{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: AI and compute","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c5f68ad5-a94f-4013-98e0-8d48422497da","json_url":"https://onlylabs.fyi/signals/c5f68ad5-a94f-4013-98e0-8d48422497da/signal.json","generated_at":"2026-06-11T20:24:27.285Z","evidence_latest_fetched_at":"2026-06-08T15:47:05.1+00:00","signal_first_seen_at":"2026-06-05T05:42:57.832854+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/c5f68ad5-a94f-4013-98e0-8d48422497da","signal_json":"https://onlylabs.fyi/signals/c5f68ad5-a94f-4013-98e0-8d48422497da/signal.json","source":"https://openai.com/index/ai-and-compute","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"}]}},"answer_pack":{"answer":"OpenAI published AI and compute. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: AI and compute | OpenAI May 16, 2018 Conclusion AI and compute Loading… Share We’re releasing an analysis showing that since 2012, the amount of compute used in the.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/ai-and-compute","source_host":"openai.com","occurred_at":"2018-05-16T07:00:00+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":"Matched term","value":"systems","source":"radar"},{"label":"Matched term","value":"training","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and 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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?","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/c5f68ad5-a94f-4013-98e0-8d48422497da/signal.json","required":true},{"label":"source","url":"https://openai.com/index/ai-and-compute","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 and compute\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"AI and compute","text":"OpenAI published AI and compute."},{"subject":"AI and compute","predicate":"is classified as","object":"writing signal","text":"AI and compute is classified as writing signal."},{"subject":"AI and compute","predicate":"belongs to","object":"talking desk","text":"AI and compute belongs to talking desk."},{"subject":"AI and compute","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI and compute has evidence coverage 1 captured evidence page."},{"subject":"AI and compute","predicate":"matches data-business lanes","object":"Infrastructure","text":"AI and compute matches data-business lanes Infrastructure."},{"subject":"AI and compute","predicate":"has captured page count","object":"1","text":"AI and compute has captured page count 1."},{"subject":"AI and compute","predicate":"has readable page count","object":"1","text":"AI and compute has readable page count 1."},{"subject":"AI and compute","predicate":"has related signal count","object":"6","text":"AI and compute has related signal count 6."},{"subject":"AI and compute","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 and compute 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 and compute","predicate":"has source host","object":"openai.com","text":"AI and compute has source host openai.com."},{"subject":"AI and compute","predicate":"has lab","object":"OpenAI","text":"AI and compute has lab OpenAI."},{"subject":"AI and compute","predicate":"has signal desk","object":"talking","text":"AI and compute has signal desk talking."},{"subject":"AI and compute","predicate":"has source host","object":"openai.com","text":"AI and compute has source host openai.com."},{"subject":"AI and compute","predicate":"has radar lane","object":"Infrastructure","text":"AI and compute has radar lane Infrastructure."},{"subject":"AI and compute","predicate":"has matched term","object":"systems","text":"AI and compute has matched term systems."},{"subject":"AI and compute","predicate":"has matched term","object":"training","text":"AI and compute has matched term training."},{"subject":"AI and compute","predicate":"has watch term","object":"Infrastructure","text":"AI and compute has watch term Infrastructure."},{"subject":"AI and compute","predicate":"has watch term","object":"Safety and alignment","text":"AI and compute has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published AI and compute. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: AI and compute | OpenAI May 16, 2018 Conclusion AI and compute Loading… Share We’re releasing an analysis showing that since 2012, the amount of compute used in the.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"AI and compute","text":"OpenAI published AI and compute."},{"subject":"AI and compute","predicate":"is classified as","object":"writing signal","text":"AI and compute is classified as writing signal."},{"subject":"AI and compute","predicate":"belongs to","object":"talking desk","text":"AI and compute belongs to talking desk."},{"subject":"AI and compute","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI and compute has evidence coverage 1 captured evidence page."},{"subject":"AI and compute","predicate":"matches data-business lanes","object":"Infrastructure","text":"AI and compute matches data-business lanes Infrastructure."}]},"signal":{"id":"c5f68ad5-a94f-4013-98e0-8d48422497da","url":"https://onlylabs.fyi/signals/c5f68ad5-a94f-4013-98e0-8d48422497da","json_url":"https://onlylabs.fyi/signals/c5f68ad5-a94f-4013-98e0-8d48422497da/signal.json","source_url":"https://openai.com/index/ai-and-compute","title":"AI and compute","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":"2018-05-16T07:00:00+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-and-compute"]},"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"}],"score":15,"matched_terms":["systems","training"],"reason":"OpenAI has a writing signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://openai.com/index/ai-and-compute","final_url":"https://openai.com/index/ai-and-compute","title":"AI and compute","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:05.1+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"AI and compute | OpenAI May 16, 2018 Conclusion AI and compute Loading… Share We’re releasing an analysis showing that since 2012, the amount of compute used in the largest AI training runs has been increasing exponentially with a 3.4-month doubling time (by comparison, Moore’s Law had a 2-year doubling period). Since 2012, this metric has grown by more than 300,000x (a 2-year doubling period would yield only a 7x increase). Improvements in compute have been a key component of AI progress, so as long as this trend continues, it’s worth preparing for the implications of systems far outside today’s capabilities. AlexNet to AlphaGo Zero: 300,000x increase in compute Loading... - Download charts Overview Three factors drive the advance of AI: algorithmic innovation, data (which can be either supervised data or interactive environments), and the amount of compute available for training. Algorithmic innovation and data are difficult to track, but compute is unusually quantifiable, providing an opportunity to measure one input to AI progress. Of course, the use of massive compute sometimes just exposes the shortcomings of our current algorithms. But at least within many current domains,..."},"evidence_pages":[],"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":"dfc4da91-1af3-4bb9-8b16-a414c446feb3","url":"https://onlylabs.fyi/signals/dfc4da91-1af3-4bb9-8b16-a414c446feb3","source_url":"https://openai.com/index/openai-to-acquire-ona","title":"OpenAI to acquire Ona","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":"2026-06-11T20:00:28.117213+00:00","date_source":"rss.item_date"},{"id":"07e3b7e4-7648-49c1-b7d0-9b0798569a81","url":"https://onlylabs.fyi/signals/07e3b7e4-7648-49c1-b7d0-9b0798569a81","source_url":"https://openai.com/index/bbva","title":"BBVA puts AI at the core of banking with OpenAI","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":"2026-06-11T20:00:28.117213+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"}]}