernews","source_id":"48752188","content_type":"comment","title":null,"body_preview":"Great price for such a device! Once I had an idea to fix something like this using raspberry pi zero and Jabra USB conference speaker. I had almost the same use case for it. To use it with openclaw an","author":"gitowiec","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","human_indicators_present"],"bot_score":0.1326379412276458,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752188"},{"id":"fa6e6a12-44c7-4bf2-8426-5819f2104a68","source":"hackernews","source_id":"48745424","content_type":"comment","title":null,"body_preview":"> With just 32 MiB of embedded pSRAM memory and 16 MiB of flash, and 128 KiB ROM storage, the specs may sound meagre – although in the current AI climate, generous – but this is an embedded device not","author":"bArray","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_references"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745424"},{"id":"2b8ca694-cb3c-4781-b8ae-3980a2f4addf","source":"hackernews","source_id":"48745791","content_type":"comment","title":null,"body_preview":"I really wish someone would come out with a $25 \"box\" that sits on top of my bookshelf speaker that allows me to Airplay to it and power said speaker with a ~50w class-D amp. Then if I have multiple o","author":"stuff4ben","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_product_idea","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745791"},{"id":"bffa84a7-a8a0-4ff4-a50f-e28ef16a5bd2","source":"hackernews","source_id":"48744634","content_type":"comment","title":null,"body_preview":"I’ll wait for the reviews. I bought the Home Assistant Voice Preview device and it was underwhelming. Bad speaker, bad mic, bad pickup. I really wanted to like it but my Echo blew it out of the water.","author":"joshstrange","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744634"},{"id":"1ce661e5-78dd-42ef-83de-6b8903de0f39","source":"hackernews","source_id":"48748513","content_type":"comment","title":null,"body_preview":"I've spent countless hours searching for a small, good quality passive speaker. In a roughly 4 inch cube size. That comes with an good (acoustically) box/enclosure. Plenty exist in various forms (kits","author":"thomas536","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748513"},{"id":"f8d7489c-6704-4d8e-90d5-407178468166","source":"hackernews","source_id":"48744498","content_type":"comment","title":null,"body_preview":"I'm half surprised they are still around as they seem to never restock most of their products, and half pleased they are still around and releasing products.","author":"someonebaggy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744498"},{"id":"79d58b22-bf8a-41b4-8f98-ed66db59f545","source":"hackernews","source_id":"48746786","content_type":"comment","title":null,"body_preview":"I’m having déjà vu… ThirdReality had released “Voice and Music Assistant Dev Edition,” which looks exactly like Pine Voice Smart Speaker.\nhttps://www.thirdreality.com/products/voice-music-assistant-..","author":"zerof1l","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746786"},{"id":"c40925e6-4bd5-434b-bbb4-8556c4d03315","source":"hackernews","source_id":"48743470","content_type":"comment","title":null,"body_preview":"I dislike terse notations even as an experienced engineer.\nWriting few characters more has never been an issue, at best it's annoying.\nI can understand the counter argument and it's benefits but in my","author":"epolanski","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743470"},{"id":"b53fefe0-5d9c-4b0d-9c34-fd0f7950f18c","source":"hackernews","source_id":"48744707","content_type":"comment","title":null,"body_preview":"But explicit terse and leveraging on common vocabulary is often if not always also an option.","author":"psychoslave","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.2833333333333333,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744707"},{"id":"2b40e472-bc65-41dc-ac9b-24371a50dff4","source":"hackernews","source_id":"48740806","content_type":"comment","title":null,"body_preview":"Another thing in that vein is features that were built because the previous approach was obtuse. For instance, find it harder to explain async/await in JS to people who never experienced callback hell","author":"sakex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740806"},{"id":"52d70c6c-fb3f-4e73-aaf2-4321af0d1b05","source":"hackernews","source_id":"48740529","content_type":"comment","title":null,"body_preview":"Something similar for human languages:\n\"The principle of least effort is another possible explanation: Zipf himself proposed that neither speakers nor hearers using a given language want to work any h","author":"alok-g","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740529"},{"id":"13fb07e7-533d-4f5a-ba76-b7c9e298c55b","source":"hackernews","source_id":"48743022","content_type":"comment","title":null,"body_preview":"I guess in this AI age, verbose language features may burn more tokens than terse versions. In that sense, it's probably more economical for the AI to consume and produce terse code. But of course, if","author":"wwind123","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743022"},{"id":"3ee27452-84d0-4080-a066-3c75956add00","source":"hackernews","source_id":"48744094","content_type":"comment","title":null,"body_preview":"I feel this is on of those examples of where humanities and the softer sciences can teach us things. This is exactly how 'normal' languages work. New things are introduced and people (particularly old","author":"CJefferson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744094"},{"id":"033eec62-d0e8-402a-9c6e-5c86cbff297a","source":"hackernews","source_id":"48741659","content_type":"comment","title":null,"body_preview":"When the article mentioned the \"Python 'walrus' assignment operator\", which as defined is an homage to Pascal's version of same, a part of me hoped the operator was:\n  >oOO3=\n\n:-)","author":"AdieuToLogic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741659"},{"id":"e477abec-da05-4e9d-bbc7-06470e9f4129","source":"hackernews","source_id":"48742862","content_type":"comment","title":null,"body_preview":">At the beginning of a language's life, everybody's a beginner. Over time the ratio of experts to beginners changes, and this leads to more focus on \"expert-friendly\" features, like terser syntax.\nHen","author":"hiAndrewQuinn","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742862"},{"id":"bc2bc44a-8b92-4bd5-bee6-edbe27d9c2fb","source":"hackernews","source_id":"48740567","content_type":"comment","title":null,"body_preview":"One corollary:\nYour students will be mad right away if you teach them the terse syntax, but mad later if you teach them the verbose syntax.","author":"aidenn0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740567"},{"id":"fb55efb5-001c-4953-8cc4-51327e8bd553","source":"hackernews","source_id":"48744309","content_type":"comment","title":null,"body_preview":"Even though the premise sounds true (kind of, sort of), everything about the post makes me question it. And it's not just that Stroustrup is among the last men I'd trust about syntax design, every exa","author":"krick","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744309"},{"id":"b2f097d8-2c7b-4963-ac72-6ecc6c6f3408","source":"hackernews","source_id":"48743230","content_type":"comment","title":null,"body_preview":"Human knowledge is abstraction piled upon abstraction.\nFor the AI lovers, human brains run natural compression algorithms to maintain the context window small, which allows us to abstract further. The","author":"sph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743230"},{"id":"b4269e3e-371b-4cb3-82e2-dcfdb52d8ca6","source":"hackernews","source_id":"48745185","content_type":"comment","title":null,"body_preview":"I'm pretty ambivalent about this and don't really think the rule is true as stated. It also just comes across as pretty smug. In my experience the preference for terse/verbose or noisy/\"quiet\" syntax ","author":"seanhunter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745185"},{"id":"c3cee557-0c52-4568-889c-e359a2df80d7","source":"hackernews","source_id":"48742475","content_type":"comment","title":null,"body_preview":"> as they become experts, they prefer terse syntax.\nIn my experience, the man-hours of expertise may be less than you'd think: I've probably spent more hours (or at least subjective frustration) being","author":"Terr_","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","strong_opinions","self_reference"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742475"},{"id":"4dcf755b-329b-442f-9c5f-9f72b5624f8d","source":"hackernews","source_id":"48742771","content_type":"comment","title":null,"body_preview":"Having observed that this is true, a good designer would see Rust's Editions and seize upon this as a useful, even necessary idea for a language intended to last for more than a few years.\nIn 2019 P18","author":"tialaramex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742771"},{"id":"bd8969cb-b1b9-42f9-89ef-7aaeb72007d8","source":"hackernews","source_id":"48743584","content_type":"comment","title":null,"body_preview":"Claude Science sounds like a useful shift toward reproducible agentic research. The built-in error recovery and tool orchestration could make it practical for real lab workflows, not just demos.","author":"jkwang","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2177694271103767,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743584"},{"id":"69750686-698b-46f7-a77b-3ff7b9fbf388","source":"hackernews","source_id":"48744927","content_type":"comment","title":null,"body_preview":"Interesting to test. I set up all scientific subroutines with claude code generated automation and visualization. Honestly, i think that this product would not be a fit for all given diversity of scie","author":"Alexadar","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744927"},{"id":"9e996320-ca98-4103-952c-b935189b559c","source":"hackernews","source_id":"48740811","content_type":"comment","title":null,"body_preview":"I've worked with similar tools and while they're impressive, it's too often the case that the LLM literally makes up fake but realistic looking data and pretends that it's real.  This includes pretty ","author":"kfse","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740811"},{"id":"c27c1431-3068-4dfc-adde-ef9c5700e02b","source":"hackernews","source_id":"48743028","content_type":"comment","title":null,"body_preview":"I'm a scientist, (biophysicist). Over time I have become a bioinformatician and a python dev.\nI wrote articles and applications, and it always was a struggle. But now I can speed up, make it all go mu","author":"teekert","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743028"},{"id":"21730c8f-a36e-4b97-9b6c-ce0b34348ca9","source":"hackernews","source_id":"48742661","content_type":"comment","title":null,"body_preview":"I watched the announcement and gave it a spin as I'm a heavy user of cowork/code. So far I'm super impressed. I used it to analyze my whole genome sequencing data I have as my son has a rare genetic c","author":"packeted","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742661"},{"id":"bf708d9e-5ca2-40dc-8828-459ba8b88962","source":"hackernews","source_id":"48743257","content_type":"comment","title":null,"body_preview":"That’s a good looking build.\nI considered going the 10 inch route too but ultimately decided on a small 19 mainly because I also wanted to fit a ATX build in there and most gear is 19 standardised","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743257"},{"id":"8bb92136-3b74-4cfa-a4c2-173494edddf6","source":"hackernews","source_id":"48741878","content_type":"comment","title":null,"body_preview":"Nice writeup!\nAlways thought extrusions were expensive.  At least had found a company custom cutting them but the price was something like 20x what you got.","author":"BobbyTables2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience_implied"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741878"},{"id":"bf11d395-2561-44ff-8a83-6ed65c116156","source":"hackernews","source_id":"48741276","content_type":"comment","title":null,"body_preview":"I do some FOSS work with bootloaders and would love a cheap setup where I could leave boards running and have remote access to their UART/SPI/power.\nOccasionally I need to be able to get physical acce","author":"farfatched","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741276"},{"id":"0125f471-4d47-4675-a04e-bd77c47ea283","source":"hackernews","source_id":"48741495","content_type":"comment","title":null,"body_preview":"I got the TecMojo 10\" 6U rack[1] from Amazon for less than $100. It's great, and even came with 2 HTML USB adapter boards (I think for some variety of R-PIs?)\nGetting something with actual, standard r","author":"nl","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741495"},{"id":"5f72c5a5-fcdf-425a-bde8-a589454eaa33","source":"hackernews","source_id":"48741302","content_type":"comment","title":null,"body_preview":"I've always wondered what happens at the deeper levels of a DB beyond just SQL-literacy. The memory-management tricks (pages, overflows, pointers and remains techniques etc.) is always a great reminde","author":"TheColorYellow","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","personal_reflection","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741302"},{"id":"7786ae1b-9aa6-4626-befa-e695a869d2f3","source":"hackernews","source_id":"48747812","content_type":"comment","title":null,"body_preview":"Hi HN, author here.\nI built Reminal because reaching my own machine kept being annoying in ways SSH wasn't designed for. Laptop asleep at home, me on my phone on a train; a locked-down café/hotel netw","author":"harshalgajjar","classification":"human_created","confidence":0.95,"indicators":["author_here","genuine_specificity","technical_depth_with_personal_perspective","platform_fluency","self_reference","call_to_action"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747812"},{"id":"5e35a4c9-f517-4053-85d8-1342a6d75a70","source":"hackernews","source_id":"48742845","content_type":"comment","title":null,"body_preview":"Jeff Dean has a paper in 2007 that has proto scaling law plots for ngram language models.\nhttps://aclanthology.org/anthology-files/anthology-files/pdf...","author":"ekelsen","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742845"},{"id":"a4247bdc-5f5a-4a4f-b0bb-652b68a44557","source":"hackernews","source_id":"48741817","content_type":"comment","title":null,"body_preview":"When I first saw scaling laws in that deep speech experiment notebook, I didn’t believe it could be real.  I was worried for months that we made a mistake, or that it only worked for that one dataset.","author":"gdiamos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","personal_reflection","historical_context"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741817"},{"id":"909b0fff-9ca8-494c-bf9c-c041423bc7ed","source":"hackernews","source_id":"48750801","content_type":"comment","title":null,"body_preview":"If we need a way to prove online personhood, then we've already lost. It means that the internet is no longer a place for humans and is, in fact, hostile to us.\nI'm not saying that the personhood asse","author":"JohnFen","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","nuanced_statement"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750801"},{"id":"87268b29-5c6c-41a7-8f37-6cccd6f1d196","source":"hackernews","source_id":"48751771","content_type":"comment","title":null,"body_preview":"My team has been working on this in the concept of Turing Test and human vs. AI discrimination: https://arxiv.org/pdf/2605.06524\nSpecifically, our approach is to separate classic output-based approach","author":"timshell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751771"},{"id":"fbe0773b-e7f1-4e20-b972-5d9206fe2719","source":"hackernews","source_id":"48740370","content_type":"comment","title":null,"body_preview":"Hatari has existed as an emulator for like a decade....\nI get this may be transpiled to the web, but...","author":"AtlasBarfed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740370"},{"id":"dc1349e1-09c4-451c-a9f3-e7705804d7c2","source":"hackernews","source_id":"48745987","content_type":"comment","title":null,"body_preview":"H Atari isn’t an online emulator, this is just an online build of it.","author":"Glandalf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745987"},{"id":"f9ad8a1a-6fb1-45e6-acca-d6d22b9c8229","source":"hackernews","source_id":"48744936","content_type":"comment","title":null,"body_preview":"Kind of unusable on my HDPI monitor, get a tiny rectangle on the page, and the mouse locations don't map correctly.\nStill kind of cool I guess.","author":"pjmlp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12966619932315054,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744936"},{"id":"bc448cda-074b-43b4-a82d-6422976842ac","source":"hackernews","source_id":"48745094","content_type":"comment","title":null,"body_preview":"Distraction-free times...\nhttps://img.kleinanzeigen.de/api/v1/prod-ads/images/ab/abf08...","author":"jll29","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745094"},{"id":"98555fc5-eb26-4f51-8824-9f514b3baad6","source":"hackernews","source_id":"48744239","content_type":"comment","title":null,"body_preview":"As I understand it, Hatari is mainly aimed at running classic ST games. I think its emulation core was the basis of the Amiga PiStorm and similar projects.\nThere's another all-software ST emulator out","author":"lproven","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744239"},{"id":"e5b82bf3-987c-49a0-9e5f-c869d73dbef1","source":"hackernews","source_id":"48744601","content_type":"comment","title":null,"body_preview":"Still using my real Atari for MIDI sequencing. It is one of the tightest and jitter free setups you can get even today. As far as I know the midi ports are directly bound to the CIA which itself is di","author":"Aldipower","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744601"},{"id":"b86e9c2b-0f8f-4b31-b844-078e49950d00","source":"hackernews","source_id":"48743170","content_type":"comment","title":null,"body_preview":"sorry but five MILLION pounds of nuclear waste?