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They need to make responsible use easier than improvised use.",{"_type":11,"alt":501,"asset":502},"Robotic arms pour liquid onto a distressed person dissolving at a computer, beside a calm person typing at another computer.",{"_ref":503,"_type":14},"image-dab8e8438e824245858d2442f2fa4569fb34e027-12000x6300-jpg","2026-08-24T14:00:00.000Z",{"_type":28,"current":506},"responsible-ai-adoption-needs-developer-workflow-design",[508,510,527],{"_createdAt":32,"_id":68,"_rev":69,"_type":35,"_updatedAt":70,"slug":509,"title":73},{"current":72},{"_createdAt":511,"_id":512,"_rev":513,"_type":35,"_updatedAt":514,"description":515,"slug":524,"title":526},"2026-06-12T13:06:09Z","580bfc6a-d0d5-4b91-a69e-aca6628f2ab9","MwgZb85ftkde1TTvQlaSXI","2026-06-12T13:06:32Z",[516],{"_key":517,"_type":121,"children":518,"markDefs":523,"style":129},"cc0099d01522",[519],{"_key":520,"_type":125,"marks":521,"text":522},"e346be9fb127",[],"On living the developer life.",[],{"_type":28,"current":525},"devex","DevEx",{"_createdAt":111,"_id":112,"_rev":113,"_system":528,"_type":35,"_updatedAt":117,"description":530,"slug":542,"title":143},{"base":529},{"id":112,"rev":116},[531,536],{"_key":120,"_type":121,"children":532,"markDefs":535,"style":129},[533],{"_key":124,"_type":125,"marks":534,"text":127},[],[],{"_key":131,"_type":121,"children":537,"markDefs":540,"style":129},[538],{"_key":134,"_type":125,"marks":539,"text":137},[136],[541],{"_key":136,"_type":140},{"_type":28,"current":142},"Responsible AI adoption needs developer workflow design",{"_id":545,"author":546,"commentCount":254,"comments":20,"excerpt":557,"featureTag":16,"image":558,"publishedAt":562,"slug":563,"sponsored":16,"tags":565,"title":588},"d6558158-95fa-4a20-bd6d-53dd86eb876e",[547],{"_id":548,"avatar":549,"name":553,"role":554,"slug":555},"c7b5948b-be9d-4968-ac90-f152666912c2",{"_type":11,"alt":550,"asset":551},"A man wearing an IBM Developer shirt and glasses smiles in front of an abstract blue and white background.",{"_ref":552,"_type":14},"image-259138daae34c1b49eee8994bcb4aaddd11e16ae-1280x854-jpg","Markus Eisele","Developer advocate at IBM Research",{"_type":28,"current":556},"markus-eisele","When code gets cheap, the hard part is deciding what “correct” means and building a reliable way to check it.",{"_type":11,"alt":559,"asset":560},"A colorful, stylized digital interface resembling a radar screen with a central scanner, geometric shapes, and bar graphs.",{"_ref":561,"_type":14},"image-f67d094b96bec257c2011a99f351211c369ba0b2-12000x6300-jpg","2026-08-21T14:00:00.000Z",{"_type":28,"current":564},"dispatches-from-o-reilly-the-right-amount-of-spec-for-agentic-development",[566,582,584],{"_createdAt":567,"_id":568,"_rev":569,"_type":35,"_updatedAt":570,"description":571,"slug":580,"title":581},"2026-04-30T15:52:12Z","1ab51e82-d622-4028-83f7-8ce7b274fca9","emZKQHDZAHJQnZeDjvOucy","2026-04-30T15:52:35Z",[572],{"_key":573,"_type":121,"children":574,"markDefs":579,"style":129},"d4413570e304",[575],{"_key":576,"_type":125,"marks":577,"text":578},"95d83aa6b3ee",[],"Articles in the “Dispatches from O’Reilly” series. ",[],{"_type":28,"current":581},"oreilly",{"_createdAt":32,"_id":68,"_rev":69,"_type":35,"_updatedAt":70,"slug":583,"title":73},{"current":72},{"_createdAt":100,"_id":101,"_rev":102,"_system":585,"_type":35,"_updatedAt":106,"slug":587,"title":109},{"base":586},{"id":101,"rev":105},{"_type":28,"current":108},"Dispatches from O'Reilly: The right amount of spec for agentic development",{"_id":590,"author":591,"commentCount":474,"comments":20,"excerpt":596,"featureTag":16,"image":597,"publishedAt":601,"slug":602,"sponsored":16,"tags":604,"title":629},"489890c7-c873-4e1a-b74b-4ccc75349223",[592],{"_id":429,"avatar":593,"name":433,"role":434,"slug":595},{"_type":11,"asset":594},{"_ref":432,"_type":14},{"_type":28,"current":436},"In