[{"data":1,"prerenderedAt":151},["ShallowReactive",2],{"sanity-exQ2ckutUU5beEMONX-Jd0KC6Z8VEUc6aRfSpjL2tsU":3,"sanity-McSkUV0rptYAEVUlestFcAj6p5nixHQay2pqQ3HFp5k":38,"sanity-4f-FROzCg8732OJwchHQm_15k17QJFpYKzui_7HIACo":138},[4,18,28],{"_id":5,"excerpt":6,"image":7,"publishedAt":13,"slug":14,"title":17},"bafae350-3630-44d6-8a73-fbadf7428d27","AI companies are looking a little different after going through renewal cycle. ",{"_type":8,"asset":9,"attribution":12},"image",{"_ref":10,"_type":11},"image-f65a7c50dd8f4a17bd2822e383a143c5970c3c6e-12000x6300-jpg","reference","Alexandra Francis","2026-04-27T13:56:07.482Z",{"_type":15,"current":16},"slug","welcome-to-the-find-out-stage-of-ai","Welcome to the “find out” stage of AI",{"_id":19,"excerpt":20,"image":21,"publishedAt":24,"slug":25,"title":27},"afc3f7b7-e4e3-4633-8ca7-324b270c80bb","Prompts go in, output comes out, and the decisions made in between are hidden from view.",{"_type":8,"asset":22,"attribution":12},{"_ref":23,"_type":11},"image-6d4c510d04964d459ca9bdc2f01fe747ae40c100-12000x6300-jpg","2026-04-23T14:00:00.000Z",{"_type":15,"current":26},"black-box-ai-drift-ai-tools-are-making-design-decisions-nobody-asked-for","Black box AI drift: AI tools are making design decisions nobody asked for",{"_id":29,"excerpt":30,"image":31,"publishedAt":34,"slug":35,"title":37},"b579f4a1-9cb8-4dfb-b774-8f0eea5fb5ee","Are you still \"human-in-the-loop,\" or have you moved to \"human-on-the-loop,\" overseeing a bot that’s doing the driving?",{"_type":8,"asset":32},{"_ref":33,"_type":11},"image-751dae65e9dfa3fa920e2e69dd68f6a3b9970f5b-12000x6293-jpg","2026-04-15T14:00:00.000Z",{"_type":15,"current":36},"human-input-needed-take-our-survey-on-ai-agents","Human input needed: take our survey on AI agents",[39,54,64,74,84,128],{"_key":40,"answer":41,"question":53},"item0",[42],{"_key":43,"_type":44,"children":45,"markDefs":51,"style":52},"block0","block",[46],{"_key":47,"_type":48,"marks":49,"text":50},"span0","span",[],"Stack Data Licensing provides AI companies continuous access to Stack Overflow's authoritative dataset and top-class technical expertise for training and fine-tuning.",[],"normal","What is Stack Data Licensing?",{"_key":55,"answer":56,"question":63},"item1",[57],{"_key":43,"_type":44,"children":58,"markDefs":62,"style":52},[59],{"_key":47,"_type":48,"marks":60,"text":61},[],"The entire Stack Overflow corpus or a tailored subset is available. These datasets can include curated questions-and-answer pairs from one or more of our 150+ Stack Exchange sites along with metadata like tags, comments, votes, and revisions.",[],"What type of data is included with a Stack Overflow dataset?",{"_key":65,"answer":66,"question":73},"item2",[67],{"_key":43,"_type":44,"children":68,"markDefs":72,"style":52},[69],{"_key":47,"_type":48,"marks":70,"text":71},[],"Stack Data Licensing provides a vast, ethically sourced stream of data that's contributed, validated, and refined by our community. To maintain these high-quality contributions, we are constantly investing in new community tools and functionality. This helps ensure AI models and products learn from fresh human-validated knowledge while correctly attributing content.",[],"How is Stack Overflow’s data sourced?",{"_key":75,"answer":76,"question":83},"item3",[77],{"_key":43,"_type":44,"children":78,"markDefs":82,"style":52},[79],{"_key":47,"_type":48,"marks":80,"text":81},[],"Stack Overflow employs a rigorous moderation system that acts as a powerful data curation engine. This system ensures the data is meticulously curated by actively filtering out noise, bias, duplicates, and inaccurate content. Our community moderators review millions of flags every year, resulting in an unmatched diversity of over 83+ million human-verified questions and answers curated across more than 69,000 topics over 17+ years.",[],"How do you ensure the training data is reliable and high-quality?",{"_key":85,"answer":86,"question":127},"item4",[87],{"_key":43,"_type":44,"children":88,"markDefs":119,"style":52},[89,92,97,101,106,110,115],{"_key":47,"_type":48,"marks":90,"text":91},[],"Customers can gain real-time access to Stack Overflow data via the ",{"_key":93,"_type":48,"marks":94,"text":96},"span1",[95],"link1","Stack Exchange API",{"_key":98,"_type":48,"marks":99,"text":100},"span2",[],". Curated data samples are also accessible through a web form on this page and popular data marketplaces, such as ",{"_key":102,"_type":48,"marks":103,"text":105},"span3",[104],"link2","Snowflake",{"_key":107,"_type":48,"marks":108,"text":109},"span4",[]," and ",{"_key":111,"_type":48,"marks":112,"text":114},"span5",[113],"link3","Databricks",{"_key":116,"_type":48,"marks":117,"text":118},"span6",[]," Marketplace.",[120,123,125],{"_key":95,"_type":121,"href":122},"link","https:\u002F\u002Fapi.stackexchange.com\u002F",{"_key":104,"_type":121,"href":124},"https:\u002F\u002Fapp.snowflake.com\u002Fmarketplace\u002Fproviders\u002FGZ1M6ZJR0B7\u002FStack%20Overflow",{"_key":113,"_type":121,"href":126},"https:\u002F\u002Fmarketplace.databricks.com\u002Fprovider\u002F92a29272-1e97-4ead-8389-1bee38b2c116\u002FStack-Overflow-Knowledge-Solutions","How can I access Stack Overflow data?",{"_key":129,"answer":130,"question":137},"item5",[131],{"_key":43,"_type":44,"children":132,"markDefs":136,"style":52},[133],{"_key":47,"_type":48,"marks":134,"text":135},[],"In general, companies use question-and-answer data like Stack Overflow's to train and fine-tune both LLMs and SLMs; improve the accuracy of RAG search; deepen agentic reasoning capabilities; boost the reliability of AI chatbots and copilots, and enrich knowledge graphs and search.",[],"How can I use Stack Overflow data?",[139,145],{"_id":140,"image":141,"name":144},"4ed64a13-66eb-46a1-83fb-ab173c543557",{"_type":8,"asset":142},{"_ref":143,"_type":11},"image-bf0b1bcb1e4dc7d497f9ae6cd5a48ba1e106514c-244x43-svg","Google Cloud",{"_id":146,"image":147,"name":150},"882da8ca-1b40-4cff-b802-e31747471a5d",{"_type":8,"asset":148},{"_ref":149,"_type":11},"image-3bdc6b1eb34d4b07779fc09b889fc6806f09d0f6-202x55-svg","OpenAI",1777478364047]