\nhow does that work? sounds like a lot.","author":"moomoo11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743170"},{"id":"a2dee799-83a9-4a66-bed0-4c875227590b","source":"hackernews","source_id":"48740357","content_type":"comment","title":null,"body_preview":"why wasn't it scrapped? it's not like all that steel is irradiated.","author":"vlian2088","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740357"},{"id":"b0b16407-d220-4be0-afe4-939c5291f619","source":"hackernews","source_id":"48742562","content_type":"comment","title":null,"body_preview":"$6 billion in 1973 would be $47 billion now and $6 billion in 1985 would be $19 billion now. All completely wasted due to irrational fear.","author":"UltraSane","classification":"human_created","confidence":0.7,"indicators":["false_specificity","strong_opinion","platform_fluency"],"bot_score":0.14334701254855153,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742562"},{"id":"b7cc6f54-9b9c-4983-98e7-dd00d11519cc","source":"hackernews","source_id":"48743439","content_type":"comment","title":null,"body_preview":"As an aside, and as a life-long Long-Islander, it has long been considered an open-secret (whether it's true or not) by many that Cold Spring Harbor Lab has a small nuclear reactor somewhere on site.","author":"StanislavPetrov","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743439"},{"id":"49a11b85-a6fb-41fe-9ac4-2b9a83db0b77","source":"hackernews","source_id":"48741798","content_type":"comment","title":null,"body_preview":"it's a little bit weird for a long abandoned site with all lights powered on.","author":"dosint21h","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741798"},{"id":"ea934b73-0f8a-4317-8a38-26a81168e3ee","source":"hackernews","source_id":"48742287","content_type":"comment","title":null,"body_preview":"If the design could be updated, it'd be a great thing to restart!","author":"exabrial","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742287"},{"id":"7790a359-2d80-4c56-813b-dfef3248830d","source":"hackernews","source_id":"48741830","content_type":"comment","title":null,"body_preview":"Anybody recognize the terminal on the desk? I've asked two LLMs and they were both very wrong.\nhttps://i0.wp.com/nickcarr.com/wp-content/uploads/2014/02/IM...","author":"imglorp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741830"},{"id":"5165647b-b39e-42f5-9a9a-9740ebecc99e","source":"hackernews","source_id":"48743041","content_type":"comment","title":null,"body_preview":"It would be interesting to bring a Geiger counter to measure if there's any residual radiation.","author":"kmoser","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743041"},{"id":"31af0fb6-91f1-4a03-af77-3bdb27c31724","source":"hackernews","source_id":"48741076","content_type":"comment","title":null,"body_preview":"Has the site also been decommissioned - or just hugged - none of the images are loading for me at the moment","author":"ozmaverick72","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741076"},{"id":"9016dd55-bbce-4c43-81db-b8fa8d86330d","source":"hackernews","source_id":"48741716","content_type":"comment","title":null,"body_preview":"Not mentioned, but later on a gas turbine was built on site with some of the existing transmission infrastructure, and there’s also the Cross Sound Cable there, coming over from New Haven and connecti","author":"cwal37","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741716"},{"id":"7b8c9bed-ddf1-4856-b119-72d97297e451","source":"hackernews","source_id":"48740722","content_type":"comment","title":null,"body_preview":"if you want to see a video (9 years ago) from inside the plant, see https://www.youtube.com/watch?v=ONEm1ph3MP4 - the top comment is also interesting","author":"wsor4035","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740722"},{"id":"a75e17de-4971-4ef0-bd41-3d39ac9635c2","source":"hackernews","source_id":"48741312","content_type":"comment","title":null,"body_preview":"I grew up there. I was maybe 14 so I have some memory of how worked up the community was. I remember people talking about building a bridge to CT since there would be no other way to get people off th","author":"stevenhubertron","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741312"},{"id":"ab362dbd-24de-42d8-932e-dedee1553974","source":"hackernews","source_id":"48741819","content_type":"comment","title":null,"body_preview":"If you want to see the inside of another nuclear plant that New York decided to turn off, Radioactive Drew has a good tour of Indian Point https://www.youtube.com/watch?v=cJSH1_GH1HQ","author":"billfor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741819"},{"id":"7e884738-a4d2-40e1-afb8-e704e9471cbe","source":"hackernews","source_id":"48741840","content_type":"comment","title":null,"body_preview":"(2014)\nfrom the article: \"Originally published February 26, 2014.\"","author":"goldfishgold","classification":"human_created","confidence":0.85,"indicators":["human_indicator_specific_date","human_indicator_contextual_reference"],"bot_score":0.2254270001046476,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741840"},{"id":"e0cbd1db-88d4-4425-9b0f-9d308909d5e9","source":"hackernews","source_id":"48741263","content_type":"comment","title":null,"body_preview":"What a depressing outcome. This could have powered hundreds of thousands of households, cheaply, without adding any CO2 to the atmosphere.","author":"natnat","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741263"},{"id":"0217ba03-86d2-4151-a09b-6a86874309a9","source":"hackernews","source_id":"48742558","content_type":"comment","title":null,"body_preview":"The overriding impression I get is that the whole facility is complicated. There are lots of processes in place, and lots of very trained people required to keep it all running. The size and complexit","author":"bruce511","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","absence_of_personality"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742558"},{"id":"c2487009-8a88-4409-aab6-2cc487d154e6","source":"hackernews","source_id":"48751460","content_type":"comment","title":null,"body_preview":"crikey just use the real link: https://x.com/AnthropicAI/status/2072163884430229756","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751460"},{"id":"ab9a7591-b6a3-4e83-91c9-642265b1a0c0","source":"hackernews","source_id":"48753110","content_type":"comment","title":null,"body_preview":"This third-party mirror won't load for me.\nThat aside, they said \"some routine tasks like coding and debugging\". Since I'm using it for coding right now and it's notably better than Opus 4.8, I think ","author":"LoganDark","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1113743311277026,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753110"},{"id":"6ae9bb19-7968-4a30-80ac-b7299f84a9b5","source":"hackernews","source_id":"48751997","content_type":"comment","title":null,"body_preview":"[dupe] Discussion on this and the rest of the source post: https://news.ycombinator.com/item?id=48740771","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751997"},{"id":"aa3b39f8-7529-44c1-8e8a-33716554fa96","source":"hackernews","source_id":"48753362","content_type":"comment","title":null,"body_preview":"Fable is useless, then. What's the point of re-enabling it exactly?","author":"0xy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753362"},{"id":"a6e82a11-adaa-461c-b39f-97e12f198b81","source":"hackernews","source_id":"48752028","content_type":"comment","title":null,"body_preview":"Can't wait for China to pull ahead so we have an end to this bullshit","author":"jascha_eng","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752028"},{"id":"1d75f0b6-fd39-4bb9-84a3-51078a37db36","source":"hackernews","source_id":"48752975","content_type":"comment","title":null,"body_preview":"This is a testable claim.\nGave it a small coding challenge. It wrote the code just fine.","author":"Kim_Bruning","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_comprehensive","absence_of_personality"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752975"},{"id":"8c9664ee-309a-4475-8a8a-c1df9f71e1e4","source":"hackernews","source_id":"48751919","content_type":"comment","title":null,"body_preview":"Is Opus 4.8 equally or more capabale for the actual mechanics of the coding work?\nIt seems to me that having a powerful Fable layer for the planning, coordination, orchestration-type work and delegati","author":"tapvt","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751919"},{"id":"5477604c-68c7-485e-b9fa-24e3677e5879","source":"hackernews","source_id":"48750918","content_type":"comment","title":null,"body_preview":"I must admit I was drawn to Claude because of their (obviously successful with me) publicity stunt about \"being too dangerous to make widely available\", when Mythos came out.\nIt's a shame because I wa","author":"mnmx6t","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750918"},{"id":"805843ba-2a3a-4c46-ab65-beccf623ea02","source":"hackernews","source_id":"48750700","content_type":"comment","title":null,"body_preview":"How can it be legal to charge a higher fee for the Fable model, if most of the usage will default to a cheaper model behind the scenes?\nIt is one thing if I, as the user, choose to down-level but Clau","author":"sriramgopalan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750700"},{"id":"0b9c043c-3ddb-408e-a28c-8b9bef26594c","source":"hackernews","source_id":"48751613","content_type":"comment","title":null,"body_preview":"If fable 5 can't do code... what are people using it for?","author":"throwawayk7h","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13055513284459988,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751613"},{"id":"c9138430-f2ad-4843-86ba-fc65c983dd78","source":"hackernews","source_id":"48753952","content_type":"comment","title":null,"body_preview":"This is a misinterpretation. Fable 5's acceptable use policy has false positives during some coding tasks, and that's what they were talking about. But I've been using it for web dev tasks since it re","author":"jimrandomh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail"],"bot_score":0.23355022207995385,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753952"},{"id":"9a6c88cc-76e2-4927-a9dd-53f2bc30c6f3","source":"hackernews","source_id":"48740915","content_type":"comment","title":null,"body_preview":"Another great book in the same vein is; The Natural History of Nonsense by Bergen Evans (1946).\nAuthor - https://en.wikipedia.org/wiki/Bergen_Evans\nReviews - https://www.goodreads.com/book/show/375107","author":"rramadass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740915"},{"id":"6ed32e4c-ff6b-4ef4-8f27-c49cb18debf7","source":"hackernews","source_id":"48750959","content_type":"comment","title":null,"body_preview":"This is the most Opus-looking website I've ever seen.","author":"formerly_proven","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750959"},{"id":"2c2bb93b-ca8d-4d44-9e53-403afcedc890","source":"hackernews","source_id":"48742177","content_type":"comment","title":null,"body_preview":"If you are using Jujutsu you can achieve a basic way to maintain a public repo from a private monorepo with very little code and without Copybara. I wrote up how to do it here: https://vihren.dev/blog","author":"neprotivo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742177"},{"id":"41fb812c-c2a4-47a5-aa79-58d069cab968","source":"hackernews","source_id":"48743678","content_type":"comment","title":null,"body_preview":"Wild times when one can go from a HN post about an interesting open source code to a port to a new language in a matter of hours (wip, but almost complete: https://github.com/theolivenbaum/copybara)","author":"theolivenbaum","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743678"},{"id":"7f9ee7fa-3aad-4a11-841b-a3f9eb12949f","source":"hackernews","source_id":"48744439","content_type":"comment","title":null,"body_preview":"Does anyone know if it is useful for bidirectional sync between codeberg and GitHub?","author":"whirlwin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744439"},{"id":"e12fd139-2940-420c-b8ea-01fbe8e0acf5","source":"hackernews","source_id":"48743744","content_type":"comment","title":null,"body_preview":"Does this tool allow changes in both repositories? (with a 3 way merge strategy)\ngit subtrees come close, but I have a use case where I need transformations/file filters on top.","author":"Gehinnn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743744"},{"id":"7b4155ea-7936-40f5-9715-0212a91010b9","source":"hackernews","source_id":"48748925","content_type":"comment","title":null,"body_preview":"I work at Google and copybara workflows are the bane of my existence.","author":"DisagreeAndQuit","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748925"},{"id":"a2ca0e37-354a-42a4-8839-6e7b030ee0a9","source":"hackernews","source_id":"48741703","content_type":"comment","title":null,"body_preview":"We’re in the process of open-sourcing a few sub-projects within a monorepo, and didn’t know this existed!\nI’m curious what downsides folks have experienced with this tool?\nAny tips?","author":"jumploops","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10242678340195753,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741703"},{"id":"faba695f-5a07-41b2-b496-9e850ec38f75","source":"hackernews","source_id":"48744312","content_type":"comment","title":null,"body_preview":"At my previous company we tried to use this tool to sync parts of the code between two different git repos. The tool turned out being unacceptably slow.\nHandwritten bash scripts using git-replace and ","author":"nbobko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744312"},{"id":"609685b6-b291-4091-8442-3cbbf9150cf0","source":"hackernews","source_id":"48741577","content_type":"comment","title":null,"body_preview":"Copybara is one of those things that you should have set up yesterday.\nIt works great and I've seen many teams gain significant productivity when collaborating in a monorepo with public bits.\nIf you'r","author":"xyzzy_plugh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741577"},{"id":"7e1f3346-d10e-452a-aae0-97a64d9e9a5c","source":"hackernews","source_id":"48741843","content_type":"comment","title":null,"body_preview":"Interesting.  Anyone knows how this compares to using git submodules and subtrees?\nI had used those to create separate repo for website artifacts while the same also remain plugged into the webapp dev","author":"alok-g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1858974358974359,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741843"},{"id":"5a833fdb-b599-4aa6-91c0-5dd911fa0c69","source":"hackernews","source_id":"48743167","content_type":"comment","title":null,"body_preview":"If the only need you need is sync repos without exclusions or transformations I wouldn't bother, it could work for you until it doesn't when they archive it or kill it like kaniko or so many other goo","author":"the_dude_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743167"},{"id":"3ba6d823-deed-4348-9c07-90fdf07423f2","source":"hackernews","source_id":"48741037","content_type":"comment","title":null,"body_preview":"Nice, I built something similar ~5 years ago using nested git repos and scripts to accomplish a similar purpose of combined private and public repos.\nMy shell script definitely wasn't google scale tho","author":"namanyayg","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741037"},{"id":"b962d2e6-4312-4272-bd74-e43a0c9d793d","source":"hackernews","source_id":"48747971","content_type":"comment","title":null,"body_preview":"We used Copybara to setup a hub-and-spoke model at Dagster where public-facing repos can live within our larger internal monorepo, and while it worked we had to do a lot of hacky things.\nhttps://dagst","author":"cole_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747971"},{"id":"1cacdf21-664c-4260-8f91-a7ea7bdbcf00","source":"hackernews","source_id":"48743176","content_type":"comment","title":null,"body_preview":"52+ years of progress... :-)\nJuly, 2026: Google copybara allows one to move code between two prod repositories\nMarch, 1974: IBM COPY allows one to move code between two prod partitioned data sets: OS/","author":"theodpHN","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743176"},{"id":"e3a505cd-f9db-4e3e-bf3b-080c0067603d","source":"hackernews","source_id":"48742190","content_type":"comment","title":null,"body_preview":"Been using this for a while, mostly when I make a tool as part of a larger project and the tool is big enough to deserve its own release.\nIt’s powerful enough to do a whole bidirectional shipping oper","author":"klodolph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742190"},{"id":"a243d910-87bf-458a-82a2-176a0b2957fa","source":"hackernews","source_id":"48741388","content_type":"comment","title":null,"body_preview":"To those who have used it: is it handy for situations where you have multiple repos that want to share a little code, but it's not worth the trouble of extracting a library, referencing it, publishing","author":"schrodinger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741388"},{"id":"bcf11268-d664-456a-ba9b-6675053ce003","source":"hackernews","source_id":"48744775","content_type":"comment","title":null,"body_preview":"Ha! This post comes right at the time where I finally got around to open sourcing the patches I made to provide Perforce support which I use at my gamedev studio[0].\nI find it kind of funny that perfo","author":"dijit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","emotional_authenticity","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744775"},{"id":"4c4eca01-01f0-4c01-9a0e-672eeadfde33","source":"hackernews","source_id":"48741324","content_type":"comment","title":null,"body_preview":"Some other interesting tools in the space. Rust is using a tool called Josh to sync commits:\nhttps://josh-project.dev\nThe blog post from the Rust people:\nhttps://blog.rust-lang.org/inside-rust/2026/06","author":"MarkSweep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741324"},{"id":"bcc85b4c-ea4c-45e3-b4e9-3556a5331f58","source":"hackernews","source_id":"48750219","content_type":"comment","title":null,"body_preview":"I agree with the point about dogmatism, but I have so many other issues with this piece.\nI mean... how do you even make the comparison between \"A Handbook of Agile Software Craftsmanship\" and \"History","author":"ilitirit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750219"},{"id":"da286969-5605-405f-bddf-e143d5754d12","source":"hackernews","source_id":"48751575","content_type":"comment","title":null,"body_preview":"This is a tedious, meandering, almost self-contradictory article.