this No Dumb Questions, Phoebe asks Stack’s Engineering Manager Doug Whitley and Product Manager Ash Zade everything she wants to know about AI context architecture. What exactly is it? Why is it so important? What makes for good AI context architecture? Why buy one when you can build your own?",{"_type":11,"alt":598,"asset":599},"A vibrant illustration of a microphone surrounded by speech bubbles containing diverse icons.",{"_ref":600,"_type":14},"image-77219a03abcfb156fb75125565664cfcb6a0076e-1280x672-jpg","2026-08-14T18:00:00.000Z",{"_type":28,"current":603},"ndq-ai-context-architecture-build-buy",[605,613,615,617,619],{"_createdAt":606,"_id":607,"_rev":608,"_type":35,"_updatedAt":609,"slug":610,"title":612},"2026-05-07T16:25:56Z","c90319ed-089c-4601-a2cd-a9403b4984b0","IpfPEqg1c3Byvj9RrIoWYF","2026-05-07T16:26:04Z",{"_type":28,"current":611},"no-dumb-questions","No Dumb Questions",{"_createdAt":174,"_id":175,"_rev":176,"_type":35,"_updatedAt":177,"slug":614,"title":180},{"_type":28,"current":179},{"_createdAt":32,"_id":68,"_rev":69,"_type":35,"_updatedAt":70,"slug":616,"title":73},{"current":72},{"_createdAt":396,"_id":397,"_rev":398,"_type":35,"_updatedAt":399,"slug":618,"title":402},{"_type":28,"current":401},{"_createdAt":32,"_id":375,"_rev":376,"_system":620,"_type":35,"_updatedAt":380,"description":622,"slug":628,"title":392},{"base":621},{"id":375,"rev":379},[623],{"_key":383,"_type":121,"children":624,"markDefs":627,"style":129},[625],{"_key":386,"_type":125,"marks":626,"text":388},[],[],{"current":391},"No Dumb Questions: What is AI context architecture? Why not just build your own?",{"_id":631,"author":632,"commentCount":284,"comments":20,"excerpt":642,"featureTag":16,"image":643,"publishedAt":647,"slug":648,"sponsored":16,"tags":650,"title":667},"8e30b6eb-54d0-479e-bab3-7139a9b37dc6",[633],{"_id":634,"avatar":635,"name":639,"role":16,"slug":640},"06592c58-4600-47c3-a5f8-374ad373796b",{"_type":11,"alt":636,"asset":637},"A smiling man with dark hair wears glasses with purple reflections and a gray polo shirt against a wooden background.",{"_ref":638,"_type":14},"image-fb37310b3d5e6d29c7fd2a03a887544b5d4b5dd8-494x512-png","Jeremy Arendt",{"_type":28,"current":641},"jeremy-arendt","Your semantic layer is a risk mitigation strategy. 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A single source of truth",[669,675,681],{"_id":670,"publishedAt":671,"slug":672,"title":674},"01b89c63-ea19-458a-9f1e-ea171c54e441","2026-10-20T07:40:00.000Z",{"_type":28,"current":673},"don-t-forget-about-the-ui-for-ai","Don't forget about the UI for AI",{"_id":676,"publishedAt":677,"slug":678,"title":680},"79fd2f91-286a-43e4-a32b-1898dcc57eb5","2026-10-16T07:40:00.000Z",{"_type":28,"current":679},"formal-methods-say-you-re-wrong","AI says you’re right, formal methods say you’re wrong",{"_id":682,"publishedAt":683,"slug":684,"title":686},"2ebc4597-984e-45d4-9b81-cb2a0046cdb8","2026-10-13T07:40:00.000Z",{"_type":28,"current":685},"keep-calm-and-call-clone-with-rust"," Keep calm and call clone with Rust",[688,701,714,727,740,753,766,779,792,805,818,831],{"_id":689,"description":690,"link":699,"title":700},"c37774d3-cf83-40d1-aabf-3b8333d05437",[691],{"_key":692,"_type":121,"children":693,"markDefs":698,"style":129},"3607faf6cd07",[694],{"_key":695,"_type":125,"marks":696,"text":697},"cbedffa5071b",[],"It's a-me, agentic Mario!",[],"https:\u002F\u002Fpepsipu.com\u002Fblog\u002F2026-10-switch2-jailbreak-ns2jb\u002F","Jailbreaking the Switch2",{"_id":702,"description":703,"link":712,"title":713},"6cf47dad-2a3b-416c-b1c9-93eed6a90894",[704],{"_key":705,"_type":121,"children":706,"markDefs":711,"style":129},"08eda7bddecb",[707],{"_key":708,"_type":125,"marks":709,"text":710},"c6fd725479e5",[],"How ironic that the sycophantic AI models think we're too sycophantic.",[],"https:\u002F\u002Fwww.modelcompare.ai\u002Fblog\u002Fai-models-controversial-take-on-humans","Every