{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Writing: What AI gets wrong and what failure teaches us","description":"Microsoft writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e","json_url":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e/signal.json","generated_at":"2026-10-12T21:05:07.103Z","evidence_latest_fetched_at":"2026-10-06T20:02:20.910877+00:00","signal_first_seen_at":"2026-10-06T20:00:51.08907+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e","signal_json":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e/signal.json","source":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published What AI gets wrong and what failure teaches us. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive Microsoft blog post on AI failures. · What AI gets wrong and what failure teaches us - Microsoft Research Skip to main content Research Publications Code, datasets and models Artificial intelligence Audio &.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","source_host":"microsoft.com","occurred_at":"2026-10-06T16:19:06+00:00","first_seen_at":"2026-10-06T20:00:51.08907+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"microsoft.com","source":"source"},{"label":"Author","value":"Chad Atalla, Jennifer Neville","source":"source"},{"label":"Notability","value":"Substantive Microsoft blog post on AI failures.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-06T20:02:20.910877+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e/signal.json","required":true},{"label":"source","url":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Microsoft's writing signal \"What AI gets wrong and what failure teaches us\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published","object":"What AI gets wrong and what failure teaches us","text":"Microsoft published What AI gets wrong and what failure teaches us."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"is classified as","object":"writing signal","text":"What AI gets wrong and what failure teaches us is classified as writing signal."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"belongs to","object":"talking desk","text":"What AI gets wrong and what failure teaches us belongs to talking desk."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has evidence coverage","object":"1 captured evidence page","text":"What AI gets wrong and what failure teaches us has evidence coverage 1 captured evidence page."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has captured page count","object":"1","text":"What AI gets wrong and what failure teaches us has captured page count 1."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has readable page count","object":"1","text":"What AI gets wrong and what failure teaches us has readable page count 1."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has related signal count","object":"6","text":"What AI gets wrong and what failure teaches us has related signal count 6."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"What AI gets wrong and what failure teaches us has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has source host","object":"microsoft.com","text":"What AI gets wrong and what failure teaches us has source host microsoft.com."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has lab","object":"Microsoft","text":"What AI gets wrong and what failure teaches us has lab Microsoft."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has signal desk","object":"talking","text":"What AI gets wrong and what failure teaches us has signal desk talking."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has source host","object":"microsoft.com","text":"What AI gets wrong and what failure teaches us has source host microsoft.com."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has author","object":"Chad Atalla, Jennifer Neville","text":"What AI gets wrong and what failure teaches us has author Chad Atalla, Jennifer Neville."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has notability","object":"Substantive Microsoft blog post on AI failures.","text":"What AI gets wrong and what failure teaches us has notability Substantive Microsoft blog post on AI failures.."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has watch term","object":"Eval methodology","text":"What AI gets wrong and what failure teaches us has watch term Eval methodology."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has watch term","object":"Data pipeline","text":"What AI gets wrong and what failure teaches us has watch term Data pipeline."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has watch term","object":"Infrastructure","text":"What AI gets wrong and what failure teaches us has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Microsoft published What AI gets wrong and what failure teaches us. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive Microsoft blog post on AI failures. · What AI gets wrong and what failure teaches us - Microsoft Research Skip to main content Research Publications Code, datasets and models Artificial intelligence Audio &.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published","object":"What AI gets wrong and what failure teaches us","text":"Microsoft published What AI gets wrong and what failure teaches us."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"is classified as","object":"writing signal","text":"What AI gets wrong and what failure teaches us is classified as writing signal."