\n> To me people calling their code or software “Clean”, “Easy”, or “Simple” has always felt wrong. You aren’t entitled to declare your ","author":"bbg2401","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751575"},{"id":"06eeadcb-a3b9-4894-a44e-179fcfe0dc7d","source":"hackernews","source_id":"48750114","content_type":"comment","title":null,"body_preview":"Programming is human. Obviously there will be cultures (and cults) that spring up and die down all the time. I probably pissed off a few colleagues over the years by rejecting their arguments because ","author":"breckenedge","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750114"},{"id":"5719967c-9d46-4f6e-a9fa-8c927325d64d","source":"hackernews","source_id":"48750576","content_type":"comment","title":null,"body_preview":"To see really elegant and great code, I recommend looking in books. I have seen elegant code in: SICP, The Little Schemer, Software Design for Flexibility.","author":"zelphirkalt","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750576"},{"id":"63ad0f6b-97ed-459d-a60f-48567b1cafa0","source":"hackernews","source_id":"48751172","content_type":"comment","title":null,"body_preview":"I read Clean Code when I was a beginner and found it revealing, but also annoying in parts, like the idea to 'do not use functions with more than 2 parameters.'","author":"msalsas","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751172"},{"id":"c4c1570c-c9cc-45f8-b0b4-b0635c24c21c","source":"hackernews","source_id":"48751290","content_type":"comment","title":null,"body_preview":"I'm on 4G mobile, that stock photo of sheep is 19MB PNG file! Thanks.","author":"dvh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.10936005242665582,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751290"},{"id":"92913ca0-e528-4005-9e75-ba108ce91e0c","source":"hackernews","source_id":"48750174","content_type":"comment","title":null,"body_preview":"The #1 problem of most clean code, or microservices, or other architectural patterns is taking a correct observation to a logical extreme.\nDecomposition is good. Too much decomposition recreates compl","author":"paulddraper","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","natural_digressions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750174"},{"id":"fc20fa42-8eab-4bf1-be44-193d773a7d1c","source":"hackernews","source_id":"48751835","content_type":"comment","title":null,"body_preview":"I've yet to find a panacea. For example, I thought DRY was, but found its not the case (test scenarios). I've yet to find altruisms past \"everything in moderation\". If you do choose a style and stick ","author":"jolt42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751835"},{"id":"ce0e2d00-40a9-4c97-85b0-59fc2e6ad415","source":"hackernews","source_id":"48750952","content_type":"comment","title":null,"body_preview":"Pick better data structures such that you can use simple language elements to manipulate said data.  If you're writing a dozen lines of code to abstract 2 lines of logic, you're not doing anyone any f","author":"HumblyTossed","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750952"},{"id":"ebfc5761-dcd9-4f7e-b477-baffa2328438","source":"hackernews","source_id":"48750617","content_type":"comment","title":null,"body_preview":"The only thing worse than a long-winded explanation that finally gets around to the topic you're interested in (in his case an explanation of SOLID) is a long-winded explanation that never gets around","author":"rdiddly","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15883977820253284,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750617"},{"id":"172d6522-de12-4722-8a3a-7b9e23cd225c","source":"hackernews","source_id":"48751066","content_type":"comment","title":null,"body_preview":"Re: Java classes called \"SimpleFoo\": that's usually because `Foo` is an abstract class or interface, and `SimpleFoo` is the version you actually use most of the time, unless you absolutely have to imp","author":"wduquette","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751066"},{"id":"e13aff66-6f58-40d1-aa9a-c2b6b1afdbb2","source":"hackernews","source_id":"48750238","content_type":"comment","title":null,"body_preview":"These rules are all stuff that you probably should think about at some time. But they're often taught as strict rules, which I don't think is a good idea.\nIn the end many of them are still quite subje","author":"fabian2k","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750238"},{"id":"d3b6fb41-d35b-4f75-beb5-222a004f0f0a","source":"hackernews","source_id":"48750151","content_type":"comment","title":null,"body_preview":"While I agree the \"Uncle Bob\" cargo cult is IMO dumb, this really rubs me the wrong way:\n> You have the vendor pushed acronyms like: ACID, CAP, OLAP, OLTP.\nACID and the CAP theorem in particular has _","author":"rpcope1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750151"},{"id":"aa20cd32-918e-4080-86e9-b7772cf4e388","source":"hackernews","source_id":"48750925","content_type":"comment","title":null,"body_preview":"For some actual code and comparison of principles behind Clean Code see:\nhttps://github.com/johnousterhout/aposd-vs-clean-code","author":"WillAdams","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.10856286642561666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750925"},{"id":"2ab1937a-a6f8-4379-9c17-a328eebd5585","source":"hackernews","source_id":"48750909","content_type":"comment","title":null,"body_preview":"Uncle Bob is a snake oil salesman. Not sure he realizes it himself though.\nThe whole SOLID, OOP design patterns era was one of the worst things to have happened to programming.\nI always thought I was ","author":"jdmoreira","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750909"},{"id":"7c7ef237-3d0d-4963-8328-0c097aa0e30c","source":"hackernews","source_id":"48750170","content_type":"comment","title":null,"body_preview":"I guess by now it's pretty settled down and unanimous that SOLID is an extremely bad way to organize your code, and that Clean isn't very good and has about the same odds of helping or harming you.\nBu","author":"marcosdumay","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750170"},{"id":"9a95adb0-15a2-4298-bb61-70befdd2c593","source":"hackernews","source_id":"48750420","content_type":"comment","title":null,"body_preview":"Uncle Bob does a bad job talking about trade-offs, but there's still value in stuff like SOLID. The problems start when people blindly obey or ignore design principles.\nSaying SOLID makes bad code is ","author":"Cpoll","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","balanced_argument_natural"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750420"},{"id":"edc0edd5-57aa-4ebc-b451-d390817c83b9","source":"hackernews","source_id":"48750904","content_type":"comment","title":null,"body_preview":"Choose a convention and stick with it. Your chosen conventions could be the worst fit for your domain, but the code following \"a\" convention ensures that people jumping in later can actually follow al","author":"egeozcan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750904"},{"id":"f72d3188-8457-46eb-8ac0-5482153cd258","source":"hackernews","source_id":"48750600","content_type":"comment","title":null,"body_preview":"What I dislike about the term \"clean\" code is that it dismiss objective criteria.\n\"I did it like that because it's cleaner\" is a non sense. A program must be maintenable, efficient, observable, testab","author":"ah1508","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750600"},{"id":"a3c89644-9a73-4876-a754-8da7ed3ed6bc","source":"hackernews","source_id":"48750212","content_type":"comment","title":null,"body_preview":"I clicked the link hoping for a critique of the ideas in SOLID and Clean Code, but what I got was an ironically long-winded critique of Bob Martin’s speaking style.\nMartin and I have our differences, ","author":"jdlshore","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750212"},{"id":"20d99fb2-0b2a-484e-888a-6a8ff955b0c3","source":"hackernews","source_id":"48744416","content_type":"comment","title":null,"body_preview":"So many parser combinators operate on bytes assuming ASCII input only. I'd be more interested in a parser combinator lib that has UTF-8 decoding already abstracted away, operating on `wchar_t`, or eve","author":"zombot","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744416"},{"id":"05f70301-33a5-4a48-9780-21249f5ab90b","source":"hackernews","source_id":"48744426","content_type":"comment","title":null,"body_preview":"Now all it needs is a parser in 'examples/' that parses EBNF grammars and emits a parser in terms of these combinators.","author":"RossBencina","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744426"},{"id":"afe988fc-630e-4db9-81f0-496801553dab","source":"hackernews","source_id":"48745598","content_type":"comment","title":null,"body_preview":"> Flex or Bison generated code is also hard to maintain plus it complicates builds.\nThis is, in all honesty, a solved problem in any reasonable build system. (And I have little patience left for peopl","author":"eqvinox","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1018345183459405,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745598"},{"id":"66fc1ff3-6ebc-4d58-a36a-a518f9c88cf3","source":"hackernews","source_id":"48743179","content_type":"comment","title":null,"body_preview":"Beautiful work! I'm not even gonna wonder if any of it was AI-generated, because the code is clearly crafted meticulously by an experienced C engineer, very readable, and shorter than I expected.","author":"sph","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","human_indicators_positive"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743179"},{"id":"6e5f5cc3-1f47-4257-8848-91a68dc49818","source":"hackernews","source_id":"48744384","content_type":"comment","title":null,"body_preview":"Dumb. This is what modules are for. Also, the stdlib is extremely well designed. It considers edge cases most people never think about. Source: I am a Boost Developer.","author":"olq_plo","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744384"},{"id":"520587ca-cbb2-4e37-ace3-fdb2c1657e90","source":"hackernews","source_id":"48743967","content_type":"comment","title":null,"body_preview":"Would be helpful to show how this compares to other C++ std replacements, e.g. Abseil and Folly.","author":"Asooka","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743967"},{"id":"90b79560-2944-4d67-826f-9fa5f16b3fbd","source":"hackernews","source_id":"48743306","content_type":"comment","title":null,"body_preview":"Love to see someone implementing pathlib in c++. It is what stdfs could have been.","author":"squirrellous","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743306"},{"id":"c9ff5d4c-ea63-487a-80f5-3fd054b7937f","source":"hackernews","source_id":"48743487","content_type":"comment","title":null,"body_preview":"Given what is discussed in the commentary to the post, I wonder whether the author would be amenable to some Doxygen.","author":"JdeBP","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743487"},{"id":"7c3e43e6-c9f7-47a6-a02b-e13fd242a3ad","source":"hackernews","source_id":"48743278","content_type":"comment","title":null,"body_preview":"> C++ is actually very fast to compile, the slowdowns come mostly from the way the standard library is implemented.\nOnly if using classical headers, std as module is already a reality on VC++.","author":"pjmlp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12966619932315054,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743278"},{"id":"784a9b03-a77a-4fc6-820e-945b7134027f","source":"hackernews","source_id":"48742651","content_type":"comment","title":null,"body_preview":"Wow, that might be the worst name for a project I’ve ever seen. I think every programmer who sees this is going to assume it’s a Python thing.\nWith regards the library itself —- I think it’s generally","author":"CJefferson","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742651"},{"id":"c71b1aea-db5c-4562-a189-35896ff94d56","source":"hackernews","source_id":"48740770","content_type":"comment","title":null,"body_preview":"Reminds me of the scene in series Incorporated where a megacorp uses this sort of tech to interrogate an employee from a competitor mega-corp to get at a trade secret.\nIt's a little spooky how real th","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740770"},{"id":"c7d62e44-dce6-4a6b-9c7e-559866015ccb","source":"hackernews","source_id":"48748465","content_type":"comment","title":null,"body_preview":"(literal) thought crimes, coming soon to a place near you by Meta","author":"JohnMakin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748465"},{"id":"6a346b99-17d1-4749-be27-a8905800ee6f","source":"hackernews","source_id":"48741702","content_type":"comment","title":null,"body_preview":"Are they trying to infer characters/words from brain waves? I would have thought the brain is thinking in concepts rather than actual words","author":"smath","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","natural_digressions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741702"},{"id":"37a7b722-fdba-4fe7-a654-cd543ea03864","source":"hackernews","source_id":"48743812","content_type":"comment","title":null,"body_preview":"I'm excited to see what happens when there's enough data, will it show the same kind of progress just like GPT does.","author":"eaf7e281","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.24150374992788443,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743812"},{"id":"61cc3b5c-d58e-45cb-80aa-0e88d72258a0","source":"hackernews","source_id":"48741082","content_type":"comment","title":null,"body_preview":"One practical application comes to mind:  [China’s Robot Juggernaut Unitree Debuts a $650,000 Personal Gundam ](https://gizmodo.com/chinas-robot-juggernaut-unitree-debuts-a...)","author":"albemuth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741082"},{"id":"17eebe48-a19a-42c9-a0e7-993296aa5ee6","source":"hackernews","source_id":"48743624","content_type":"comment","title":null,"body_preview":"As far as I understand the underlying model is not multimodal. Maybe a quite naive question but can't we improve the performance by a joint embedding of EEG and MEG data? If it scales with log-linear ","author":"celltalk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743624"},{"id":"92220d49-45fe-4a6f-bf16-4af135265189","source":"hackernews","source_id":"48742796","content_type":"comment","title":null,"body_preview":"Mark always been framed/stated for stealing user's data or invasing user's privacy but apart from these, this guy has always been one step ahead in making new research, technology possible by experime","author":"rushil_b_patel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742796"},{"id":"42fd1fbe-693d-437a-b2d1-97b7d20786d4","source":"hackernews","source_id":"48741206","content_type":"comment","title":null,"body_preview":"Please see my bio for the full rant. The key take-away is:\n> While we missed the boat on Internet tracking, there is still time to avoid sailing through the final frontier of neural tracking.\n> Thanks","author":"consumer451","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741206"},{"id":"e3b8fa07-3f69-4625-872a-0ca6d8a9a183","source":"hackernews","source_id":"48740935","content_type":"comment","title":null,"body_preview":"I still think of this video often and wonder if it is building on any of that technology, almost 10 years old now. Just looking at this whitepaper it seems like they both use some kind of infrared tra","author":"bpiche","classification":"human_created","confidence":0.7,"indicators":["natural_digression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740935"},{"id":"a68a478a-20c0-41a9-8249-56c6fa05ee5d","source":"hackernews","source_id":"48749879","content_type":"comment","title":null,"body_preview":"Seriously losing confidence in the American judicial system with rulings like this. Facebook is already blocking children below age 13 and now with social media bans in place in many states the cut of","author":"hparadiz","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency","self_reference"],"bot_score":0.10000662315038096,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749879"},{"id":"9f208898-6ff5-4a83-9c70-8999f494996e","source":"hackernews","source_id":"48750360","content_type":"comment","title":null,"body_preview":"Addiction has a lot of definitions one can split hairs over but I note the following\nThe feeds are and have been for years highly random (at least one anecdote of two people who were 'married' - relat","author":"alex1138","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750360"},{"id":"cfc27863-42ed-4d49-8365-e47e96244813","source":"hackernews","source_id":"48751352","content_type":"comment","title":null,"body_preview":"I was going to ask \"at what point do people who work for Google and Meta ask themselves \"Are we the baddies?\"\"  But who am I kidding, as long as you're all making the big bucks for sitting at a comput","author":"sgnelson","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751352"},{"id":"e4de0ae4-342e-4d82-aeb5-f7efff815894","source":"hackernews","source_id":"48750711","content_type":"comment","title":null,"body_preview":"These are the types of cases that shed light on the desire for age verification.","author":"intended","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.2777777777777778,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750711"},{"id":"5e94c218-5009-4d83-a599-51c9bed3ea24","source":"hackernews","source_id":"48749355","content_type":"comment","title":null,"body_preview":"This is an area where we really could use case law to protect kids from the Zuckerberg's of the world. It's important for the future.  We're not going to \"self-regulate\" our way out of this.","author":"josefritzishere","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749355"},{"id":"1436c6b5-bebb-40dc-aee9-d9d6f0546e90","source":"hackernews","source_id":"48749644","content_type":"comment","title":null,"body_preview":"This actualy came up in yesterday's congressional MKULTRA hearing.  Somebody at the hearing pointed out the absurdity of the CIA claiming that MKULTRA was a dead end when we have 20 years of social me","author":"snickerbockers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749644"},{"id":"cf6f69ef-df02-44aa-a583-508adf2a54d1","source":"hackernews","source_id":"48751224","content_type":"comment","title":null,"body_preview":"The obvious answer to this mess is probably a simple engagement tax.\nCompanies like Facebook and Tiktok are incentivized to behaviorally modify their users in a way that's harmful to society: they mak","author":"mullingitover","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751224"},{"id":"cf7d2995-4b02-44f2-bd2a-5eb47a5500de","source":"hackernews","source_id":"48753369","content_type":"comment","title":null,"body_preview":"Sometimes there are HN comment complaining about articles reporting on legal proceedings that fail to include URLs pointing to the documents referenced.  