AI model has the same “controversial” take on humans",{"_id":715,"description":716,"link":725,"title":726},"7be203a6-f400-4e65-83e8-2ccdf3816a2e",[717],{"_key":718,"_type":121,"children":719,"markDefs":724,"style":129},"8f8795d723aa",[720],{"_key":721,"_type":125,"marks":722,"text":723},"2fff6ed116a2",[],"Music can literally alter our realities.",[],"https:\u002F\u002Fwww.henrikkarlsson.xyz\u002Fp\u002Fmusic","How is music possible",{"_id":728,"description":729,"link":738,"title":739},"09ab746d-9c71-436a-b73f-bbd8e5bb723f",[730],{"_key":731,"_type":121,"children":732,"markDefs":737,"style":129},"e53211bf1cdb",[733],{"_key":734,"_type":125,"marks":735,"text":736},"64da318d75fc",[],"Finally, a Wikipedia to settle arguments about what that weird building down the street used to be.",[],"https:\u002F\u002Fedjefferson.com\u002Flocalwiki\u002F","Local Wikipedia is Wikipedia, but only for things a half hour walk from you",{"_id":741,"description":742,"link":751,"title":752},"228cb659-ff13-4fc2-ad48-73bf505ca4ee",[743],{"_key":744,"_type":121,"children":745,"markDefs":750,"style":129},"a4b9801f0cf1",[746],{"_key":747,"_type":125,"marks":748,"text":749},"8672f559e978",[],"…Or sometimes it does, sometimes it doesn’t?",[],"https:\u002F\u002Fsklar.rocks\u002Fnon-determinism-doesnt-matter\u002F","Non-determinism doesn't matter",{"_id":754,"description":755,"link":764,"title":765},"3f9287e4-358d-4ada-a3bf-695d7f872267",[756],{"_key":757,"_type":121,"children":758,"markDefs":763,"style":129},"3a311787bc4c",[759],{"_key":760,"_type":125,"marks":761,"text":762},"a01f9e1f3d59",[],"Triple bend buses are the next automotive frontier.",[],"https:\u002F\u002Fwww.theautopian.com\u002Fyou-wont-believe-the-incredible-engineering-that-allows-articulated-buses-to-bend\u002F","The incredible engineering that allows articulated buses to bend",{"_id":767,"description":768,"link":777,"title":778},"d0b404cb-4322-4b4f-acc2-d514fd13f39f",[769],{"_key":770,"_type":121,"children":771,"markDefs":776,"style":129},"8442ce69edc9",[772],{"_key":773,"_type":125,"marks":774,"text":775},"b2cf49fa4fde",[],"Looks like we need to implement governance and observability into our automated trolley levers.",[],"https:\u002F\u002Fzachlandes.com\u002Ftrolley-problem\u002F","Jev meets the Trolley Problem",{"_id":780,"description":781,"link":790,"title":791},"0b56bad7-57d1-413c-8efd-4b97c8a1f840",[782],{"_key":783,"_type":121,"children":784,"markDefs":789,"style":129},"beba65bb5d89",[785],{"_key":786,"_type":125,"marks":787,"text":788},"11859ce9ec93",[],"Ah, the beautiful landscape of Doom.",[],"https:\u002F\u002Fwww.jamesfmackenzie.com\u002F2026\u002F10\u002F13\u002Fi-love-software-rendering\u002F","I love software rendering",{"_id":793,"description":794,"link":803,"title":804},"2bf7711b-79b0-42ff-bb5c-f953eaffe0c1",[795],{"_key":796,"_type":121,"children":797,"markDefs":802,"style":129},"56ddc6c6ba4d",[798],{"_key":799,"_type":125,"marks":800,"text":801},"8e3713019730",[],"There’s a reason perfect is the enemy of good.",[],"https:\u002F\u002Fblog.bawolf.com\u002Fp\u002Fyou-might-want-to-try-being-less","You might want to try being less creative",{"_id":806,"description":807,"link":816,"title":817},"d2058a34-9cf2-4e83-8953-7c56d760e91c",[808],{"_key":809,"_type":121,"children":810,"markDefs":815,"style":129},"3a7bc3ea1c84",[811],{"_key":812,"_type":125,"marks":813,"text":814},"f14ce3ebdc94",[],"A good reminder that the AI race has more than just American contenders.",[],"https:\u002F\u002Fwww.dgt.is\u002Fblog\u002F2026-10-07-deepseek-freek-out\u002F","Why isn't the industry freaking out about DeepSeek 4.1 Flash?",{"_id":819,"description":820,"link":829,"title":830},"4fdc8b47-9ef0-40e8-843a-6b9481c9ac3a",[821],{"_key":822,"_type":121,"children":823,"markDefs":828,"style":129},"b8ded9d09f35",[824],{"_key":825,"_type":125,"marks":826,"text":827},"7475c0347fe6",[],"We