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"belongs to","object":"talking desk","text":"What AI gets wrong and what failure teaches us belongs to talking desk."},{"subject":"What AI gets wrong and what failure teaches us","predicate":"has evidence coverage","object":"1 captured evidence page","text":"What AI gets wrong and what failure teaches us has evidence coverage 1 captured evidence page."}]},"signal":{"id":"da0e81f6-4525-4f34-9cc1-5e17e35e819e","url":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e","json_url":"https://onlylabs.fyi/signals/da0e81f6-4525-4f34-9cc1-5e17e35e819e/signal.json","source_url":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","title":"What AI gets wrong and what failure teaches us","summary":"Microsoft published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-06T16:19:06+00:00","first_seen_at":"2026-10-06T20:00:51.08907+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","final_url":"https://www.microsoft.com/en-us/research/podcast/what-ai-gets-wrong-and-what-failure-teaches-us/","title":"What AI gets wrong and what failure teaches us","http_status":200,"content_type":"text/html; charset=UTF-8","capture_method":"plain","fetched_at":"2026-10-06T20:02:20.910877+00:00","bytes":251643,"raw_path":"a38ad8641743fbf5311eab54ab7b155356fb0eb82b640989c12b486211abc640.html","content_hash":"8f7eda397768996b57109cfb6b5b1b52b1e51ada4776a861739a56c3d928e5b8","excerpt_chars":1200,"truncated":true,"excerpt":"What AI gets wrong and what failure teaches us - Microsoft Research Skip to main content Research Publications Code, datasets and models Artificial intelligence Audio & acoustics Computer vision Graphics & multimedia Human-computer interaction Human language technologies Search & information retrieval Data platforms and analytics Hardware & devices Programming languages & software engineering Quantum computing Security, privacy & cryptography Systems & networking Algorithms Mathematics Ecology & environment Economics Medical, health & genomics Social sciences Technology for emerging markets Academic programs Events & academic conferences Microsoft Research Forum Microsoft Research Blog Microsoft Research Podcast Microsoft Research Stories About Microsoft Research Careers & internships People News & awards Asia-Pacific Cambridge Catalyst Lab India Montreal New England New York City Redmond Other research groups Register: Research Forum Microsoft Security Azure Dynamics 365 Microsoft 365 Microsoft Teams Windows 365 Microsoft AI Azure Space Mixed reality Microsoft HoloLens Microsoft Viva Quantum computing Sustainability Education Automotive Financial services Government Healthcare..."},"evidence_pages":[],"related_signals":[{"id":"b62abb6f-216a-485b-8cbf-864329aad68d","url":"https://onlylabs.fyi/signals/b62abb6f-216a-485b-8cbf-864329aad68d","source_url":"https://www.microsoft.com/en-us/research/blog/simulating-student-learning-for-better-ai-tutoring/","title":"Simulating student learning for better AI tutoring","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-12T16:00:00+00:00","first_seen_at":"2026-10-12T16:01:01.106779+00:00","date_source":"rss.item_date"},{"id":"a5aec64e-b87c-417a-8c59-04cfc752a474","url":"https://onlylabs.fyi/signals/a5aec64e-b87c-417a-8c59-04cfc752a474","source_url":"https://www.microsoft.com/en-us/research/blog/agent-lightning-v1-0-a-3500-line-lightweight-agentic-rl-framework-for-training-agents-with-real-harnesses/","title":"Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-07T16:00:00+00:00","first_seen_at":"2026-10-07T20:00:52.090352+00:00","date_source":"rss.item_date"},{"id":"77b71d7b-e9ab-4b87-b9a0-703df4de89a8","url":"https://onlylabs.fyi/signals/77b71d7b-e9ab-4b87-b9a0-703df4de89a8","source_url":"https://www.microsoft.com/en-us/research/blog/forecasting-space-weather-risks-on-power-grids/","title":"Forecasting space weather risks on power grids","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-30T16:00:00+00:00","first_seen_at":"2026-09-30T16:00:58.567001+00:00","date_source":"rss.item_date"},{"id":"a8d0b5c0-b8e3-4086-b057-863363ff7d7f","url":"https://onlylabs.fyi/signals/a8d0b5c0-b8e3-4086-b057-863363ff7d7f","source_url":"https://www.microsoft.com/en-us/research/blog/introducing-quine-an-ai-research-system-designed-for-the-complexity-of-biology/","title":"Introducing Quine: An AI research system designed for the complexity of biology","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-29T14:00:02+00:00","first_seen_at":"2026-09-30T00:00:50.822388+00:00","date_source":"rss.item_date"},{"id":"15616697-2f30-4baa-a80a-1a7710d83cc6","url":"https://onlylabs.fyi/signals/15616697-2f30-4baa-a80a-1a7710d83cc6","source_url":"https://www.microsoft.com/en-us/research/blog/offloaded-inference-for-real-world-physical-ai-robotics/","title":"Offloaded inference for real-world physical AI robotics","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-23T16:01:36+00:00","first_seen_at":"2026-09-23T20:00:53.203048+00:00","date_source":"rss.item_date"},{"id":"91839032-e097-4fa9-a297-2836431df8da","url":"https://onlylabs.fyi/signals/91839032-e097-4fa9-a297-2836431df8da","source_url":"https://www.microsoft.com/en-us/research/blog/one-year-in-how-microsoft-research-asia-singapore-is-advancing-research-partnership-and-talent-for-real-world-impact/","title":"One year in: How Microsoft Research Asia – Singapore is advancing research, partnership and talent for real-world impact","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-07-24T00:00:00.000Z","first_seen_at":"2026-09-29T00:00:51.701807+00:00","date_source":"page.visible_date"}]}