No complaints in this thread so far\nHere is th","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.14175531582277556,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753369"},{"id":"d7522893-b437-4f5e-b459-3459475fd9ce","source":"hackernews","source_id":"48750166","content_type":"comment","title":null,"body_preview":"Large groups of people just don't know how to solve these sorts of problems. A government will never say \"facebook should either not exist or should radically modify its product so that it is no longe","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750166"},{"id":"beaca1ef-f499-462f-8ef7-222af600a5e5","source":"hackernews","source_id":"48743947","content_type":"comment","title":null,"body_preview":"Just as with paywalls, it's just easier to close the page if prompted with this. Many things are not that interesting if an effort is required.","author":"risit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743947"},{"id":"3bb88593-6733-4af9-bc6e-d7eb11793cb9","source":"hackernews","source_id":"48743995","content_type":"comment","title":null,"body_preview":"We have to have ability to stream video instead of accepting browsers webcam request. I propose Firefox to go first with the implantation. I would like to automate it with AI to stream every time a di","author":"gitowiec","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.1326379412276458,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743995"},{"id":"78671561-a3ec-4c22-871e-cf15d4634492","source":"hackernews","source_id":"48749270","content_type":"comment","title":null,"body_preview":"I can show them a finger.\nAnd seriously - what about people without hands? What about scammers pretending to be Google gaining access to my camera? What about blind people? What about people using the","author":"kolinko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749270"},{"id":"2e9d4d1b-1a96-47be-9540-f21ed7594531","source":"hackernews","source_id":"48744358","content_type":"comment","title":null,"body_preview":"Also worth noting this could allow Google to know who is using whom's devices. E.g. if I let my sister use my device, then Google would know it's her hand.\nWould it deny her hand's reCAPTCHA because i","author":"nerdsniper","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744358"},{"id":"31952549-fd04-4538-a35f-11bae8b9fa66","source":"hackernews","source_id":"48744618","content_type":"comment","title":null,"body_preview":"A few days back, Google reCaptcha suddenly showed me a QR code and asked me to scan it with my mobile to \"verify\" I was human. I was taken aback, and at first thought my system / browser had some malw","author":"thisislife2","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","imperfect_expression","linking_external_source"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744618"},{"id":"13b9a4db-ceb8-4816-b19e-4ad0418d4c39","source":"hackernews","source_id":"48743862","content_type":"comment","title":null,"body_preview":"Not gonna happen. Ever.\nIf a web requires me to do this to access it, I simply refuse.\nThe last time I needed some web was my electricity company - sent them a ticket with a complaint. They replied wi","author":"_V_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","personal_anecdote","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743862"},{"id":"17ff0902-8065-409e-b206-afb11190da0d","source":"hackernews","source_id":"48754138","content_type":"comment","title":null,"body_preview":"Nope, I just won't use whatever websites implement this.","author":"gonight","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754138"},{"id":"b83585e3-c093-4bc6-8d9d-8d5d2da2cac9","source":"hackernews","source_id":"48751215","content_type":"comment","title":null,"body_preview":"I fucking wish the UK government would do the same.","author":"spacedcowboy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751215"},{"id":"2258a638-34a2-4e45-bcbe-f7ff276ebadb","source":"hackernews","source_id":"48751666","content_type":"comment","title":null,"body_preview":"Meanwhile the Dutch news just has a headline that NATO fully embraced Palantir’s Maven Smart System, so I wonder how true this ban is.","author":"clydethefrog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751666"},{"id":"5b74138a-07cf-4d19-9a62-15e892d39153","source":"hackernews","source_id":"48752262","content_type":"comment","title":null,"body_preview":"Establishment Dems looking at the GOP's plummeting approval rating and looking for ways to sink their own numbers, faster.\nLike cutting your own brake lines after you watched your opponent drive off t","author":"Pfhortune","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752262"},{"id":"63b37d4c-c796-4fe0-9a24-c9c440379fb8","source":"hackernews","source_id":"48740626","content_type":"comment","title":null,"body_preview":"One thing I find impressive is that this part has GPIOs equal to the total number of pins minus two. Economical is the word that comes to mind.","author":"peteforde","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740626"},{"id":"b4bf31af-6cd2-4ab4-858e-d1728becf078","source":"hackernews","source_id":"48742412","content_type":"comment","title":null,"body_preview":"It's beautiful, but I wouldn't want to be down there in a major quake.","author":"helterskelter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742412"},{"id":"7e19ebb0-eb4f-456f-9105-a407d20847be","source":"hackernews","source_id":"48742424","content_type":"comment","title":null,"body_preview":"Are there places in the world where this is still possible? I.e. relatively in a state of order but where enforcement of this kind of thing is poor.","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.13156384698717827,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742424"},{"id":"c19732a3-674e-48f8-9508-a07db6a02ded","source":"hackernews","source_id":"48742065","content_type":"comment","title":null,"body_preview":"Related: “The underground world of hobby tunneling”\nhttps://news.ycombinator.com/item?id=39245893\n272 points | Feb 3, 2024 | 164 comments","author":"WalterGR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16333333333333333,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742065"},{"id":"c2610429-64ba-4d1a-b8c4-9d1239d9e83c","source":"hackernews","source_id":"48746687","content_type":"comment","title":null,"body_preview":"This reminds of a moisture farm from the Star Wars — https://starwars.fandom.com/wiki/Lars_homestead","author":"phmx","classification":"human_created","confidence":0.7,"indicators":["cultural_references","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746687"},{"id":"76f42ac7-91be-4e79-adc6-5b5a99f808ab","source":"hackernews","source_id":"48747467","content_type":"comment","title":null,"body_preview":"Reminds me a little bit of Ferdinand Cheval and his Palais idéal.\nhttps://en.wikipedia.org/wiki/Ferdinand_Cheval#Palais_id%C3%...\nWell worth a visit, oddly touching in a way.","author":"LeChuck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747467"},{"id":"1a9c26aa-6b43-4bf7-97a1-1ae1a4af4f81","source":"hackernews","source_id":"48742602","content_type":"comment","title":null,"body_preview":"I went there once yawwwn they make you listen to this hour dissertation... yeah don't take young kids there... snore fest..","author":"psyclobe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742602"},{"id":"7a8f9bb3-cd5a-4f12-9dae-76be00f33e99","source":"hackernews","source_id":"48744592","content_type":"comment","title":null,"body_preview":"Reminded me of https://en.wikipedia.org/wiki/William_Lyttle\nThere is a good write-up/obituary of him at https://www.ft.com/content/fe13350f-6522-4892-b67e-301828b10...","author":"NoboruWataya","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744592"},{"id":"a614d861-be2e-42f7-816f-6d0699080ab4","source":"hackernews","source_id":"48742199","content_type":"comment","title":null,"body_preview":"My dad took me here a couple times as a kid, it's such a lovely place.  Highly recommend checking it out, it's well worth the drive.","author":"jeromie","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742199"},{"id":"522539e9-c505-4080-b922-7acca0253687","source":"hackernews","source_id":"48743107","content_type":"comment","title":null,"body_preview":"One place this reminded me of (which isn't in the \"see also\" section): https://en.wikipedia.org/wiki/Jameos_del_Agua on Lanzarote (Canary Islands). Both are underground structures inspired by traditio","author":"rob74","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743107"},{"id":"ad61e4a8-59f3-43c4-af51-227fe7b20ba7","source":"hackernews","source_id":"48743197","content_type":"comment","title":null,"body_preview":"Interesting case of double-layered false nominative determinism. Although foresta in Italian means \"forest\" and thus the surname would seem eminently plant-based, it actually means \"foreigner\", which ","author":"phikappa","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","natural_digressions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743197"},{"id":"5c5feb21-3536-43a6-855a-22c6ec861653","source":"hackernews","source_id":"48741452","content_type":"comment","title":null,"body_preview":"Not sure if it was from the last time this was posted but there’s a decent YouTube video about this place.[1]\n[1] https://www.youtube.com/watch?v=mUKRPoQKynk","author":"Affric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741452"},{"id":"f4d33394-8bf4-4a9a-aef7-b26f657212f1","source":"hackernews","source_id":"48745433","content_type":"comment","title":null,"body_preview":"Crazy to see this on here! I grew up very close to this place.\nFresno gets crazy hot in the summer, often well into the 100s or up to 40+ c.\nWhen you go down there, it's pretty shocking how cool it is","author":"kilroy123","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745433"},{"id":"68baa5a3-e801-4bd7-9f04-694ce80a44b9","source":"hackernews","source_id":"48752669","content_type":"comment","title":null,"body_preview":"this is \"too little, too late\" for me. I'll stick with opus 4.8.","author":"usernamed7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752669"},{"id":"72d0f37e-f4a2-463a-b1cb-c861b31f37df","source":"hackernews","source_id":"48753151","content_type":"comment","title":null,"body_preview":"This is very expensive model. Just tried 2-3 prompts and my 5 hour from 20x plan is exhausted...","author":"cute_boi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","missing_platform_voice"],"bot_score":0.11909003636315685,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753151"},{"id":"eafd8a72-10dd-42d3-9e0f-a2579321962f","source":"hackernews","source_id":"48752861","content_type":"comment","title":null,"body_preview":"Apparently they hired some payday loans marketing folks recently?\nAs much as I like(d) Anthropic and their approach to being a lab / PBC, if you hire that many people that fast for that much money, it","author":"sailfast","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752861"},{"id":"f80bdb64-ff6e-4aed-bf3c-965d63d05f3c","source":"hackernews","source_id":"48753170","content_type":"comment","title":null,"body_preview":"Since Anthropic has eroded all the trust it could possibly have, I'm going to allow myself to be cynical and say that this move is just another pillar of their shady marketing practices.\nI know a few ","author":"gck1","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753170"},{"id":"a3c71eea-37c5-43f1-a488-1f8ca2395cc8","source":"hackernews","source_id":"48752546","content_type":"comment","title":null,"body_preview":"I'm disappointed with this.  Historically, Claude's API cost a significant multiple of their subscription pricing, and after the promotional period it appears the access to Fable will be API only, if ","author":"thrill","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency","specific_details"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752546"},{"id":"5715db0f-3bc4-4ae9-afad-272b3075b43f","source":"hackernews","source_id":"48753202","content_type":"comment","title":null,"body_preview":"I can't even a benign code review - it triggers the safety message halfway through and switches to Opus. Borderline unusable.","author":"dayone1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753202"},{"id":"53655d15-b2d3-4c3a-88b5-b317a9ee512c","source":"hackernews","source_id":"48753296","content_type":"comment","title":null,"body_preview":"Related ongoing thread:\nFable 5 Is Back - https://news.ycombinator.com/item?id=48752030 - July 2026 (133 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11898264872271146,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753296"},{"id":"26a0f77e-3730-45db-91f5-042ee3aae66c","source":"hackernews","source_id":"48752710","content_type":"comment","title":null,"body_preview":"Since this will not be able to be used for coding or code auditing, what use is it? Not being glib, not a rhetorical question. I'm trying to stretch my creativity, and I can't see what it's for.","author":"ahsillyme","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752710"},{"id":"bcd4111d-b20e-4e9e-8eef-e5017b91a7bb","source":"hackernews","source_id":"48752773","content_type":"comment","title":null,"body_preview":"So is this a part of the \"first hit is free\" campaign? If it won't be available on subscription past July 7, what is the point of using it for 7 days now? Shouldn't our energy be better spent elsewher","author":"g42gregory","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752773"},{"id":"f27437fd-74bf-42e6-8463-937dc620880c","source":"hackernews","source_id":"48753766","content_type":"comment","title":null,"body_preview":"You can get away with a lot when you have the best models… I’m looking forward to OpenAI or open-source catching up so we have some competition again.","author":"sothatsit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753766"},{"id":"d8336ad3-6e78-44f8-add6-2060b6b8f339","source":"hackernews","source_id":"48751994","content_type":"comment","title":null,"body_preview":"It's back baby! runs script to submit the 50 prompts I prepared overnight","author":"dwaltrip","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751994"},{"id":"d53849e1-1a5d-4499-9227-e87be439cda1","source":"hackernews","source_id":"48752989","content_type":"comment","title":null,"body_preview":"This makes sense to me. Consider these assumptions:\n1) During peak times, they're already struggling to meet demand. They've figured out that 50% should be achievable without causing too much pain for","author":"Schiendelman","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752989"},{"id":"f31e14b5-11c5-4ebe-88bb-6471381bc2cf","source":"hackernews","source_id":"48752536","content_type":"comment","title":null,"body_preview":"\"promotion\" like they are doing you a favor just this once out of their goodwill... Really really really pissed me off","author":"_davide_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752536"},{"id":"994b5d39-7346-4850-9ca3-c87db919acaa","source":"hackernews","source_id":"48752654","content_type":"comment","title":null,"body_preview":"I bet my house that after the promotional stuff ends they will change their mind and let you keep using Fable on subscription. Otherwise this is the end of their marketshare. These guys are complete i","author":"theplumber","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752654"},{"id":"b2ce750a-0d64-409d-9822-7d502147f358","source":"hackernews","source_id":"48752734","content_type":"comment","title":null,"body_preview":"Anthropic is really giving AMD a run for their money as king of \"never miss an opportunity to miss an opportunity\".\nI don't think I've ever seen a company so determined to shit their own pants. It's a","author":"vitally3643","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.08170040351069116,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752734"},{"id":"46e495b5-0294-4fde-9a28-347ee98f5c43","source":"hackernews","source_id":"48752472","content_type":"comment","title":null,"body_preview":"From the original announcement last month:\n> After this point-when sufficient capacity allows us to do so—we aim to restore Fable 5 as a standard part of subscription plans. We intend to do this as qu","author":"mortenjorck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752472"},{"id":"719bc4bf-09d4-45e1-a115-dff03aefd113","source":"hackernews","source_id":"48743558","content_type":"comment","title":null,"body_preview":"The interesting bit here is treating Rc<T> and &T as compatible via a shared representation, so you can hand an Rc to a function expecting a borrow without bumping the count. Swift already does someth","author":"aaronyi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743558"},{"id":"ddd4f201-2bc4-4709-a179-7a4070744ad0","source":"hackernews","source_id":"48740593","content_type":"comment","title":null,"body_preview":">\"I have to admit, this is beautiful\"\nTerse it is, beautiful it is not (well my version of beautiful that is - easy to read and understand). this is not to diminish the language.","author":"FpUser","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740593"},{"id":"5b1e2bb4-da17-43a6-aed2-975b7cc37d19","source":"hackernews","source_id":"48744807","content_type":"comment","title":null,"body_preview":"Highly interesting. I hope this language reaches a production release some time.","author":"zombot","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744807"},{"id":"336a269e-6248-450b-95ae-22d0ad8e805c","source":"hackernews","source_id":"48744925","content_type":"comment","title":null,"body_preview":"Interesting but I wonder how useful this is in practice. It doesn't work with unions/enums, I presume it also doesn't work with heap allocated containers, like vectors, hash maps, etc? Wouldn't that r","author":"IshKebab","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11619064587340011,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744925"},{"id":"eb3de41c-a38c-4d19-a3bb-45c80a6acb3d","source":"hackernews","source_id":"48742691","content_type":"comment","title":null,"body_preview":"What if I omit the \"uniq\" keyword? Is it still valid code, just not protected by the compiler from union types changing underneath?","author":"teo_zero","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742691"},{"id":"7fa2f212-12b2-4e1c-b04f-a7203d41ac51","source":"hackernews","source_id":"48740487","content_type":"comment","title":null,"body_preview":"I'm really looking forward to the next generation of languages. Not only are the old 90's languages like Java, PHP, and JavaScript now actually doing things correctly. The new languages like Zig, Go, ","author":"Xeoncross","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740487"},{"id":"1f30b2ef-fa47-494a-ae11-583bf52902a5","source":"hackernews","source_id":"48740450","content_type":"comment","title":null,"body_preview":"What about Vale? Is this a rename of it or something new?","author":"sureglymop","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740450"},{"id":"0d312f5d-817b-490b-a661-d057ae3142c0","source":"hackernews","source_id":"48742770","content_type":"comment","title":null,"body_preview":"> Because of this, Ante code can safely have multiple mutable borrow references to the same struct at the same time.