should have packed it up and gone home after E=mc^2.",[],"https:\u002F\u002Fwww.experimental-history.com\u002Fp\u002Fideas-arent-getting-harder-to-find","Ideas aren’t getting harder to find and anyone who tells you otherwise is a coward",{"_id":832,"description":833,"link":842,"title":843},"59f94886-8dce-43f9-a041-543dcbd14613",[834],{"_key":835,"_type":121,"children":836,"markDefs":841,"style":129},"5cb422b6c28d",[837],{"_key":838,"_type":125,"marks":839,"text":840},"d8e52cff1e67",[],"Finally, a professionally-voiced backstory for the sweeper.",[],"https:\u002F\u002Fminesweeper.mikelacher.com\u002F","Triple-A 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without my knowledge. Can I put them on my CV or Portfolio?",{"_id":872,"description":873,"link":882,"title":883},"86486c98-ea82-4fb3-ae67-c0c7e2a5e03a",[874],{"_key":875,"_type":121,"children":876,"markDefs":881,"style":129},"3b700ef969a1",[877],{"_key":878,"_type":125,"marks":879,"text":880},"ac64909f197c",[],"Not to hurt your feelings but...the rational answer is, \"YES!\"",[],"https:\u002F\u002Fphilosophy.stackexchange.com\u002Fquestions\u002F142764\u002Fcan-it-ever-hurt-someone-to-be-too-rational","Can it ever hurt someone to be too rational?",{"_id":885,"description":886,"link":895,"title":896},"942a7a24-f60f-4142-b02c-7c960b64e415",[887],{"_key":888,"_type":121,"children":889,"markDefs":894,"style":129},"9ced3d5c710c",[890],{"_key":891,"_type":125,"marks":892,"text":893},"afe3acbd2e43",[],"Optimization culture has finally reached imaginary psychic warfare.",[],"https:\u002F\u002Fworldbuilding.stackexchange.com\u002Fquestions\u002F274815\u002Fmost-efficient-material-for-a-telekinetic-to-launch-as-a-weapon","Most efficient material for a telekinetic to launch as a weapon?",{"_id":898,"author":899,"commentCount":19,"comments":20,"excerpt":904,"featureTag":16,"image":905,"player":909,"publishedAt":913,"slug":914,"sponsored":16,"tags":916,"title":939},"e08e7a97-f678-4f32-8577-a5e15e31bcfb",[900],{"_id":429,"avatar":901,"name":433,"role":434,"slug":903},{"_type":11,"asset":902},{"_ref":432,"_type":14},{"_type":28,"current":436},"Recorded on the floor of LDX3, Ryan chats with Nivia Henry, an engineering leader most recently at Netflix, about the reality of the supposed SaaS apocalypse, the complex calculus of the modern build-versus-buy decision in the era of AI, and the critical importance of understanding system architectures to manage long-term infrastructure costs.",{"_type":11,"alt":906,"asset":907},"The Stack Overflow Podcast cover art",{"_ref":908,"_type":14},"image-e35a0c5eb319e7928c9ac0a2c2c782d29e644876-3120x1640-png",{"_key":910,"_type":911,"url":912},"06d61d76da3f","embed","https:\u002F\u002Fart19.com\u002Fshows\u002F2355b740-4531-4071-a3ab-5907a95a36d3\u002Fepisodes\u002Fa9d1713f-be14-4891-bf05-658f7c9b1c06\u002Fembed","2026-10-23T07:40:00.000Z",{"_type":28,"current":915},"rumors-of-the-saas-demise-are-greatly-exaggerated",[917,922,926,930,935,937],{"_createdAt":32,"_id":918,"_rev":34,"_type":35,"_updatedAt":32,"slug":919,"title":921},"wp-tagcat-podcast",{"current":920},"podcast","The Stack Overflow Podcast",{"_createdAt":32,"_id":923,"_rev":34,"_type":35,"_updatedAt":32,"slug":924,"title":925},"wp-tagcat-se-tech",{"current":925},"se-tech",{"_createdAt":32,"_id":927,"_rev":34,"_type":35,"_updatedAt":32,"slug":928,"title":929},"wp-tagcat-se-stackoverflow",{"current":929},"se-stackoverflow",{"_createdAt":32,"_id":931,"_rev":34,"_type":35,"_updatedAt":32,"slug":932,"title":934},"wp-tagcat-dev-tools",{"current":933},"dev-tools","dev tools",{"_createdAt":32,"_id":68,"_rev":69,"_type":35,"_updatedAt":70,"slug":936,"title":73},{"current":72},{"_createdAt":396,"_id":397,"_rev":398,"_type":35,"_updatedAt":399,"slug":938,"title":402},{"_type":28,"current":401},"Rumors of the SaaS demise