{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: AI safety needs social scientists","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3","json_url":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3/signal.json","generated_at":"2026-06-08T15:47:02.021+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/4a52c297-99e3-47ba-b633-1cde29895cc3","signal_json":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3/signal.json","source":"https://openai.com/index/ai-safety-needs-social-scientists","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"OpenAI published AI safety needs social scientists. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: AI safety needs social scientists | OpenAI February 19, 2019 Publication AI safety needs social scientists Read paper Loading… Share We’ve written a paper arguing that.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure, Safety and policy in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/ai-safety-needs-social-scientists","source_host":"openai.com","occurred_at":"2019-02-19T08:00:00+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":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"systems","source":"radar"},{"label":"Matched term","value":"safety","source":"radar"},{"label":"Matched term","value":"alignment","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/ai-safety-needs-social-scientists"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:47:02.021+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["systems","safety","alignment"],"score":27,"reason":"OpenAI has a writing signal matching infrastructure, safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3/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: Infrastructure, Safety and policy?","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/4a52c297-99e3-47ba-b633-1cde29895cc3/signal.json","required":true},{"label":"source","url":"https://openai.com/index/ai-safety-needs-social-scientists","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 \"AI safety needs social scientists\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"AI safety needs social scientists","text":"OpenAI published AI safety needs social scientists."},{"subject":"AI safety needs social scientists","predicate":"is classified as","object":"writing signal","text":"AI safety needs social scientists is classified as writing signal."},{"subject":"AI safety needs social scientists","predicate":"belongs to","object":"talking desk","text":"AI safety needs social scientists belongs to talking desk."},{"subject":"AI safety needs social scientists","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI safety needs social scientists has evidence coverage 1 captured evidence page."},{"subject":"AI safety needs social scientists","predicate":"matches data-business lanes","object":"Infrastructure, Safety and policy","text":"AI safety needs social scientists matches data-business lanes Infrastructure, Safety and policy."},{"subject":"AI safety needs social scientists","predicate":"has captured page count","object":"1","text":"AI safety needs social scientists has captured page count 1."},{"subject":"AI safety needs social scientists","predicate":"has readable page count","object":"1","text":"AI safety needs social scientists has readable page count 1."},{"subject":"AI safety needs social scientists","predicate":"has related signal count","object":"6","text":"AI safety needs social scientists has related signal count 6."},{"subject":"AI safety needs social scientists","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":"AI safety needs social scientists 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":"AI safety needs social scientists","predicate":"has source host","object":"openai.com","text":"AI safety needs social scientists has source host openai.com."},{"subject":"AI safety needs social scientists","predicate":"has lab","object":"OpenAI","text":"AI safety needs social scientists has lab OpenAI."},{"subject":"AI safety needs social scientists","predicate":"has signal desk","object":"talking","text":"AI safety needs social scientists has signal desk talking."},{"subject":"AI safety needs social scientists","predicate":"has source host","object":"openai.com","text":"AI safety needs social scientists has source host openai.com."},{"subject":"AI safety needs social scientists","predicate":"has radar lane","object":"Infrastructure","text":"AI safety needs social scientists has radar lane Infrastructure."},{"subject":"AI safety needs social scientists","predicate":"has radar lane","object":"Safety and policy","text":"AI safety needs social scientists has radar lane Safety and policy."},{"subject":"AI safety needs social scientists","predicate":"has matched term","object":"systems","text":"AI safety needs social scientists has matched term systems."},{"subject":"AI safety needs social scientists","predicate":"has matched term","object":"safety","text":"AI safety needs social scientists has matched term safety."},{"subject":"AI safety needs social scientists","predicate":"has matched term","object":"alignment","text":"AI safety needs social scientists has matched term alignment."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published AI safety needs social scientists. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: AI safety needs social scientists | OpenAI February 19, 2019 Publication AI safety needs social scientists Read paper Loading… Share We’ve written a paper arguing that.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure, Safety and policy in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"AI safety needs social scientists","text":"OpenAI published AI safety needs social scientists."},{"subject":"AI safety needs social scientists","predicate":"is classified as","object":"writing signal","text":"AI safety needs social scientists is classified as writing signal."},{"subject":"AI safety needs social scientists","predicate":"belongs to","object":"talking desk","text":"AI safety needs social scientists belongs to talking desk."},{"subject":"AI safety needs social scientists","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI safety needs social scientists has evidence coverage 1 captured evidence page."},{"subject":"AI safety needs social scientists","predicate":"matches data-business lanes","object":"Infrastructure, Safety and policy","text":"AI safety needs social scientists matches data-business lanes Infrastructure, Safety and policy."}]},"signal":{"id":"4a52c297-99e3-47ba-b633-1cde29895cc3","url":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3","json_url":"https://onlylabs.fyi/signals/4a52c297-99e3-47ba-b633-1cde29895cc3/signal.json","source_url":"https://openai.com/index/ai-safety-needs-social-scientists","title":"AI safety needs social scientists","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":"2019-02-19T08:00:00+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/ai-safety-needs-social-scientists"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":27,"matched_terms":["systems","safety","alignment"],"reason":"OpenAI has a writing signal matching infrastructure, safety and policy."}},"primary_evidence_page":{"url":"https://openai.com/index/ai-safety-needs-social-scientists","final_url":"https://openai.com/index/ai-safety-needs-social-scientists","title":"AI safety needs social scientists","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:02.021+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"AI safety needs social scientists | OpenAI February 19, 2019 Publication AI safety needs social scientists Read paper Loading… Share We’ve written a paper arguing that long-term AI safety research needs social scientists to ensure AI alignment algorithms succeed when actual humans are involved. Properly aligning advanced AI systems with human values requires resolving many uncertainties related to the psychology of human rationality, emotion, and biases. The aim of this paper is to spark further collaboration between machine learning and social science researchers, and we plan to hire⁠ social scientists to work on this full time at OpenAI. The goal of long-term artificial intelligence (AI) safety is to ensure that advanced AI systems are aligned with human values—that they reliably do things that people want them to do. At OpenAI we hope to achieve this by asking people questions about what they want, training machine learning (ML) models on this data, and optimizing AI systems to do well according to these learned models. Examples of this research include Learning from human preferences⁠, AI safety via debate⁠, and Learning complex goals with iterated amplification⁠...."},"evidence_pages":[{"url":"https://openai.com/index/ai-safety-needs-social-scientists","final_url":"https://openai.com/index/ai-safety-needs-social-scientists","title":"AI safety needs social scientists","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:02.021+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"AI safety needs social scientists | OpenAI February 19, 2019 Publication AI safety needs social scientists Read paper Loading… Share We’ve written a paper arguing that long-term AI safety research needs social scientists to ensure AI alignment algorithms succeed when actual humans are involved. Properly aligning advanced AI systems with human values requires resolving many uncertainties related to the psychology of human rationality, emotion, and biases. The aim of this paper is to spark further collaboration between machine learning and social science researchers, and we plan to hire⁠ social scientists to work on this full time at OpenAI. The goal of long-term artificial intelligence (AI) safety is to ensure that advanced AI systems are aligned with human values—that they reliably do things that people want them to do. At OpenAI we hope to achieve this by asking people questions about what they want, training machine learning (ML) models on this data, and optimizing AI systems to do well according to these learned models. Examples of this research include Learning from human preferences⁠, AI safety via debate⁠, and Learning complex goals with iterated amplification⁠...."}],"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"}]}