\nI doubt it can work in multithreaded code. Allowing sharing mutable references (eve","author":"Panzerschrek","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.15694803803372603,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742770"},{"id":"19479551-30ca-4622-b572-d956cb19d0e5","source":"hackernews","source_id":"48742835","content_type":"comment","title":null,"body_preview":"I am pretty skeptical about the whole idea about adding such exceptions to the single mutable reference rule. It may be safe to share references to simple structs in terms of raw bytes access, but as ","author":"Panzerschrek","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15694803803372603,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742835"},{"id":"f13a8763-a12f-4964-b779-1ea1c38c4681","source":"hackernews","source_id":"48740787","content_type":"comment","title":null,"body_preview":"I can see how multiple mutable references is fine in a single-threaded context, but surely this would cause UB in the multi-thread context?","author":"hingler36","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740787"},{"id":"74031674-dc1d-48ab-afdf-a1f8224fd1da","source":"hackernews","source_id":"48753188","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48728740","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1557524656335752,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753188"},{"id":"6a1191fd-b2cc-4870-9aca-a543022c543b","source":"hackernews","source_id":"48745815","content_type":"comment","title":null,"body_preview":"Now I’m wondering what is the eigenspace of an LLM? If I take a set of LLM’s with the same number of parameters, then what are the eigenvectors? Do they have different personalities?","author":"harveyrook","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745815"},{"id":"0c174055-42fb-47cb-95ec-fce814aed80a","source":"hackernews","source_id":"48746084","content_type":"comment","title":null,"body_preview":"If it can be made orthogonal, can you go a step further and diagonalize it? The storage and performance improvement from that would be huge.","author":"phkahler","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.23499775783516458,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746084"},{"id":"df49a8cf-201b-49d1-b586-80de71ce1d65","source":"hackernews","source_id":"48748412","content_type":"comment","title":null,"body_preview":"I suspect with \"orthogonalization\" they mean to find vectors that form an orthogonal bases (same subspace) for the vectors in the source matrix.\nI wonder what would be the result if they used a matrix","author":"hasley","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748412"},{"id":"ca5b7acb-17a2-4c6c-9cd1-2a4d1149b5f1","source":"hackernews","source_id":"48742936","content_type":"comment","title":null,"body_preview":"I can't help but think of orthogonal frequency-division multiplexing and it's use in encoding data on multiple carrier frequencies, and it makes me wonder what other parallels we will discover between","author":"BirbSingularity","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742936"},{"id":"00519a6f-8ae6-408f-8bb0-f027accf37a9","source":"hackernews","source_id":"48747009","content_type":"comment","title":null,"body_preview":"Here is a pytorch optimizer that can maintain a matrix as orthogonal throughout optimization:\nhttps://github.com/adrianjav/pogo — POGO: A Proximal One-step Geometric Orthoptimizer\nhttps://arxiv.org/ab","author":"imurray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747009"},{"id":"14206a72-e4a8-4898-b9cc-b6c80693c6ca","source":"hackernews","source_id":"48741618","content_type":"comment","title":null,"body_preview":"I've been a user of Morph Apply,\nLove your products and team ! \nI hope you guys grow a ton","author":"teitoklien","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741618"},{"id":"4d792261-4dbb-4027-9837-ed22ca7389a2","source":"hackernews","source_id":"48752326","content_type":"comment","title":null,"body_preview":"Nobody thinks oil is \"green\".\nIt's just that suddenly no energy source is below them and they've made so many stupid rules over the years that the only way to drill for oil without getting stopped by ","author":"cucumber3732842","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752326"},{"id":"6a5cfa4a-5cd9-4080-8ce0-4bde56b8d774","source":"hackernews","source_id":"48752058","content_type":"comment","title":null,"body_preview":"Isn't it green investment as well if I chop only green trees and evergreens?\nAlso I use to store raw oil only in green containers. That's green living. Right?","author":"coffeebeanHH","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","sarcasm","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752058"},{"id":"5a56a5ab-fe17-4ddf-8e10-a485af7eea62","source":"hackernews","source_id":"48751948","content_type":"comment","title":null,"body_preview":"This is just days after EU courts ruled private jet construction counts as a \"green investment\": https://www.reuters.com/business/environment/eu-court-says-p...","author":"yoshuaw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751948"},{"id":"53ca4ccb-ef3c-4cf3-a6ab-5938a1dc5198","source":"hackernews","source_id":"48740737","content_type":"comment","title":null,"body_preview":"Got really excited for this model and asked my Opus planners in 3 pretty different projects to use Sonnets instead of Opus subagents to help me experiment on HPC kernels faster. Not one of them ended ","author":"ashvardanian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48740737"},{"id":"e72586c5-dd1f-4e43-b16a-efcfdfe908b9","source":"hackernews","source_id":"48745475","content_type":"comment","title":null,"body_preview":"> Me: What was the sushi place near latitude 41 in Columbus? Did it go out of business I don't see it on Google maps anymore\n> Sonnet 5 (medium): None of these past chats mention a sushi place — I don","author":"nijave","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745475"},{"id":"977f060b-d5d3-4335-b1f7-c1a8795a42e9","source":"hackernews","source_id":"48744785","content_type":"comment","title":null,"body_preview":"Edit June 30, 2026: In the original version of this post, we included a cost-performance chart for the BrowseComp evaluation that was based on data from a simpler methodology that did not reflect the ","author":"mdrzn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.0923218471265095,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744785"},{"id":"80567dab-c5ce-48bd-99b4-a26e2ef5b32b","source":"hackernews","source_id":"48752241","content_type":"comment","title":null,"body_preview":"The seccomp-BPF rules seem almost unusably strict. What is this even designed to be used to run?","author":"Kaxo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752241"},{"id":"5e9cdb38-ab08-42ef-b04f-b6ea9d205d1a","source":"hackernews","source_id":"48752432","content_type":"comment","title":null,"body_preview":"Setting aside that this seems to be pure slop, what’s with all the empty commits?","author":"abtinf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.06957707033278251,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752432"},{"id":"52666788-3753-4ee6-a2a4-c453f99da1a7","source":"hackernews","source_id":"48752565","content_type":"comment","title":null,"body_preview":"I don't think I'm ready to trust very security sensitive functions to pure vibe-coded software, and that's what this seems to be? Certainly the README is authored by an LLM, and there's a gazillion em","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10385595817077443,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752565"},{"id":"f5d324e7-b891-458e-aa82-0b67ae5d2508","source":"hackernews","source_id":"48752794","content_type":"comment","title":null,"body_preview":"Who the F* runs a minimizer on friggin C sources? And it's inconsistent too.\nSecurity-related code should be readable and auditable.","author":"tosti","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752794"},{"id":"3a13f158-8607-4637-af21-133a66dce37e","source":"hackernews","source_id":"48747094","content_type":"comment","title":null,"body_preview":"FPChecker looks very cool. I wish the exponent graph had the option to show base 2 though, so it's slightly easier to map it back to the underlying float representation.","author":"AlotOfReading","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15535606553289844,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747094"},{"id":"ef9681e3-2dea-4bc9-97bc-4909779b157e","source":"hackernews","source_id":"48749290","content_type":"comment","title":null,"body_preview":"I was expecting them to be aware of https://herbie.uwplse.org/ Herbie but it seems like either they don't know of it or they don't see it as relevant.\nMy hope for the future is that Herbie's approach ","author":"tialaramex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749290"},{"id":"c5b83c10-e5ca-482d-a280-1e6c1f6be462","source":"hackernews","source_id":"48751879","content_type":"comment","title":null,"body_preview":"Why did you not mention LLM use in the post at all?\nAre you not using LLMs as part of your toolkit in 2026?","author":"pizzalife","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751879"},{"id":"8cb1a2fb-5dc8-4a49-9cb4-b45c883925d3","source":"hackernews","source_id":"48744907","content_type":"comment","title":null,"body_preview":"I wrote a small agent (single go binary) that does all the monitoring and maintenance for me. Possibly overkill but it is amusing to think there is a little ghost in the machine.","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.11706183029792445,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744907"},{"id":"a0926a46-e62c-49d3-a938-539323ce4a21","source":"hackernews","source_id":"48745081","content_type":"comment","title":null,"body_preview":"Same here. Even though my homelab runs on a VPS. https://github.com/rhee876527/expert-octo-robot","author":"s_ting765","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745081"},{"id":"22176a3a-f8e6-4ec8-86f7-b04efc452354","source":"hackernews","source_id":"48744706","content_type":"comment","title":null,"body_preview":"Definitely opened this thinking it would be a story of handing the keys to AI. Refreshing, simple and to the point","author":"bittumenEntity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744706"},{"id":"263f6e7a-16f4-4ca8-bce9-8ce75b5b5332","source":"hackernews","source_id":"48745892","content_type":"comment","title":null,"body_preview":"Me and all my friends are active homelabbers and selfhosters.\nRecently one had their first baby, so they migrated from Fedora to RHEL, just to spend less time on upgrades. :D I thought that was cute. ","author":"INTPenis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745892"},{"id":"d34d39b9-85fb-4122-b9d2-f85e4cd4d147","source":"hackernews","source_id":"48745299","content_type":"comment","title":null,"body_preview":"Same here, I've just kept it simple with Immich and Nextcloud. Automatic updates set up on debian and automatic docker pull to update the apps. With a nightly backup to both a local hard drive and enc","author":"Gigachad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745299"},{"id":"2752bea7-4cad-4da0-8a3a-d69cd91d0d3d","source":"hackernews","source_id":"48744995","content_type":"comment","title":null,"body_preview":"Yeah, and what happens when every now and then upstream changes break your config? Like when Debian removed systemd-resolved, breaking mDNS.","author":"meindnoch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744995"},{"id":"77144215-9e35-4875-8e49-e4e998747cc4","source":"hackernews","source_id":"48745304","content_type":"comment","title":null,"body_preview":"I used to think of my home setup as a homelab but I've realized for about 4 years now I barely do anything with it beyond what it's supposed to do. I just have some basic services running, most time s","author":"zf00002","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745304"},{"id":"47c2ca85-8d6d-403f-8ed1-8978e8e99ab0","source":"hackernews","source_id":"48744964","content_type":"comment","title":null,"body_preview":"I’m so almost here. The thing holding me back is projects that don’t do their own migrations reliably. Through no fault of their own, perhaps, though at this point I would argue LLMs should eliminate ","author":"jmbwell","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744964"},{"id":"9f62657e-e249-4c21-ab42-91769caf1e5c","source":"hackernews","source_id":"48744804","content_type":"comment","title":null,"body_preview":"tbh most of my time is making active changes and trying new things. Or say moving from say LXC to kubernetes\nDon’t super care about updates. If it isn’t too ancient and not internet facing then it’s p","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12808223896056783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744804"},{"id":"74361984-78bc-4f54-a89c-a60325723735","source":"hackernews","source_id":"48746086","content_type":"comment","title":null,"body_preview":"This is a fantastic article! I completely agree with the author's philosophy. Simple automation can reduce maintenance to nearly zero, and it's incredible how much can be achieved with just a few well","author":"exiguus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746086"},{"id":"521e2d40-1baf-467b-8a1a-bbde6f1b0d8b","source":"hackernews","source_id":"48745286","content_type":"comment","title":null,"body_preview":"> I've never required a backup, but it's good to be safe.\nIndeed. And if you never test your recovery then you don't actually have a workable backup.","author":"teiferer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_indicators"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745286"},{"id":"21cd6da3-728d-4257-b78e-10b2615bb5b0","source":"hackernews","source_id":"48744765","content_type":"comment","title":null,"body_preview":"Is it still a lab then? Or selfhosted services on auto-pilot?","author":"28304283409234","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744765"},{"id":"5420ced2-d8df-439a-9f23-301db0719819","source":"hackernews","source_id":"48745171","content_type":"comment","title":null,"body_preview":"Getting to this point with my homelab has always been my goal, and I've also arrived.  I mainly just want a stable, reliable Jellyfin, Audiobookshelf, archivebox, Navidrome, ollama/openwebui, and a pl","author":"freedomben","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions"],"bot_score":0.11293627988626585,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745171"},{"id":"9245dbcb-e407-4dbd-83a6-127da88d7e6e","source":"hackernews","source_id":"48744857","content_type":"comment","title":null,"body_preview":"This has been a similar approach to what I did for my own homelab. I still need to setup some sort of GitOps so I don’t have to ssh into the box and manually bootstrap whatever compose file I’ve throw","author":"stego-tech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744857"},{"id":"6cda06ae-234e-4879-acef-cab0579dd6a6","source":"hackernews","source_id":"48744744","content_type":"comment","title":null,"body_preview":"> I've approximated it somewhere around 15 minutes of maintenance per month, barring an emergency. If that's normal to you, congrats - you've peaked in life. However, that's absolutely absurd to me. I","author":"kamov","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744744"},{"id":"6c12d66d-be53-4f99-968e-f83414a650fb","source":"hackernews","source_id":"48744855","content_type":"comment","title":null,"body_preview":"Yes, but you didn’t mention anything that would suggest a need to ‘maintain’.\nIt doesn’t change.\nMany people keep swapping gear in so they can learn BGP on Cisco edge gear or run clusters on salvaged ","author":"itomato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744855"},{"id":"ffbf61ab-7f9b-4edc-9587-da326bf660d6","source":"hackernews","source_id":"48745108","content_type":"comment","title":null,"body_preview":"I thought this was going towards the \"I have an agent do it\". glad it didn't :)\nWhat this skips though is the complexity of services like NextCloud (stuck in maintenance mode again?), Immich (needs a ","author":"teekert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745108"},{"id":"5bb41a69-4b92-4029-89ea-8cd856b8ce9a","source":"hackernews","source_id":"48746448","content_type":"comment","title":null,"body_preview":"This is surprising to me and the exact opposite of what I want for a few reasons:\n1. I don't like surprise breakages. I am not prepared to fix a service my family uses midday on a Tuesday when I am wo","author":"l72","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746448"},{"id":"ec4e7b67-2570-48c4-a096-c042cb2aa31d","source":"hackernews","source_id":"48744879","content_type":"comment","title":null,"body_preview":"I've had \"servers\" or a \"homelab\" at home for de3cades. I stopped a while ago when I burned out. About 4 month ago, I bought a new motherboard and graphics card for my desktop and dropped the old ones","author":"kordlessagain","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","self_reference","platform_fluency"],"bot_score":0.10569570610195123,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744879"},{"id":"4c1e1cc8-a7a0-4b72-880f-913903593245","source":"hackernews","source_id":"48745016","content_type":"comment","title":null,"body_preview":"I also have a \"homelab\" with minimal maintenance requirements. I'd wager it works out to much less than 15 minutes a month over a year. The strategy is as follows: pin all services to known good versi","author":"silversmith","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745016"},{"id":"354b6637-6c67-441f-b0aa-0547a8168bf6","source":"hackernews","source_id":"48751482","content_type":"comment","title":null,"body_preview":"Most last development was in 2022 -- so we know this was not vibe coded.