{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Learning concepts with energy functions","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/6d0e505e-d633-49b9-a552-fb603de5900b","json_url":"https://onlylabs.fyi/signals/6d0e505e-d633-49b9-a552-fb603de5900b/signal.json","generated_at":"2026-06-08T15:47:03.069+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/6d0e505e-d633-49b9-a552-fb603de5900b","signal_json":"https://onlylabs.fyi/signals/6d0e505e-d633-49b9-a552-fb603de5900b/signal.json","source":"https://openai.com/index/learning-concepts-with-energy-functions","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 Learning concepts with energy functions. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning concepts with energy functions | OpenAI November 7, 2018 Learning concepts with energy functions Read paper View code Loading… Share We’ve developed an.... 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/learning-concepts-with-energy-functions","source_host":"openai.com","occurred_at":"2018-11-07T08:00:00+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":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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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/6d0e505e-d633-49b9-a552-fb603de5900b/signal.json","required":true},{"label":"source","url":"https://openai.com/index/learning-concepts-with-energy-functions","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":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 OpenAI's writing signal \"Learning concepts with energy functions\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning concepts with energy functions","text":"OpenAI published Learning concepts with energy functions."},{"subject":"Learning concepts with energy functions","predicate":"is classified as","object":"writing signal","text":"Learning concepts with energy functions is classified as writing signal."},{"subject":"Learning concepts with energy functions","predicate":"belongs to","object":"talking desk","text":"Learning concepts with energy functions belongs to talking desk."},{"subject":"Learning concepts with energy functions","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning concepts with energy functions has evidence coverage 1 captured evidence page."},{"subject":"Learning concepts with energy functions","predicate":"has captured page count","object":"1","text":"Learning concepts with energy functions has captured page count 1."},{"subject":"Learning concepts with energy functions","predicate":"has readable page count","object":"1","text":"Learning concepts with energy functions has readable page count 1."},{"subject":"Learning concepts with energy functions","predicate":"has related signal count","object":"6","text":"Learning concepts with energy functions has related signal count 6."},{"subject":"Learning concepts with energy functions","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":"Learning concepts with energy functions 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":"Learning concepts with energy functions","predicate":"has source host","object":"openai.com","text":"Learning concepts with energy functions has source host openai.com."},{"subject":"Learning concepts with energy functions","predicate":"has lab","object":"OpenAI","text":"Learning concepts with energy functions has lab OpenAI."},{"subject":"Learning concepts with energy functions","predicate":"has signal desk","object":"talking","text":"Learning concepts with energy functions has signal desk talking."},{"subject":"Learning concepts with energy functions","predicate":"has source host","object":"openai.com","text":"Learning concepts with energy functions has source host openai.com."},{"subject":"Learning concepts with energy functions","predicate":"has watch term","object":"Infrastructure","text":"Learning concepts with energy functions has watch term Infrastructure."},{"subject":"Learning concepts with energy functions","predicate":"has watch term","object":"Safety and alignment","text":"Learning concepts with energy functions has watch term Safety and alignment."},{"subject":"Learning concepts with energy functions","predicate":"has watch term","object":"Agents and tool use","text":"Learning concepts with energy functions has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Learning concepts with energy functions. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning concepts with energy functions | OpenAI November 7, 2018 Learning concepts with energy functions Read paper View code Loading… Share We’ve developed an.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning concepts with energy functions","text":"OpenAI published Learning concepts with energy functions."},{"subject":"Learning concepts with energy functions","predicate":"is classified as","object":"writing signal","text":"Learning concepts with energy functions is classified as writing signal."},{"subject":"Learning concepts with energy functions","predicate":"belongs to","object":"talking desk","text":"Learning concepts with energy functions belongs to talking desk."},{"subject":"Learning concepts with energy functions","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning concepts with energy functions has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6d0e505e-d633-49b9-a552-fb603de5900b","url":"https://onlylabs.fyi/signals/6d0e505e-d633-49b9-a552-fb603de5900b","json_url":"https://onlylabs.fyi/signals/6d0e505e-d633-49b9-a552-fb603de5900b/signal.json","source_url":"https://openai.com/index/learning-concepts-with-energy-functions","title":"Learning concepts with energy functions","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":"2018-11-07T08:00:00+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/learning-concepts-with-energy-functions"]},"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/learning-concepts-with-energy-functions","final_url":"https://openai.com/index/learning-concepts-with-energy-functions","title":"Learning concepts with energy functions","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:03.069+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning concepts with energy functions | OpenAI November 7, 2018 Learning concepts with energy functions Read paper View code Loading… Share We’ve developed an energy-based model⁠ that can quickly learn to identify and generate instances of concepts, such as near, above, between, closest, and furthest, expressed as sets of 2d points. Our model learns these concepts after only five demonstrations. We also show cross-domain transfer: we use concepts learned in a 2d particle environment to solve tasks on a 3-dimensional physics-based robot. Many hallmarks of human intelligence, such as generalizing from limited experience, abstract reasoning and planning, analogical reasoning, creative problem solving, and capacity for language require the ability to consolidate experience into concepts, which act as basic building blocks of understanding and reasoning. Our technique enables agents to learn and extract concepts from tasks, then use these concepts to solve other tasks in various domains. For example, our model can use concepts learned in a two-dimensional particle environment to let it carry out the same task on a three-dimensional physics-based robotic environment—without retraining..."},"evidence_pages":[{"url":"https://openai.com/index/learning-concepts-with-energy-functions","final_url":"https://openai.com/index/learning-concepts-with-energy-functions","title":"Learning concepts with energy functions","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:03.069+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning concepts with energy functions | OpenAI November 7, 2018 Learning concepts with energy functions Read paper View code Loading… Share We’ve developed an energy-based model⁠ that can quickly learn to identify and generate instances of concepts, such as near, above, between, closest, and furthest, expressed as sets of 2d points. Our model learns these concepts after only five demonstrations. We also show cross-domain transfer: we use concepts learned in a 2d particle environment to solve tasks on a 3-dimensional physics-based robot. Many hallmarks of human intelligence, such as generalizing from limited experience, abstract reasoning and planning, analogical reasoning, creative problem solving, and capacity for language require the ability to consolidate experience into concepts, which act as basic building blocks of understanding and reasoning. Our technique enables agents to learn and extract concepts from tasks, then use these concepts to solve other tasks in various domains. For example, our model can use concepts learned in a two-dimensional particle environment to let it carry out the same task on a three-dimensional physics-based robotic environment—without retraining..."}],"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"}]}