are greatly exaggerated",[941,1024,1053,1113],{"_id":942,"author":943,"commentCount":254,"comments":20,"discussion":16,"excerpt":952,"featureTag":16,"image":953,"product":957,"publishedAt":1012,"slug":1013,"sponsored":16,"tags":1015,"title":1023},"7a2d88e5-ee53-4f7c-a46e-47bed1cebadf",[944],{"_id":945,"avatar":946,"name":949,"role":16,"slug":950},"wp-author-321",{"_type":11,"asset":947},{"_ref":948,"_type":14},"image-beb9181a0e545f0f1acf4fded99f6bf4a77b4b1f-1024x1024-png","Caroline Thomas",{"current":951},"cthomas","Stack Internal transforms your daily work into a living memory that’s shared with the rest of your team. Now anyone can create and share their knowledge in a Stack Internal workspace for free by visiting stackinternal.com. ",{"_type":11,"alt":954,"asset":955},"Release overview for Stack Internal platform launch, showing the application's chat interface with \"Get trusted answers\".",{"_ref":956,"_type":14},"image-d08132a755affce02a3a537cfc79e17db41a0ce7-2400x1260-png",{"_createdAt":958,"_id":959,"_rev":960,"_system":961,"_type":964,"_updatedAt":965,"abbr":966,"color":967,"descriptionShort":984,"features":985,"inflection":392,"marketo":392,"name":1001,"nameFull":1002,"plans":1003,"slug":1010},"2022-02-25T09:59:05Z","339bc91a-69c6-4a69-8add-a12977a22ad5","aUGu5vJZMW8mvj74UZYZiv",{"base":962},{"id":959,"rev":963},"PhasGW24ij3IO6Qup2krVc","product","2026-09-30T15:45:20Z","SOI",{"_type":968,"alpha":254,"hex":969,"hsl":970,"hsv":975,"rgb":979},"color","#2b2d6e",{"_type":971,"a":254,"h":972,"l":973,"s":974},"hslaColor",238.2089552238806,0.30000000000000004,0.4379084967320261,{"_type":976,"a":254,"h":972,"s":977,"v":978},"hsvaColor",0.6090909090909091,0.43137254901960786,{"_type":980,"a":254,"b":981,"g":982,"r":983},"rgbaColor",110,45,43,"Where developers & technologists share private knowledge with coworkers.",[986,989,992,995,998],{"_key":987,"_ref":988,"_type":14},"1d36a6b63dc4","7c088242-c7bb-4d91-93db-6f7a042b1484",{"_key":990,"_ref":991,"_type":14},"f335b465079d","productFeatureCategory-integrations",{"_key":993,"_ref":994,"_type":14},"47ec4cc75ac7","productFeatureCategory-admin-support",{"_key":996,"_ref":997,"_type":14},"0c915c1f0429","productFeatureCategory-security",{"_key":999,"_ref":1000,"_type":14},"e3e4701a58d6","productFeatureCategory-community","Internal","Stack Overflow Internal",[1004,1007],{"_key":1005,"_ref":1006,"_type":14},"5d394ab03849","090566fe-d9d8-4014-bd3d-725502428be6",{"_key":1008,"_ref":1009,"_type":14},"ec5f82035b82","95303e50-2a79-4bcf-b317-f0fc0e44a8ef",{"_type":28,"current":1011},"internal","2026-09-30T16:00:00.000Z",{"_type":28,"current":1014},"anyone-can-start-building-verified-knowledge-with-stack-internal",[1016],{"_createdAt":1017,"_id":1018,"_rev":1019,"_type":35,"_updatedAt":1017,"slug":1020,"title":1022},"2023-05-24T12:47:27Z","dd8e316f-cd4a-4250-87fc-3503d861462e","U4EAsafBiCyNCxF55G0Viz",{"_type":28,"current":1021},"release","Releases","Anyone can start building verified knowledge with Stack Internal",{"_id":1025,"author":1026,"commentCount":19,"comments":20,"discussion":16,"excerpt":1035,"featureTag":16,"image":16,"product":16,"publishedAt":1036,"slug":1037,"sponsored":16,"tags":1039,"title":1052},"12c6a8a7-135f-401f-ac1a-1c26c33e69c0",[1027],{"_id":1028,"avatar":1029,"name":1032,"role":16,"slug":1033},"wp-author-322",{"_type":11,"asset":1030},{"_ref":1031,"_type":14},"image-18f6d2761ac019ff008fe26312e81f2fdb998eb0-1024x1024-png","Carrie Koos",{"current":1034},"ckoos","In our 2026.6 release, we are shipping updates across administrative security, programmatic API control, developer portal integrations, and platform-wide accessibility—ensuring both your engineers and your AI agents act on verified, decision-grade