\nFantastic retro looks, too. I also love that it's wholly ring 0 :)","author":"vintagedave","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751482"},{"id":"dff502f6-33cc-4cb7-9a77-9f30729e78fe","source":"hackernews","source_id":"48743601","content_type":"comment","title":null,"body_preview":"Cool project! For a DIY beginner, what would be a good starting point for a \"normal\" drone/octocopter project?","author":"lhaussknecht","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743601"},{"id":"51523b97-f80f-48a0-9211-05494440e26b","source":"hackernews","source_id":"48742944","content_type":"comment","title":null,"body_preview":"I find it very hard to believe that someone who has never done any CAD could design that with Fusion 360 in a day. I do lots of 3D design with Fusion and there is a serious learning curve. It's not so","author":"urban_winter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742944"},{"id":"1c0faadd-a173-4b2b-aaa3-dc1c0dd1824e","source":"hackernews","source_id":"48746155","content_type":"comment","title":null,"body_preview":"The crappiness of shrink-wrapping in gcc and clang (but especially clang) annoys me a lot. It feels like there should be a quite decent amount of general performance to be gained from properly pushing","author":"dzaima","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746155"},{"id":"4e8cd849-89e8-4cf6-b313-5f5d3623eafb","source":"hackernews","source_id":"48747626","content_type":"comment","title":null,"body_preview":"So one thing I thought of when reading this is that very often it is known ahead of time (at runtime or even compile-time) how many push_backs will be done. The programmer could make a reserve call bu","author":"im3w1l","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","uniform_paragraph_rhythm"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747626"},{"id":"08504b61-8842-497f-8e65-49c9dc3220e6","source":"hackernews","source_id":"48749840","content_type":"comment","title":null,"body_preview":"This is a great demonstration of how compilers, good as they are, are a leaky abstraction, just like all abstravtions. And sometimes you need to peer below the abstraction.","author":"someonebaggy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749840"},{"id":"4953f123-eff7-44ec-b940-e4a7038f06ee","source":"hackernews","source_id":"48754173","content_type":"comment","title":null,"body_preview":">“Arizona is the state that’s most likely to litigate and say, ‘We’re entitled to this water; you need to send it to us’,” Hicks said.\nChoosing the live in the desert and being upset there is no cheap","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754173"},{"id":"7df769fd-f16f-45a5-8d27-851ddeb9abe2","source":"hackernews","source_id":"48750005","content_type":"comment","title":null,"body_preview":"This looks like something I'd need - AGENTS.md only gets you so far. Does anyone have experience with using memory like this?\nMy main concern is that it can overwhelm the context window with useless f","author":"aerzen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750005"},{"id":"709d50da-deba-4c1b-b7b7-36e0bd245fdb","source":"hackernews","source_id":"48751155","content_type":"comment","title":null,"body_preview":"Repo for anyone who wants to look under the hood: https://github.com/oleksiijko/pmb","author":"oleksiibond","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751155"},{"id":"5dd3d7ff-20e2-4454-b845-4bd02bdbbdd9","source":"hackernews","source_id":"48750002","content_type":"comment","title":null,"body_preview":"We really need a \"memory arena\" to serve two important purposes:\n1. List all the known agent memory projects (of which there are hundreds)\\\n2. Objectively compare and score them both against each othe","author":"docheinestages","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.1099535981586949,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750002"},{"id":"ff41be7b-6cde-4cc6-9618-ddc69f0c00d2","source":"hackernews","source_id":"48747548","content_type":"comment","title":null,"body_preview":"Yeah and we all did that. Each and every one of us here that over the last 30+ years built part of that infrastructure, software, companies, culture etc. We all set out to build one thing and ended up","author":"harel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747548"},{"id":"aad5075e-f598-46a2-a6b4-7ea8ed81675d","source":"hackernews","source_id":"48746121","content_type":"comment","title":null,"body_preview":"Picking 2012 feels arbitrary to fit the author's thesis and age. I don't see much difference between 2012 and now. Late 90s and now feel like two different worlds though.","author":"Kiro","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746121"},{"id":"eae9998a-b272-4532-a065-1660ec43be0b","source":"hackernews","source_id":"48745216","content_type":"comment","title":null,"body_preview":"The general internet is TV. Crammed with ads and useless information and low brow entertainment.","author":"assimpleaspossi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745216"},{"id":"f42f8bbb-2b5a-4905-a241-efe8d454f315","source":"hackernews","source_id":"48745500","content_type":"comment","title":null,"body_preview":"I was there when we turned on the Internet in 1981. At the time I would have defined the Internet as the set of all endpoints reachable using IPv4. By that definition, none of us today are even on the","author":"dn3500","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745500"},{"id":"3c8bb605-337e-4841-b3b3-caaee7e0ad70","source":"hackernews","source_id":"48745538","content_type":"comment","title":null,"body_preview":"I miss the days of playing Halo as a kid, and jumping on internet forums. MSN being the primary chat app that everyone used. Facebook was in its infancy, but everyone who had hobbies or a community wa","author":"c16","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745538"},{"id":"d73f8e9f-b914-45c4-b871-48b7b0942b3f","source":"hackernews","source_id":"48748949","content_type":"comment","title":null,"body_preview":"It's nostalgia through and through, I go through that as well.\nFinally, no one owned the internet. Sure, we can get into semantics of the DNS system and infrastructure, but the web - and specifically,","author":"stasomatic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748949"},{"id":"69a57547-030c-466f-b66a-72df3bc56547","source":"hackernews","source_id":"48746212","content_type":"comment","title":null,"body_preview":"Born in 89, I always feel nostalgic seeing screenshots of Windows 95. It brings back a time of novelty, exploration, and freedom. And what a ride it's been.\nIt's a bit of a shame it went that deep. Wh","author":"ratsimihah","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746212"},{"id":"8c5816a3-8522-4148-9b1c-87bdad0a5984","source":"hackernews","source_id":"48745447","content_type":"comment","title":null,"body_preview":"To an oldster like me, this is already post classic internet, where the \"golden\" era was that of Usenet, and the web was just one interesting new use of the internet.\nWhich begs the obvious question -","author":"MarkusWandel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_perspective","natural_digression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745447"},{"id":"dc1c664b-22fc-4513-a8b2-97e45e7c4c25","source":"hackernews","source_id":"48748788","content_type":"comment","title":null,"body_preview":"I was born in '88 and I feel like my generation is the last great one (doesn't ever generation think this? Hah!) because I got to experience playing outdoors and online, and was able to do a bunch of ","author":"NetOpWibby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748788"},{"id":"d050e483-f43c-411b-b084-746044ebead1","source":"hackernews","source_id":"48745596","content_type":"comment","title":null,"body_preview":"I miss the whole dot-com boom era - that was the best. I was working in Austin at the time and would drive to work down a road that was lined with all the latest dot-com goodness like DrKoop.com, Livi","author":"felix-the-cat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.20218505099882833,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745596"},{"id":"1c8a384a-5c02-44db-a0ce-661133352c67","source":"hackernews","source_id":"48745443","content_type":"comment","title":null,"body_preview":"<sarcasm>\nToday I sat down on my PC determined to finally go and file that bug report with debian - when I open their site in order to download the new .iso I am moving my mouse to the bottom of the s","author":"Habgdnv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","sarcasm_tag"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745443"},{"id":"4094ab0f-a430-44a5-9094-d99a42ce5f89","source":"hackernews","source_id":"48745408","content_type":"comment","title":null,"body_preview":"On the flipside, I was able to purchase three albums in FLAC format, DRM free, from an obscure band that I thought wouldn't have a legitimate path to purchase.\nhttps://boomkat.com/artists/magic-lanter","author":"BLKNSLVR","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745408"},{"id":"42ceae7f-777a-4a29-8243-6d2ee8dd1d0d","source":"hackernews","source_id":"48745591","content_type":"comment","title":null,"body_preview":"> This would result in an airplane level of whirring while it used maybe a few GB of memory and hard drive storage to boot up Windows 95.\nIn those days, RAM was measured in megabytes, not gigabytes. M","author":"Sophira","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745591"},{"id":"733e26d7-fab2-4cf6-8578-62b4d44369d7","source":"hackernews","source_id":"48745492","content_type":"comment","title":null,"body_preview":"Purely for the fun of thinking about it, and not just to be awkward:\nWe owned a heavy, wooden CRT TV set from the 1970s or 1980s that hid all buttons behind a fake, black \"speaker\" that you could pres","author":"EliRivers","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745492"},{"id":"079bb1d0-389e-4ac5-a49e-eef6035d9f47","source":"hackernews","source_id":"48746264","content_type":"comment","title":null,"body_preview":"Things we don't have to worry about anymore:\n10 ISPs worth of free trials and shortcuts on your Windows 95 desktop. AOL, MSN, Compuserve, Prodigy, AT&T, NetCom, UUNet, NetZero, EarthLink, MindSpring, ","author":"bluedino","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746264"},{"id":"f587d0dc-216e-48fe-b0bb-5271a822b004","source":"hackernews","source_id":"48745251","content_type":"comment","title":null,"body_preview":"With enough pressure, corporate reliance may become unpopular and push people to become more sovereign.\nThe first time I realized there was no permission slip to setting up an onion service I remember","author":"smalltorch","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.09854226046744376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745251"},{"id":"d2577e4b-fa7e-4b5f-9ab0-421653637fc2","source":"hackernews","source_id":"48746054","content_type":"comment","title":null,"body_preview":"This bit feels naive, in 2007:\n> While there may have been some money in it for a few select games, most were not profitable - they were created for other reasons, such as genuine intrigue in mechanic","author":"StilesCrisis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746054"},{"id":"a798a701-b09d-4118-a94d-38dba4aa56e8","source":"hackernews","source_id":"48746109","content_type":"comment","title":null,"body_preview":"The old internet is still there, people just choose to use the modern services of the internet instead.  I was around in the 90's and remember very well usenet,irc and gopher sites.  FTP'ing text file","author":"alaudet","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746109"},{"id":"174874ef-860c-454a-a81d-23be422e9de2","source":"hackernews","source_id":"48747496","content_type":"comment","title":null,"body_preview":"I used to pride myself on being the first redneck in our neighborhood to have high-speed interwebs. Sweet sweet DSL, baby. No more disconnection from my Delta Force 2 game when my sister picked up the","author":"scrapcode","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747496"},{"id":"d115fa65-9398-44d8-8208-eeff1efaa0be","source":"hackernews","source_id":"48745224","content_type":"comment","title":null,"body_preview":"It looks like it starts with:\n>I was born in the late 1990s\n>2001: The Family Computer\nI was both in 1975 and my first experience with the Internet was in 1991 when I was 16. I thought it was amazing.","author":"lizknope","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745224"},{"id":"f71ea34d-6fe7-447f-87d4-81e04eec293d","source":"hackernews","source_id":"48753319","content_type":"comment","title":null,"body_preview":"wonder if theyre basically doing this llamacpp reasoning trick: https://github.com/ggml-org/llama.cpp/blob/master/common/rea...\nid guess its the harness","author":"cyanydeez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.10631625942509572,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753319"},{"id":"83f680c6-fc2d-480e-a5cf-902507b53273","source":"hackernews","source_id":"48747291","content_type":"comment","title":null,"body_preview":"Reeks of AI prose past the first paragraph or two. I don't need to know a bot's opinion on how to convince others.","author":"StilesCrisis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747291"},{"id":"4ce5dc41-d260-41ea-876b-92df8561bab4","source":"hackernews","source_id":"48752915","content_type":"comment","title":null,"body_preview":"\"ship the thing they think is wrong and let reality settle it\"\nSorry this just does not work... if what is being shipped is harmful to your own work or the rest of the company I feel I should speak up","author":"hdaz0017","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","self_reference"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752915"},{"id":"d31784f0-202a-4a15-8a8a-dfb22a387cb6","source":"hackernews","source_id":"48746807","content_type":"comment","title":null,"body_preview":"There is arguing, and then there is arguing. The whole post discusses whether to argue or not, without touching on the fairly important (imho) topic of how to argue and how not to argue.\nVast majority","author":"xenocratus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746807"},{"id":"d4b83724-69ea-4001-bf57-60c7b1b1b596","source":"hackernews","source_id":"48747055","content_type":"comment","title":null,"body_preview":"What's that old saying?\n> \"Never wrestle with a pig. You both get dirty, and the pig likes it.\"\nDue to my odd approach to life, I'm not competitive. Haven't been, for most of my life. It hasn't been a","author":"ChrisMarshallNY","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1372630435368728,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747055"},{"id":"cc3412ff-0825-49a2-8cde-f8e6e9da86cf","source":"hackernews","source_id":"48746697","content_type":"comment","title":null,"body_preview":"“Few people think more than two or three times a year; I have made an international reputation for myself by thinking once or twice a week.”\n― George Bernard Shaw","author":"barrenko","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","lack_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746697"},{"id":"3f949600-8b3c-4eed-ae2f-38ed490e3dd5","source":"hackernews","source_id":"48748355","content_type":"comment","title":null,"body_preview":"Lot to unpack and there is some real gold here (at least for me).\n> In this world, there is no one you can change. Not your spouses, not your friends, not your kids, and of course not strangers on the","author":"darkwater","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748355"},{"id":"35bcf2ff-424a-4936-9cfc-45b7776a5339","source":"hackernews","source_id":"48746800","content_type":"comment","title":null,"body_preview":"My human-written summary:\nMost people are ego-driven and won't listen to your logical arguments. They will only get angry with you even if you're right. So don't argue with them. Give advice only if t","author":"ripe","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.21769320177263388,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746800"},{"id":"a7f8e343-b4f8-46ca-8eb1-b68a1e52e5ec","source":"hackernews","source_id":"48748339","content_type":"comment","title":null,"body_preview":"Most people make their ideas and opinions part of their identity. And so if it turns out they are wrong about something then a part of them has died, or at least severely injured and needs to be heale","author":"indoordin0saur","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","analogy_with_personality","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748339"},{"id":"103d3ae9-f8e4-4c7f-b0ec-03b601174bf0","source":"hackernews","source_id":"48748188","content_type":"comment","title":null,"body_preview":"In my workplace we argue without ego and with the assumption that we are working together to find the best way to do something. If someone realizes that the other person is right, they will say someth","author":"jhedwards","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748188"},{"id":"40b9cc70-5571-4935-82fa-cd97a0e4813c","source":"hackernews","source_id":"48748641","content_type":"comment","title":null,"body_preview":"> So I’ve drawn a line. I only discuss pros and cons with smart people; I don’t argue right and wrong with ego-driven ones. With the first kind, a disagreement is a joint search for the better answer,","author":"rglover","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience_narrative","imperfect_expression","quote_integration"],"bot_score":0.12256560197672642,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748641"},{"id":"de008eb7-52ca-42d7-811a-87023edf1bb3","source":"hackernews","source_id":"48746667","content_type":"comment","title":null,"body_preview":">Slartibartfast: I'd far rather be happy than right any day.\n>Arthur: And are you?\n>Slartibartfast: No.  That's where it all falls down of course.\n>Arthur: Pity.  It sounded like rather a good lifesty","author":"Amorymeltzer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746667"},{"id":"31cfeeb3-aebb-48d9-813d-2b4ce4c8780d","source":"hackernews","source_id":"48747297","content_type":"comment","title":null,"body_preview":"I came up an academic philosopher, before I switched careers. When you're surrounded by academic philosophers, you become very used to argument as a default form of interaction. People expect that the","author":"gregates","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747297"},{"id":"5098efa1-c706-40e9-bb15-1447ffb39892","source":"hackernews","source_id":"48746587","content_type":"comment","title":null,"body_preview":"They never mention they could’ve been wrong. The author assumes they’re always right, but that trying to convince others and argue them to their right side is not valuable.\nHow about: maybe I’m wrong ","author":"Dumblydorr","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746587"},{"id":"a69fbfd7-1597-41c0-86a5-45767ce7288d","source":"hackernews","source_id":"48748646","content_type":"comment","title":null,"body_preview":"Semi-related piece of advice for younger folks:\nWhen you join a new team, don't try to change team tools, processes etc. starting in the very first week.