{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Understanding the capabilities, limitations, and societal impact of large language models","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/adb910e1-e156-4365-8597-deac808f2330","json_url":"https://onlylabs.fyi/signals/adb910e1-e156-4365-8597-deac808f2330/signal.json","generated_at":"2026-06-08T15:46:53.014+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/adb910e1-e156-4365-8597-deac808f2330","signal_json":"https://onlylabs.fyi/signals/adb910e1-e156-4365-8597-deac808f2330/signal.json","source":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","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":null},"answer_pack":{"answer":"OpenAI published Understanding the capabilities, limitations, and societal impact of large language models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Understanding the capabilities, limitations, and societal impact of large language models | OpenAI February 4, 2021 Publication Understanding the capabilities,.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","source_host":"openai.com","occurred_at":"2021-02-04T08:00:00+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":"Watch term","value":"Safety and 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large language models","predicate":"has watch term","object":"Safety and alignment","text":"Understanding the capabilities, limitations, and societal impact of large language models has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Understanding the capabilities, limitations, and societal impact of large language models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Understanding the capabilities, limitations, and societal impact of large language models | OpenAI February 4, 2021 Publication Understanding the capabilities,.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Understanding the capabilities, limitations, and societal impact of large language models","text":"OpenAI published Understanding the capabilities, limitations, and societal impact of large language models."},{"subject":"Understanding the capabilities, limitations, and societal impact of large language models","predicate":"is classified as","object":"writing signal","text":"Understanding the capabilities, limitations, and societal impact of large language models is classified as writing signal."},{"subject":"Understanding the capabilities, limitations, and societal impact of large language models","predicate":"belongs to","object":"talking desk","text":"Understanding the capabilities, limitations, and societal impact of large language models belongs to talking desk."},{"subject":"Understanding the capabilities, limitations, and societal impact of large language models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Understanding the capabilities, limitations, and societal impact of large language models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"adb910e1-e156-4365-8597-deac808f2330","url":"https://onlylabs.fyi/signals/adb910e1-e156-4365-8597-deac808f2330","json_url":"https://onlylabs.fyi/signals/adb910e1-e156-4365-8597-deac808f2330/signal.json","source_url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","title":"Understanding the capabilities, limitations, and societal impact of large language models","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":"2021-02-04T08:00:00+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/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models"]},"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":{"url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","final_url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","title":"Understanding the capabilities, limitations, and societal impact of large language models","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:53.014+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Understanding the capabilities, limitations, and societal impact of large language models | OpenAI February 4, 2021 Publication Understanding the capabilities, limitations, and societal impact of large language models Read paper Loading… Share Abstract On October 14th, 2020, researchers from OpenAI, the Stanford Institute for Human-Centered Artificial Intelligence, and other universities convened to discuss open research questions surrounding GPT‑3, the largest publicly-disclosed dense language model at the time. The meeting took place under Chatham House Rules. Discussants came from a variety of research backgrounds including computer science, linguistics, philosophy, political science, communications, cyber policy, and more. Broadly, the discussion centered around two main questions: 1) What are the technical capabilities and limitations of large language models? 2) What are the societal effects of widespread use of large language models? Here, we provide a detailed summary of the discussion organized by the two themes above. - GPT - Ethics & Safety - Community & Collaboration - Language Authors Alex Tamkin, Miles Brundage, Jack Clark, Deep Ganguli Related articles View all..."},"evidence_pages":[{"url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","final_url":"https://openai.com/index/understanding-the-capabilities-limitations-and-societal-impact-of-large-language-models","title":"Understanding the capabilities, limitations, and societal impact of large language models","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:53.014+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Understanding the capabilities, limitations, and societal impact of large language models | OpenAI February 4, 2021 Publication Understanding the capabilities, limitations, and societal impact of large language models Read paper Loading… Share Abstract On October 14th, 2020, researchers from OpenAI, the Stanford Institute for Human-Centered Artificial Intelligence, and other universities convened to discuss open research questions surrounding GPT‑3, the largest publicly-disclosed dense language model at the time. The meeting took place under Chatham House Rules. Discussants came from a variety of research backgrounds including computer science, linguistics, philosophy, political science, communications, cyber policy, and more. Broadly, the discussion centered around two main questions: 1) What are the technical capabilities and limitations of large language models? 2) What are the societal effects of widespread use of large language models? Here, we provide a detailed summary of the discussion organized by the two themes above. - GPT - Ethics & Safety - Community & Collaboration - Language Authors Alex Tamkin, Miles Brundage, Jack Clark, Deep Ganguli Related articles View all..."}],"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"}]}