knowledge.","2026-09-03T16:00:00.000Z",{"_type":28,"current":1038},"security-control-and-accessibility-si-2026-6",[1040,1042],{"_createdAt":1017,"_id":1018,"_rev":1019,"_type":35,"_updatedAt":1017,"slug":1041,"title":1022},{"_type":28,"current":1021},{"_createdAt":32,"_id":375,"_rev":376,"_system":1043,"_type":35,"_updatedAt":380,"description":1045,"slug":1051,"title":392},{"base":1044},{"id":375,"rev":379},[1046],{"_key":383,"_type":121,"children":1047,"markDefs":1050,"style":129},[1048],{"_key":386,"_type":125,"marks":1049,"text":388},[],[],{"current":391},"Elevating security, control, and accessibility: Stack Internal 2026.6",{"_id":1054,"author":1055,"commentCount":19,"comments":20,"discussion":16,"excerpt":1064,"featureTag":16,"image":1065,"product":1069,"publishedAt":1086,"slug":1087,"sponsored":16,"tags":1089,"title":1112},"adcf1bca-3295-4ac5-9b3c-23f337974190",[1056,1060],{"_id":429,"avatar":1057,"name":433,"role":434,"slug":1059},{"_type":11,"asset":1058},{"_ref":432,"_type":14},{"_type":28,"current":436},{"_id":945,"avatar":1061,"name":949,"role":16,"slug":1063},{"_type":11,"asset":1062},{"_ref":948,"_type":14},{"current":951},"Introducing new Stack Internal capabilities as part of our upcoming platform experience. Our latest release turns your existing foundation of knowledge into enterprise memory that your people, teams, and AI agents can act on. Learn how we’re building the trust layer for enterprise AI.",{"_type":11,"alt":1066,"asset":1067},"What's next for Stack Internal? The trusted knowledge layer",{"_ref":1068,"_type":14},"image-dbc519ae9932ddef6c4ff5a50d3460839204f775-1200x630-png",{"_createdAt":958,"_id":959,"_rev":960,"_system":1070,"_type":964,"_updatedAt":965,"abbr":966,"color":1072,"descriptionShort":984,"features":1076,"inflection":392,"marketo":392,"name":1001,"nameFull":1002,"plans":1082,"slug":1085},{"base":1071},{"id":959,"rev":963},{"_type":968,"alpha":254,"hex":969,"hsl":1073,"hsv":1074,"rgb":1075},{"_type":971,"a":254,"h":972,"l":973,"s":974},{"_type":976,"a":254,"h":972,"s":977,"v":978},{"_type":980,"a":254,"b":981,"g":982,"r":983},[1077,1078,1079,1080,1081],{"_key":987,"_ref":988,"_type":14},{"_key":990,"_ref":991,"_type":14},{"_key":993,"_ref":994,"_type":14},{"_key":996,"_ref":997,"_type":14},{"_key":999,"_ref":1000,"_type":14},[1083,1084],{"_key":1005,"_ref":1006,"_type":14},{"_key":1008,"_ref":1009,"_type":14},{"_type":28,"current":1011},"2026-07-30T15:10:00.000Z",{"_type":28,"current":1088},"introducing-stack-internal-new-platform-experience",[1090,1092,1102,1107],{"_createdAt":1017,"_id":1018,"_rev":1019,"_type":35,"_updatedAt":1017,"slug":1091,"title":1022},{"_type":28,"current":1021},{"_createdAt":32,"_id":375,"_rev":376,"_system":1093,"_type":35,"_updatedAt":380,"description":1095,"slug":1101,"title":392},{"base":1094},{"id":375,"rev":379},[1096],{"_key":383,"_type":121,"children":1097,"markDefs":1100,"style":129},[1098],{"_key":386,"_type":125,"marks":1099,"text":388},[],[],{"current":391},{"_createdAt":32,"_id":1103,"_rev":34,"_type":35,"_updatedAt":32,"slug":1104,"title":1106},"wp-tagcat-knowledge-management",{"current":1105},"knowledge-management","knowledge management",{"_createdAt":32,"_id":1108,"_rev":34,"_type":35,"_updatedAt":32,"slug":1109,"title":1111},"wp-tagcat-knowledge-engineering",{"current":1110},"knowledge-engineering","knowledge engineering","Your trusted knowledge layer: Introducing Stack Internal's new platform experience",{"_id":1114,"author":1115,"commentCount":19,"comments":20,"discussion":16,"excerpt":1125,"featureTag":16,"image":1126,"product":1129,"publishedAt":1146,"slug":1147,"sponsored":16,"tags":1149,"title":1152},"eb5b66eb-9410-4329-83bb-22bbff39402a",[1116],{"_id":1117,"avatar":1118,"name":1121,"role":1122,"slug":1123},"72a9318d-37bd-4291-8ca9-636d5ad38e95",{"_type":11,"asset":1119},{"_ref":1120,"_type":14},"image-091946b220c98d902260cc2e09a3b64018946961-1500x1533-png","Natalie Rotnov","Senior Product Marketing Manager",{"_type":28,"current":1124},"natalie-rotnov","Now generally