\nMost things are the way they are for a reason.","author":"jakub_g","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748646"},{"id":"dbde2741-3e51-4730-9269-24b015e5b41e","source":"hackernews","source_id":"48748211","content_type":"comment","title":null,"body_preview":"There are 2 very different kinds of arguments. Arguments where you're trying to convince the other person. And arguments where you're trying to convince bystanders. These require completely different ","author":"whack","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","personal_experience_implied","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748211"},{"id":"a0c98293-7f3a-4639-9d86-d5b9824adc57","source":"hackernews","source_id":"48746899","content_type":"comment","title":null,"body_preview":"Other than the obvious, self-reflective question that the author doesn't pose - \"what if I'm the one who's wrong?\" - I think it's worth arguing if the conditions are right.\nBecause I also like being c","author":"TomasBM","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","uniform_paragraph_rhythm","missing_platform_voice","semantic_blandness"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746899"},{"id":"506e686b-a964-4f1b-bab9-d0e42bffd542","source":"hackernews","source_id":"48747132","content_type":"comment","title":null,"body_preview":"孟子曰：「人之患在好爲人師。」\nMencius said: \"The trouble with people is that they are too fond of being teachers to others.\"\n仁者如射，射者正己而後發。發而不中，不怨勝己者，反求諸己而已矣。\nThe benevolent person is like an archer. The archer corr","author":"jdw64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747132"},{"id":"7cf8c566-6526-4538-930a-74688e1ba240","source":"hackernews","source_id":"48746708","content_type":"comment","title":null,"body_preview":"One of the most cancerous developments of our generation is a bunch of people isolating themselves from everyone else, and having their perfect unchallenged audience captured views spread far and wide","author":"hakunin","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","natural_digressions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746708"},{"id":"5b710390-a491-49c3-800d-9f1ef3b257a3","source":"hackernews","source_id":"48750603","content_type":"comment","title":null,"body_preview":"This article really resonates with me. During college and graduate school studying philosophy, picking apart someone's argument and pointing out the esoteric and nuanced ways which made it wrong was c","author":"scoofy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.07565518045984283,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750603"},{"id":"106da61a-7285-4312-92a8-547e0ca3b147","source":"hackernews","source_id":"48746919","content_type":"comment","title":null,"body_preview":"Here's a simple idea: You can't reason someone out of a position they didn't reason themselves into.\nAnd three interpretations to consider:\n0: The default: That person is irrationally attached to bein","author":"a4isms","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746919"},{"id":"54ff5528-84dc-4f52-a6b3-e7ea179ae17a","source":"hackernews","source_id":"48751503","content_type":"comment","title":null,"body_preview":"I’ve seen a few posts about a “better social network” tried a few even thought about making my own.\nIt seems hard to get them off the ground.\nI wonder if the answer to the enshittification of social n","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","personal_experience_mention"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751503"},{"id":"dfccb93f-410c-492b-8a93-327bb1330ba8","source":"hackernews","source_id":"48751848","content_type":"comment","title":null,"body_preview":"Is this site inclusive of nonhuman identities? [0]\nIt seems incredibly focused on \"real humans\" etc, which is (common...), but my real identity doesn't exist in the physical world.\n(There are also mul","author":"LoganDark","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1113743311277026,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751848"},{"id":"6dbf9a9d-f363-4e01-b1c2-59706496d0bf","source":"hackernews","source_id":"48751084","content_type":"comment","title":null,"body_preview":"Do you have some sort of detection for 'faceless accounts' ? Or are you moderating that by hand?\nI like the idea, but how do you actually enforce the 'no bots' model?","author":"dpoloncsak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751084"},{"id":"4b2fb903-fffe-4a0d-a676-eb593f8d0d55","source":"hackernews","source_id":"48750403","content_type":"comment","title":null,"body_preview":"Hey HN, long time lurker first time poster. I built a social network called PIECES. After building a private blog last year after I had to get off IG and Substack, I decided to productize it. It's her","author":"domo__knows","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","call_to_action","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750403"},{"id":"97f3984d-5a13-48cf-8e3e-7d08e6a3a92f","source":"hackernews","source_id":"48750728","content_type":"comment","title":null,"body_preview":"\"unreasonable effectiveness of mathematics in the Natural Sciences\"\nThat's a reflection of underlying simplicity. There are only a few classical physical laws. Physical prediction follows from that. H","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14321899610493338,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750728"},{"id":"5c93d4b4-6b66-428d-9a23-2c58457ae877","source":"hackernews","source_id":"48751819","content_type":"comment","title":null,"body_preview":"Author here. Great to see this making its way up HN! I've been thinking about this topic for a while and it's nice to see people engaging with it.","author":"sonicrocketman","classification":"human_created","confidence":0.8,"indicators":["author_here","platform_fluency","personal_reflection"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751819"},{"id":"5905ceb2-3076-49bb-8d30-4ecb0ef10736","source":"hackernews","source_id":"48743305","content_type":"comment","title":null,"body_preview":"The origins of stem cells for use in the biosciences and in cosmetics are extremely brutal and should be illegal. Sandra Bullock explains it better than I could:\nhttps://youtu.be/PwO3TEj9-5g","author":"Schlagbohrer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13939195930936346,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743305"},{"id":"ae41fc31-0042-46b3-b17e-919960048f40","source":"hackernews","source_id":"48745845","content_type":"comment","title":null,"body_preview":"I'd be very curious how they even define \"safe enough\" for this. With most therapies, the risk is mostly to the patient. Here the risk could be passed on to a future person who never consented to the ","author":"Ylano","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745845"},{"id":"84f190bf-68ae-4bb1-a172-66324c048d13","source":"hackernews","source_id":"48743738","content_type":"comment","title":null,"body_preview":"Imagine guys like Musk, Bezos, Zuckerberg or Thiel cloning themselves. That's 100% dystopian. We would never be able to get rid of madmen! Power corrupts and makes the powerful just weird and unable t","author":"emsign","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743738"},{"id":"ef098e54-38dd-4244-88de-c827d2fa7faa","source":"hackernews","source_id":"48742598","content_type":"comment","title":null,"body_preview":"A japanese scientist again (Katsuhiko Hayashi is in Osaka).\nShinya Yamanaka created iPSPs in 2009:\nhttps://en.wikipedia.org/wiki/Shinya_Yamanaka\nGuess the japanese excel at micromanaging. Although one","author":"shevy-java","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1415751505101624,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742598"},{"id":"83cf86fa-dbef-4f8a-93a6-2062e3a18325","source":"hackernews","source_id":"48742978","content_type":"comment","title":null,"body_preview":"That can't be good. Life cycle of a human egg is organized around preserving mitochondria to be as young and fresh as possible across generations. Using adult cell, even a stem cell to make an egg pro","author":"scotty79","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742978"},{"id":"664ea555-1152-41d2-858f-2f8d9c6f11be","source":"hackernews","source_id":"48743434","content_type":"comment","title":null,"body_preview":"I am worried about the long term impact of research involving human conception, IVF, etc.\nThe reason is that genetics/evolution don't yet seem to fully explain how humans exist.    A computer genetic ","author":"londons_explore","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.15721113333991588,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743434"},{"id":"a57339a8-0fae-4a55-907f-8d0ad5f6b348","source":"hackernews","source_id":"48742900","content_type":"comment","title":null,"body_preview":"How hard you have to work to break scroll on web page?\nNice article, but going through it was a technical nightmare.\nCan we stop adding unnecessary JS to website to stop global warming by calculating ","author":"misiek08","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742900"},{"id":"c0c347c1-95ac-4ff5-8822-53eb849dbdef","source":"hackernews","source_id":"48744970","content_type":"comment","title":null,"body_preview":"Very impressive work!\n(Hmm, I wonder if this can be done for chicken eggs)","author":"trebligdivad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744970"},{"id":"68eb5b61-1f9c-486a-88c8-bf452a451306","source":"hackernews","source_id":"48744053","content_type":"comment","title":null,"body_preview":"To confirm, we get a clone of the blood donor right, whether man or woman?","author":"aitchnyu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744053"},{"id":"5898efe9-31fa-4212-bcad-6a8e526f2f44","source":"hackernews","source_id":"48742518","content_type":"comment","title":null,"body_preview":"Related (2021) Turning stem cells into human eggs (97 points, 102 comments) https://news.ycombinator.com/item?id=29040823","author":"gnabgib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1701388888888889,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742518"},{"id":"27312a20-8118-461f-9b13-9bd93c71e1a8","source":"hackernews","source_id":"48747058","content_type":"comment","title":null,"body_preview":"This is a good tech to have, with applications both in IVF and in research.\nCurrently, egg retrieval is a significant part of the IVF process - one that's notoriously taxing on the women. Once this ge","author":"ACCount37","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747058"},{"id":"5d0c3cd2-f44d-4358-8f72-8d41b1eb89c7","source":"hackernews","source_id":"48750009","content_type":"comment","title":null,"body_preview":"Salt is a systems programming language that embeds the Z3 SMT solver in the compiler.\nYou add `requires` and `ensures` clauses to functions, and the compiler proves them at compile time. When Z3 succe","author":"bneb-dev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750009"},{"id":"07a510d9-f493-4394-a110-f01ff68d3115","source":"hackernews","source_id":"48751296","content_type":"comment","title":null,"body_preview":"> [int overflows, etc.] No runtime cost when Z3 can prove it. Otherwise, the compiler emits a safe runtime check as fallback.\nSuper interesting approach. I see this eventually be integrated into futur","author":"luckystarr","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_strong_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751296"},{"id":"5f284b4f-07c2-4d63-8fb7-129d6e35d046","source":"hackernews","source_id":"48751294","content_type":"comment","title":null,"body_preview":"This looks pretty impressive but it’s all AI-generated (or written in a similar style) and therefore the documentation is lacking.\nThere is a language specification [1][2] but it lacks coherence.\nI th","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","specific_references"],"bot_score":0.12719239440721813,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751294"},{"id":"bf471e9e-beca-43e2-8f91-2ba779111dc5","source":"hackernews","source_id":"48751774","content_type":"comment","title":null,"body_preview":"For people looking for other languages with statically checked contracts, you might want to check out SPARK, which has been around in some form since the late 1980s. It is a subset of the Ada language","author":"csb6","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","list_heavy_advice","platform_fluency"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751774"},{"id":"0864de04-6489-4953-a1e7-474c78983e20","source":"hackernews","source_id":"48751886","content_type":"comment","title":null,"body_preview":"The uncomfortable part is not that Anthropic wants to detect resellers or distillation pipelines. That is normal adversarial business.\nThe uncomfortable part is that a “safety” company put a covert cl","author":"yiyingzhang","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","analogy_to_malware","absence_of_ai_template_phrases"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751886"},{"id":"41e40871-64c0-4eaf-a80c-cfe3af44e132","source":"hackernews","source_id":"48752210","content_type":"comment","title":null,"body_preview":"If Anthropic decided to just send the user timezone as plain text instead of doing this obfuscated way, like \"Today's date is 2026-06-30, timezone is Asia/Shanghai\",  how many of us will catch and que","author":"bobby_zhu","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752210"},{"id":"d99e27da-2403-4e17-8b7a-4f12a5c10e70","source":"hackernews","source_id":"48744747","content_type":"comment","title":null,"body_preview":"Does this even still matter? No good behaviour in the world can restore trust in claude code and in fact all of Anthropics tooling, apps and harness teams except the core model research which still pr","author":"jFriedensreich","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.07876764248210073,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744747"},{"id":"911a03a2-7fe6-4bdd-86c3-b8bcb36be33b","source":"hackernews","source_id":"48742784","content_type":"comment","title":null,"body_preview":"AI companies are running a compressed version of Google’s “don’t be evil” arc. Google took the better part of a decade to quietly retire the motto; these companies are speedrunning the same trajectory","author":"bicepjai","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_depth"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742784"},{"id":"c0495638-9277-4a3d-aff7-773f7211f139","source":"hackernews","source_id":"48743871","content_type":"comment","title":null,"body_preview":"I'd love to work for some company distilling frontier models. Seems like interesting work and screwing with OpenAI, Anthropic and Google would feel fantastic.","author":"muldvarp","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743871"},{"id":"3e36ca37-56da-4580-83ce-dfc0f5ad0249","source":"hackernews","source_id":"48743453","content_type":"comment","title":null,"body_preview":"> The trigger is ANTHROPIC_BASE_URL, Claude Code's API base URL override\nI had a use case where I had to MITM CC's traffic to strip credentials that could have accidentally made it into the harness.\nI","author":"gck1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743453"},{"id":"92000813-7386-417b-9b82-4888aabcba6d","source":"hackernews","source_id":"48745901","content_type":"comment","title":null,"body_preview":"I really couldn’t care less if their software is trying to catch model distillation or reselling with sneaky tactics like this.\nJust like I don’t care that game clients run sneaky anti-cheat measures.","author":"reassess_blind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.05817041659455104,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745901"},{"id":"c68287ed-405f-4fe8-96b7-f10f51a4deff","source":"hackernews","source_id":"48754147","content_type":"comment","title":null,"body_preview":"There would exist much more undiscovered such instances for sure, although this one is to avoid distillation from chineese labs, its alright!!","author":"gowthamsaiyadav","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754147"},{"id":"230f762f-872d-4f84-8f2d-a6a891080f39","source":"hackernews","source_id":"48741030","content_type":"comment","title":null,"body_preview":"You can't trust any of the big AI labs as far as you can throw them, and most definitely not Anthropic. They may have a good model, but they've shown time and time again that they're not trustworthy. ","author":"isatty","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","suspiciously_balanced"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48741030"},{"id":"7d403510-8c14-4f99-b98b-b1378b8c6314","source":"hackernews","source_id":"48752263","content_type":"comment","title":null,"body_preview":"Can I go to the place where the Mu-Mu mate and the children still cry \"Mine's a 99!\"?","author":"bitwize","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752263"},{"id":"7b47c4fd-e491-4e57-b093-5fde70a58c49","source":"hackernews","source_id":"48753333","content_type":"comment","title":null,"body_preview":"Yes, hjkl navigation is certainly one of the things that should learn about a vi clone.  But are novices well served, in the 2020s, by that being the primary thing that they learn before anything else","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753333"},{"id":"88ebf4eb-5e65-424a-85d1-bdb9cb591f0b","source":"hackernews","source_id":"48748731","content_type":"comment","title":null,"body_preview":"this guy seems so full of himself. Everything I read of his triggers my bullshit alarm. Stuff like claiming feasible solutions to problems that have been mathematically proven don't have any","author":"vrighter","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748731"},{"id":"2854da1d-bc1e-461d-9bc6-e558364ee80e","source":"hackernews","source_id":"48746682","content_type":"comment","title":null,"body_preview":"I’m reasonably familiar with cryptography but the formalism of obfuscation given here makes no sense to me.\n> The precise formalism typically used, indistinguishability obfuscation, says that if you a","author":"stouset","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48746682"},{"id":"67ad044d-99e5-4c8b-8550-b5e3e0b077e4","source":"hackernews","source_id":"48752385","content_type":"comment","title":null,"body_preview":"Very cool finding. If it holds up even at a reduced factor when applied for to a whole pack, it could still result in a big improvement in cell life. That would make BESS more attractive and possibly ","author":"mekdoonggi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752385"},{"id":"d2efba3b-7917-4489-90f5-d3d18857ecf7","source":"hackernews","source_id":"48754087","content_type":"comment","title":null,"body_preview":"It’s too bad it had to be a constant pressure and not just some pressure - hard to see how something like an iPhone could benefit from this. Maybe they could just squeeze to 12 bar and let it go up an","author":"NetMageSCW","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48754087"},{"id":"bdcbb6ef-c204-4e3b-9a9c-17128d90985e","source":"hackernews","source_id":"48751547","content_type":"comment","title":null,"body_preview":"Look, I love a good hack, but just. No. Why would you ever want to do this. The intersection of skill and masochism needed for this shouldn't exist and yet it does","author":"mghackerlady","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751547"},{"id":"49d72f16-1485-41fe-a767-f3df98620e17","source":"hackernews","source_id":"48752471","content_type":"comment","title":null,"body_preview":"I love all the \"But Why?!?