{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Advancing red teaming with people and AI ","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef","json_url":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef/signal.json","generated_at":"2026-06-08T15:45:54.442+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef","signal_json":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef/signal.json","source":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"OpenAI published Advancing red teaming with people and AI . This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenAI blog on red teaming methodology · Advancing red teaming with people and AI | OpenAI November 21, 2024 Advancing red teaming with people and AI Two new papers show how our external and automated red.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","source_host":"openai.com","occurred_at":"2024-11-21T10:30:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Notability","value":"OpenAI blog on red teaming methodology","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"red team","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/advancing-red-teaming-with-people-and-ai"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:45:54.442+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["red team"],"score":14,"reason":"OpenAI has a writing signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Evals and quality?","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/5d828a0d-76ab-40ea-887e-1548e950b2ef/signal.json","required":true},{"label":"source","url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 OpenAI's writing signal \"Advancing red teaming with people and AI \" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Advancing red teaming with people and AI ","text":"OpenAI published Advancing red teaming with people and AI ."},{"subject":"Advancing red teaming with people and AI ","predicate":"is classified as","object":"writing signal","text":"Advancing red teaming with people and AI  is classified as writing signal."},{"subject":"Advancing red teaming with people and AI ","predicate":"belongs to","object":"talking desk","text":"Advancing red teaming with people and AI  belongs to talking desk."},{"subject":"Advancing red teaming with people and AI ","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Advancing red teaming with people and AI  has evidence coverage 1 captured evidence page."},{"subject":"Advancing red teaming with people and AI ","predicate":"matches data-business lanes","object":"Evals and quality","text":"Advancing red teaming with people and AI  matches data-business lanes Evals and quality."},{"subject":"Advancing red teaming with people and AI ","predicate":"has captured page count","object":"1","text":"Advancing red teaming with people and AI  has captured page count 1."},{"subject":"Advancing red teaming with people and AI ","predicate":"has readable page count","object":"1","text":"Advancing red teaming with people and AI  has readable page count 1."},{"subject":"Advancing red teaming with people and AI ","predicate":"has related signal count","object":"6","text":"Advancing red teaming with people and AI  has related signal count 6."},{"subject":"Advancing red teaming with people and AI ","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":"Advancing red teaming with people and AI  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":"Advancing red teaming with people and AI ","predicate":"has source host","object":"openai.com","text":"Advancing red teaming with people and AI  has source host openai.com."},{"subject":"Advancing red teaming with people and AI ","predicate":"has lab","object":"OpenAI","text":"Advancing red teaming with people and AI  has lab OpenAI."},{"subject":"Advancing red teaming with people and AI ","predicate":"has signal desk","object":"talking","text":"Advancing red teaming with people and AI  has signal desk talking."},{"subject":"Advancing red teaming with people and AI ","predicate":"has source host","object":"openai.com","text":"Advancing red teaming with people and AI  has source host openai.com."},{"subject":"Advancing red teaming with people and AI ","predicate":"has notability","object":"OpenAI blog on red teaming methodology","text":"Advancing red teaming with people and AI  has notability OpenAI blog on red teaming methodology."},{"subject":"Advancing red teaming with people and AI ","predicate":"has radar lane","object":"Evals and quality","text":"Advancing red teaming with people and AI  has radar lane Evals and quality."},{"subject":"Advancing red teaming with people and AI ","predicate":"has matched term","object":"red team","text":"Advancing red teaming with people and AI  has matched term red team."},{"subject":"Advancing red teaming with people and AI ","predicate":"has watch term","object":"RL environments","text":"Advancing red teaming with people and AI  has watch term RL environments."},{"subject":"Advancing red teaming with people and AI ","predicate":"has watch term","object":"Eval methodology","text":"Advancing red teaming with people and AI  has watch term Eval methodology."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Advancing red teaming with people and AI . This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenAI blog on red teaming methodology · Advancing red teaming with people and AI | OpenAI November 21, 2024 Advancing red teaming with people and AI Two new papers show how our external and automated red.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Advancing red teaming with people and AI ","text":"OpenAI published Advancing red teaming with people and AI ."},{"subject":"Advancing red teaming with people and AI ","predicate":"is classified as","object":"writing signal","text":"Advancing red teaming with people and AI  is classified as writing signal."},{"subject":"Advancing red teaming with people and AI ","predicate":"belongs to","object":"talking desk","text":"Advancing red teaming with people and AI  belongs to talking desk."},{"subject":"Advancing red teaming with people and AI ","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Advancing red teaming with people and AI  has evidence coverage 1 captured evidence page."