available in the 2026.3 release, Ingestion transforms siloed content into structured, verified knowledge—optimized for both your teams and AI.",{"_type":11,"asset":1127},{"_ref":1128,"_type":14},"image-cc8b716476c15e3604ee7e6b3ea333ef5981e062-4800x2520-png",{"_createdAt":958,"_id":959,"_rev":960,"_system":1130,"_type":964,"_updatedAt":965,"abbr":966,"color":1132,"descriptionShort":984,"features":1136,"inflection":392,"marketo":392,"name":1001,"nameFull":1002,"plans":1142,"slug":1145},{"base":1131},{"id":959,"rev":963},{"_type":968,"alpha":254,"hex":969,"hsl":1133,"hsv":1134,"rgb":1135},{"_type":971,"a":254,"h":972,"l":973,"s":974},{"_type":976,"a":254,"h":972,"s":977,"v":978},{"_type":980,"a":254,"b":981,"g":982,"r":983},[1137,1138,1139,1140,1141],{"_key":987,"_ref":988,"_type":14},{"_key":990,"_ref":991,"_type":14},{"_key":993,"_ref":994,"_type":14},{"_key":996,"_ref":997,"_type":14},{"_key":999,"_ref":1000,"_type":14},[1143,1144],{"_key":1005,"_ref":1006,"_type":14},{"_key":1008,"_ref":1009,"_type":14},{"_type":28,"current":1011},"2026-04-28T13:00:00.000Z",{"_type":28,"current":1148},"turn-scattered-knowledge-into-trusted-intelligence",[1150],{"_createdAt":1017,"_id":1018,"_rev":1019,"_type":35,"_updatedAt":1017,"slug":1151,"title":1022},{"_type":28,"current":1021},"Turning scattered knowledge into trusted intelligence: Stack Internal 2026.3",{"data":1154,"sourceMap":-1},{"newsletter":1155},[1156,1163,1171,1179],{"_id":1157,"body":1158,"issue":1159,"publishedAt":16,"slug":1160,"title":1162},"fab4e036-795a-4c32-a3e3-ed01bae26353","It seems like not so long ago we were tinkering with our chatbots and marveling at how good they were at writing LinkedIn posts. Nowadays, we’re seeing real transformations in the value and creation of code from agentic AI workflows. In this Overflow, we’re looking at what happens to our SDLC when code is cheap, but good judgment, specifications, and QA are still priceless.\n\nOn Leaders of Code, we sit down with Google’s Andi Gutmans—co-creator of PHP—to discuss how managing teams of agents is the natural next chapter in software history. In our latest dispatch from O’Reilly, we’re finding out why the \"right amount of spec\" is the real secret to agentic development. We also chat with Motorola’s Suneet Malhotra on adopting a QA mindset to build reliable agentic SDLC pipelines, and explore why WordPress VIP's Brian Alvey thinks we need to build the future of our internet for both bots and humans.\n\nFrom around the web, we’ve rounded up a collection of real-world dilemmas, security traps, and digital absurdities, everything from the dangers of fake interviews to your rights as a consumer. And of course, we’re bringing you plenty of knowledge from our Stack users. This week, you might learn a thing or two about dealing with your brain-rotted kid to the ethics of solving math theories using AI. Well, what are you waiting for? We’ve got an overload of links  and thinks for you down below. ",344,{"_type":28,"current":1161},"issue-344-agentic-overload","Issue 344: Agentic overload",{"_id":1164,"body":1165,"issue":1166,"publishedAt":1167,"slug":1168,"title":1170},"ed4d0797-236a-4bf9-a2ac-4fb4de3cf78f","AI has democratized much of our technical world, giving us access to skills and information without ever having to actually learn them. But just because you can do anything nowadays doesn’t necessarily mean you should. But we don’t have to go back to the stone ages (read: the pre-AI days). Sometimes, combining our traditional ways of working with our new ways of working is all we need to do to create really great software. \n\nFor example, we sit down with Quint’s Gabriela Moreira to explore why formal methods like TLA+ are essential for catching system design flaws before writing code, and contributor to the Rust language, Josh Triplett, chats with us about how Rust's strict compiler constraints provide the psychological safety needed for complex systems (and AI coding agents). On the blog, we’re exploring the build vs. buy trolley problem—and why building in-house isn’t always the right answer—and taking a long and hard look at the future of tech jobs with a Q&A with Andela’s Cory Hymel and a little self-reflection on how we hire at Stack Overflow.