\" and \"It's LLM so it doesn't count\" comments.","author":"mmmlinux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.19089652327513879,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752471"},{"id":"950612c4-1490-47b4-b7cc-b8e37187edf5","source":"hackernews","source_id":"48748973","content_type":"comment","title":null,"body_preview":"Very cool project. Next they should create a database with SQL. Querying my database's database with my database's SQL's SQL would be trippy.","author":"cma256","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748973"},{"id":"68c9a25b-a74e-4182-a60b-8815339f17b6","source":"hackernews","source_id":"48749606","content_type":"comment","title":null,"body_preview":"Very cool! I did a similar (but much simpler!) experiment by implementing perspective projection via SQL, storing meshes (vertices, edges, faces), the camera position and the screen size in tables and","author":"laszlokorte","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749606"},{"id":"dc4c6eeb-8094-422b-89ae-00c1c43bf2e7","source":"hackernews","source_id":"48749730","content_type":"comment","title":null,"body_preview":"In the Age of AI coding, this lovely cool demos are no longer interesting anymore. \nI use to appreciate them by the craftsmanship and hacking aptitude they required, but now AI took away that joy of w","author":"agustechbro","classification":"ai_generated","confidence":0.7,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749730"},{"id":"bd74d3b9-5064-40e6-a92f-0d26fb375d66","source":"hackernews","source_id":"48752918","content_type":"comment","title":null,"body_preview":"Impressive work!\nNot mentioned is the fact that the resulting QR Fonts are huge --- much larger than the javascript needed to render a QR code.","author":"jqpabc123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_observation","terse_reply"],"bot_score":0.16183539669270422,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752918"},{"id":"23814203-ad49-4683-914e-50fac6f5fb15","source":"hackernews","source_id":"48751807","content_type":"comment","title":null,"body_preview":"Selecting parts of the code (in F7 mode or with SHIFT-LEFT/RIGHT) highlights which individual pixels corresponds to the actual letters.","author":"magnat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751807"},{"id":"09be8a27-a716-4ab5-a6ac-1a790e175596","source":"hackernews","source_id":"48707330","content_type":"comment","title":null,"body_preview":"This is absolute black magic. I never realized OpenType rules were powerful enough to render something as complex as a QR matrix inline.","author":"WenboS","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48707330"},{"id":"3b1c951d-c264-4522-8531-90767a1e9a92","source":"hackernews","source_id":"48703204","content_type":"comment","title":null,"body_preview":"1bpp's comment suggesting this yesterday:\nhttps://news.ycombinator.com/item?id=48682460","author":"foodevl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48703204"},{"id":"334186eb-df1d-4651-a9ee-c8c174b2dcb0","source":"hackernews","source_id":"48751455","content_type":"comment","title":null,"body_preview":"See https://github.com/jimparis/qr-font/blob/master/design.md for the actual design. As who have written a QR code encoder library... I'm in shock and awe.","author":"lifthrasiir","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751455"},{"id":"4096acfe-7cc5-4699-be61-3fbc8589d250","source":"hackernews","source_id":"48751481","content_type":"comment","title":null,"body_preview":"Side question: Why is nobody making QR codes on web pages clickable (regardless if it’s an image or text-based)? Not every QR code represents a URL, of course, but many do. Maybe there should be a qrc","author":"layer8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","original_commentary"],"bot_score":0.13847907454102548,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48751481"},{"id":"5bcb5202-5fc8-473f-b27a-4810545ab84f","source":"hackernews","source_id":"48750898","content_type":"comment","title":null,"body_preview":"I need exactly something like this!\nGonna look into it. Thanks!","author":"hoppp","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750898"},{"id":"c7fb69b2-ce55-4728-9181-8b3b75f65f71","source":"hackernews","source_id":"48750796","content_type":"comment","title":null,"body_preview":"Feedback -  On your website consider adding a QuickStart for Docker Desktop too.\nAs you are pitching this at the less technical? and many of them won't use command line but will be using the GUI.\nAnd ","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09939900576394077,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750796"},{"id":"69ac6f19-c2ff-4559-8704-6f1422b811e1","source":"hackernews","source_id":"48753443","content_type":"comment","title":null,"body_preview":"Are you aware of extension_control_path? [0] Since PG18 it allows specifying multiple non-$system directories for extension control paths, which makes it easier to adopt composable patterns of extensi","author":"chatmasta","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","original_commentary","external_references"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753443"},{"id":"df096ec0-1d5b-4be5-92da-4303fba26d74","source":"hackernews","source_id":"48744005","content_type":"comment","title":null,"body_preview":"This is exactly the play book that messed up scientific communication last time. Journals and research societies run by researchers and their institutions was spun off, sold, and made independent whic","author":"tokai","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1532425718725264,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48744005"},{"id":"5e7551b0-9d5c-4fc5-945b-9f9eedffeb47","source":"hackernews","source_id":"48743165","content_type":"comment","title":null,"body_preview":"That worries me a bit. ArXiv was and is great and so useful to humanity, giving access to otherwise closed knowledge, hold by publishers cartel, that I would not like to see it is turning into a \"non-","author":"piokoch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743165"},{"id":"06450121-cf0b-4fe3-abb8-3de22ba5805b","source":"hackernews","source_id":"48750035","content_type":"comment","title":null,"body_preview":"Thought-provoking closing paragraph from the linked Cornel Chronicle article about the transition:\n“It’s now difficult to prepare for the world three months from now if the median LLM-produced compute","author":"pbronez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48750035"},{"id":"5db35e21-0e4c-4fa1-b454-5506a9abc8f9","source":"hackernews","source_id":"48743372","content_type":"comment","title":null,"body_preview":"ArXiv is a good complement to the modern peer review, IMO. As long as someone \"vouches\" for you, and you adhere to its minimal standards, you're able to post a paper. Other readers can decide whether ","author":"TomasBM","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","template_phrases","list_heavy_advice"],"bot_score":0.35,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743372"},{"id":"0529c3ab-1c9f-4e4a-bbf8-9cdee1fb417e","source":"hackernews","source_id":"48747410","content_type":"comment","title":null,"body_preview":"I have always liked arXiv's articles on information science and library science.  I hope they continue publishing quality research.","author":"NishanStepak","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","semantic_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747410"},{"id":"757135d7-4fe9-4664-84a9-07c5ab626151","source":"hackernews","source_id":"48743948","content_type":"comment","title":null,"body_preview":"The big challenge will maybe be governance more than infrastructure : staying community driven while becoming an independent nonprofit is not trivial","author":"latentframe","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.23809523809523808,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743948"},{"id":"e30af534-daae-46bc-b041-6eb62a480b7e","source":"hackernews","source_id":"48742980","content_type":"comment","title":null,"body_preview":"Should charge AI for training on top of it or get them to donate. A small amount can fund them easily.","author":"rw2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742980"},{"id":"a78a62a1-3168-48c5-97c7-74056cff38fd","source":"hackernews","source_id":"48743127","content_type":"comment","title":null,"body_preview":"Related: https://news.ycombinator.com/item?id=47450478\n“ArXiv declares independence from Cornell” (science.org)\n811 points | 3 months ago | 291 comments","author":"WalterGR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16333333333333333,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743127"},{"id":"866ae478-9149-4693-b3ac-ce6c2b4ca1a8","source":"hackernews","source_id":"48742815","content_type":"comment","title":null,"body_preview":"I'm always grateful to arXiv. It allows non-scientists like me to access high-quality papers anytime. Thank you, always","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.22133970522387056,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48742815"},{"id":"56c72f0b-eec7-4023-a764-8ac5e6ce63a8","source":"hackernews","source_id":"48743696","content_type":"comment","title":null,"body_preview":"I always struggle to figure out what role arXiv should play in my information diet. On the one hand I support Open Access research. On the other hand, peer review is vital, and a substantial quantity ","author":"m-hodges","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08143628711735898,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48743696"},{"id":"7b09d3ae-5981-423d-9ff1-911f03e936b1","source":"hackernews","source_id":"48753354","content_type":"comment","title":null,"body_preview":"Wait 1kW is actually €5k? Lol they have the audacity to describe it as low cost.\nAlso if you have a real project (which this seems to be), don't get AI to slop out your website. Terrible look.","author":"IshKebab","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11619064587340011,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753354"},{"id":"b6a00cad-5736-46e1-a4d2-3fd5450dfb6f","source":"hackernews","source_id":"48753546","content_type":"comment","title":null,"body_preview":"Their \"technical validation (CFD)\" document looks like AI slop...","author":"bouchard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753546"},{"id":"ddd270ff-5063-4a3e-838c-27a775a5c0b1","source":"hackernews","source_id":"48753092","content_type":"comment","title":null,"body_preview":"1 kW, 4,900€ for what looks like a mediocre high school science fair project?\nYou could build something as good with duct tape and an old washing machine for the cost of picking it up for free when th","author":"colechristensen","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753092"},{"id":"30e93602-d987-4026-b35d-30bdc2b3b3ed","source":"hackernews","source_id":"48753153","content_type":"comment","title":null,"body_preview":"There are exceptionaly well understood minimum requirements needed to build wing turbines and other primary power equipment, the thing shown quite clearly meets none of them, and in fact appears to be","author":"metalman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","analogies_with_personality"],"bot_score":0.1438903479813705,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753153"},{"id":"05dfee76-ff23-4e48-a9e2-b2b80d0fed03","source":"hackernews","source_id":"48753071","content_type":"comment","title":null,"body_preview":"These people are charging for the f'ing IP! They won't let you just use the design, they want to profit off of you paying them royalties.","author":"einpoklum","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.12306737807635879,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753071"},{"id":"32ceaf71-d1b4-4201-97d2-d8df4e8c0f81","source":"hackernews","source_id":"48753542","content_type":"comment","title":null,"body_preview":"For a single unit project or workshop thing to make, just because, sure... Maybe?  But for 4900 euros? What are they smoking? I'm rather skeptical of the rendering shot of dozens of these in a bare fi","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753542"},{"id":"260c77f4-a2d3-447c-9aa8-cc8b40193ec2","source":"hackernews","source_id":"48753579","content_type":"comment","title":null,"body_preview":"Given all the flat surfaces on this, I wonder how much more difficult it would be to turn the flat surfaces from canvas into solar panels.","author":"smithkl42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753579"},{"id":"832a6c4f-620e-4453-8394-6c56d7629213","source":"hackernews","source_id":"48753106","content_type":"comment","title":null,"body_preview":"I’ve been looking for a wind turbine you could deploy on the roof. I’ve got 15 kW of inverter capacity available.\nSo far my conclusion has been that it’s not yet time for this.","author":"vardump","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753106"},{"id":"d10ce790-510c-440b-96ec-a9c33abe1fa3","source":"hackernews","source_id":"48753290","content_type":"comment","title":null,"body_preview":"Consumer solar has been a game changer, so doing the same for wind would be a huge innovation. But the reasons everyone doesn't already have wind generators on their roof is it's a much harder problem","author":"jamwise","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.13342488200647412,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753290"},{"id":"80f7c75e-ca4a-4d44-a4aa-1ff5d1fd3953","source":"hackernews","source_id":"48753310","content_type":"comment","title":null,"body_preview":"The price does seem steep for something so simple it could be modelled with straws in three minutes, but I don't really understand the rest of the negativity.\nDon't we want innovation in renewables? S","author":"taffydavid","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13796077869848236,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753310"},{"id":"0c604541-1f1e-4b28-b5d7-b960216f842b","source":"hackernews","source_id":"48753447","content_type":"comment","title":null,"body_preview":"Many questions.\nA couple:\n* 1m² = 1x2m? 4m² = 2x4m? etc. I'm confused by this.\n* Why 25 m² (5x10 m) = 20.8kW, but 100 m² (10x20 m) = 62.4kW? 4x the size in m², but only ~3x the power? Shouldn't it be ","author":"hex4def6","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","niche_expertise"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753447"},{"id":"932bb872-d035-4b82-92e8-95d26869b60f","source":"hackernews","source_id":"48752704","content_type":"comment","title":null,"body_preview":"I wish the author explored CFS first, because not only is it simpler to understand, it's also the scheduler that the kernel ran for decades before switching to EEVDF.\nExploring CFS would also naturall","author":"d3Xt3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48752704"},{"id":"551d5235-f527-4b47-b4b3-35d2a0e4a48f","source":"hackernews","source_id":"48723514","content_type":"comment","title":null,"body_preview":"I'm too triggered by wording that signals it's written or at least modified by an LLM these days","author":"jurschreuder","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.20454545454545453,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48723514"},{"id":"90ab8e6f-59f4-4959-b9f7-b9bf02b47771","source":"hackernews","source_id":"48748548","content_type":"comment","title":null,"body_preview":"Always nice to see Red updates (thanks for sharing)","author":"naltun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748548"},{"id":"fa50db65-26ad-4bae-959e-37efcb27149a","source":"hackernews","source_id":"48747920","content_type":"comment","title":null,"body_preview":"https://re-bol.com/short_rebol_examples.r for some examples of the language (from https://redprogramming.com/Home.html)","author":"uticus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747920"},{"id":"77a7a51d-8c9e-40b3-9691-3e94c15a4295","source":"hackernews","source_id":"48748709","content_type":"comment","title":null,"body_preview":"> We must free ourselves of the hope that the sea will ever rest. We must learn to sail in high winds. -Aristotle Onassis\nLove that quote. More poetic than my quip “Hope is not a strategy”.","author":"andsoitis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.16712498650266144,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748709"},{"id":"5882346d-5eff-4b38-8155-259e55a74618","source":"hackernews","source_id":"48748890","content_type":"comment","title":null,"body_preview":"I'm a bit surprised that Red still seems stuck at 32 bits, like it was last time I saw something about it years ago. What is the roadblock that prevents them from building 64-bit binaries? I guess it ","author":"kryptiskt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48748890"},{"id":"5c9faed0-edc8-42f5-9aa3-1b447f0d6aef","source":"hackernews","source_id":"48753010","content_type":"comment","title":null,"body_preview":"I always love to see Rebol and Red mentioned anywhere, as I spent more than half of my life with these languages, working with them and working on them.\nRecently I started working on [Recoil](https://","author":"rebolek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48753010"},{"id":"7a0ae68e-ffce-44ff-a537-4d5a2ed836b8","source":"hackernews","source_id":"48747113","content_type":"comment","title":null,"body_preview":"Congratulations Nintendo employees! I've always had great conversations and interactions with your engineers so I think this is well deserved.","author":"kittikitti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.15010319487592355,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48747113"},{"id":"e34e9801-58d1-401f-8eae-2c808a19b604","source":"hackernews","source_id":"48749045","content_type":"comment","title":null,"body_preview":"And the weakening of the yen to the dollar reduced the salary by -12% over the last year.","author":"charcircuit","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0.1425460939043844,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48749045"},{"id":"a18d6764-7548-4bde-a264-992988645d21","source":"hackernews","source_id":"48745984","content_type":"comment","title":null,"body_preview":"I thought it is common in big companies to raise salaries by x% every year?","author":"high_na_euv","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Wed Jul 01 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48745984"}]}