},{"subject":"Advancing red teaming with people and AI ","predicate":"matches data-business lanes","object":"Evals and quality","text":"Advancing red teaming with people and AI  matches data-business lanes Evals and quality."}]},"signal":{"id":"5d828a0d-76ab-40ea-887e-1548e950b2ef","url":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef","json_url":"https://onlylabs.fyi/signals/5d828a0d-76ab-40ea-887e-1548e950b2ef/signal.json","source_url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","title":"Advancing red teaming with people and AI ","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2024-11-21T10:30:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/advancing-red-teaming-with-people-and-ai"]},"facets":{},"traction":{"github_stars":null,"hn_points":2,"hn_comments":0,"hn_story_id":"42215875","hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":14,"matched_terms":["red team"],"reason":"OpenAI has a writing signal matching evals and quality."}},"primary_evidence_page":{"url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","final_url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","title":"Advancing red teaming with people and AI ","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:54.442+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Advancing red teaming with people and AI | OpenAI November 21, 2024 Advancing red teaming with people and AI Two new papers show how our external and automated red teaming efforts are advancing to help deliver safe and beneficial AI External red teaming Automated red teaming Loading… Share Interacting with an AI system is an essential way to learn what it can do—both the capabilities it has, and the risks it may pose. “Red teaming” means using people or AI to explore a new system’s potential risks in a structured way. OpenAI has applied red teaming for a number of years, including when we engaged external experts⁠ to test our DALL·E 2 image generation model in early 2022. Our earliest red teaming efforts were primarily “manual” in the sense that we relied on people to conduct testing. Since then we’ve continued to use and refine our methods, and last July, we joined other leading labs in a commitment to invest further in red teaming and advance this research area. Red teaming methods include manual, automated, and mixed approaches, and we use all three. We engage outside experts in both manual and automated methods of testing for new systems’ potential risks. At the same time, we..."},"evidence_pages":[{"url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","final_url":"https://openai.com/index/advancing-red-teaming-with-people-and-ai","title":"Advancing red teaming with people and AI ","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:54.442+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Advancing red teaming with people and AI | OpenAI November 21, 2024 Advancing red teaming with people and AI Two new papers show how our external and automated red teaming efforts are advancing to help deliver safe and beneficial AI External red teaming Automated red teaming Loading… Share Interacting with an AI system is an essential way to learn what it can do—both the capabilities it has, and the risks it may pose. “Red teaming” means using people or AI to explore a new system’s potential risks in a structured way. OpenAI has applied red teaming for a number of years, including when we engaged external experts⁠ to test our DALL·E 2 image generation model in early 2022. Our earliest red teaming efforts were primarily “manual” in the sense that we relied on people to conduct testing. Since then we’ve continued to use and refine our methods, and last July, we joined other leading labs in a commitment to invest further in red teaming and advance this research area. Red teaming methods include manual, automated, and mixed approaches, and we use all three. We engage outside experts in both manual and automated methods of testing for new systems’ potential risks. At the same time, we..."}],"related_signals":[{"id":"b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","url":"https://onlylabs.fyi/signals/b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","source_url":"https://openai.com/index/supporting-eu-trustworthy-ai-ecosystem","title":"Supporting Europe’s work in ensuring a trustworthy AI ecosystem ","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T08:00:56.140796+00:00","date_source":"rss.item_date"},{"id":"2638c0a7-b372-409c-ac72-f6d81d6464dc","url":"https://onlylabs.fyi/signals/2638c0a7-b372-409c-ac72-f6d81d6464dc","source_url":"https://openai.com/index/using-codex-to-simulate-black-holes","title":"How an astrophysicist uses Codex to help simulate black holes","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"509ea784-51ec-4ede-855b-5a4d1b27d3be","url":"https://onlylabs.fyi/signals/509ea784-51ec-4ede-855b-5a4d1b27d3be","source_url":"https://openai.com/index/openai-on-oracle-cloud","title":"Access OpenAI models and Codex through your Oracle cloud commitment","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4f051449-87f2-466e-941e-b5918381a8fe","url":"https://onlylabs.fyi/signals/4f051449-87f2-466e-941e-b5918381a8fe","source_url":"https://openai.com/index/prc-linked-influence-operations-ai-debates","title":"PRC-linked influence operations are targeting AI debates in the US","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T12:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","url":"https://onlylabs.fyi/signals/4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","source_url":"https://openai.com/index/lseg","title":"From data to decisions: how LSEG is scaling trusted AI","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T00:00:00+00:00","first_seen_at":"2026-06-10T09:18:54.26094+00:00","date_source":"rss.item_date"},{"id":"fb16aa7a-c4ef-4859-b514-0839c2f1330d","url":"https://onlylabs.fyi/signals/fb16aa7a-c4ef-4859-b514-0839c2f1330d","source_url":"https://openai.com/index/nextdoor","title":"How engineers at Nextdoor use Codex to build without limits","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-09T12:00:00+00:00","first_seen_at":"2026-06-10T07:01:28.700378+00:00","date_source":"rss.item_date"}]}