\n\nElsewhere on the web, we’re diving into whether NDAs cover AI tools, how much non-determinism actually matters in your codebases, and hhow likely those new system1 decision models are to pick saving humans over saving themselves in the trolley problem. In this case, just because you can read all of this in the links below, definitely means you should.",352,"2026-10-22",{"_type":28,"current":1169},"issue-352-just-because-you-can-doesn-t-mean-you-should","Issue 352: Just because you can, doesn't mean you should",{"_id":1172,"body":1173,"issue":1174,"publishedAt":1175,"slug":1176,"title":1178},"f875cc1d-dfc3-4c60-b9f4-1e6b7a36c54a","No one can deny that times are a-changing. Luckily, you’ve got the Annual Developer Survey to help you keep up with how software, technology, and the communities around them are evolving. We’ve spent the last 16 years tracking tech trends and developer sentiment to help you get the big picture of what’s happening in software, and this year is no different (except now, the Developer Survey is old enough to drive). \n\nOn the blog, we’ve got the rundown of the big data points from this year’s survey. And if you’re more of an auditory learner, our very own Senior Analyst, Erin Yepis, is diving into our findings on the podcast. Speaking of the pod, Datadog’s Yanbing Li also joins us for a look at observability in the age of AI, and how devs can navigate the complex world of AI security.\n\nAnd in the spirit of celebrating the Developer Survey’s sweet 16, we’re asking ourselves the kind of deep questions 16 year olds have. Are there any original ideas anymore? Why is creativity so difficult? Can I just use AI to finish this hard math problem? Why doesn’t this app on my phone work anymore? Dust off your learner’s permit and drive on down below, because we have all of that and more in this week’s links.",351,"2026-10-15",{"_type":28,"current":1177},"issue-351-happy-sweet-16-developer-survey","Issue 351: Happy sweet 16, Developer Survey!",{"_id":1180,"body":1181,"issue":1182,"publishedAt":1183,"slug":1184,"title":1186},"acb061bc-5e1c-43e3-9a17-d6e3fce05dae","There’s a lot of new happenings here at Stack Overflow, and we’re excited to share it with you! This week, we explore why organizations urgently need \"decision-grade\" knowledge when internal sources conflict or go stale, and celebrate the general availability of Stack Internal, which is allowing anyone to build verified knowledge for free. In preparation for this year’s Developer Survey, we take a retrospective look back at our 2024 and 2025 surveys to see how AI is fundamentally reshaping the human side of our industry. Plus, we sit down with AGI Inc.'s Div Garg to discuss running autonomous agents directly on mobile devices and edge computing chips, and chat with Skip Labs' Julien Verlaguet about finding the delicate balance between human tolerance and the strict tooling constraints needed to make developers faster.\n\nBeyond the blog, we’ve rounded up some philosophical puzzles, logic traps, and comic book lore from around the web. We’ve reporting the news on everything from the existence of a unified self to what’s changed over the years at everyone’s favorite domain, example.com. This won’t be news to you, but in case you didn’t know, we have all of that and more ready for you in the links below. ",350,"2026-10-08",{"_type":28,"current":1185},"issue-340-extra-extra-read-all-about-it-there-s-something-new-at-stack-overflow","Issue 350: The new at Stack Overflow"]