{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Third-person imitation learning","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04","json_url":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04/signal.json","generated_at":"2026-06-08T15:47:17.152+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/29a7760e-5405-49a2-8310-f04c985eee04","signal_json":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04/signal.json","source":"https://openai.com/index/third-person-imitation-learning","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 Third-person imitation learning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Third-person imitation learning | OpenAI March 6, 2017 Third-person imitation learning Loading… Share Abstract Reinforcement learning (RL) makes it possible to train.... 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/third-person-imitation-learning","source_host":"openai.com","occurred_at":"2017-03-06T08:00:00+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":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/third-person-imitation-learning"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:47:17.152+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04/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":null,"opportunities_json":null},"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?","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/29a7760e-5405-49a2-8310-f04c985eee04/signal.json","required":true},{"label":"source","url":"https://openai.com/index/third-person-imitation-learning","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 \"Third-person imitation learning\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Third-person imitation learning","text":"OpenAI published Third-person imitation learning."},{"subject":"Third-person imitation learning","predicate":"is classified as","object":"writing signal","text":"Third-person imitation learning is classified as writing signal."},{"subject":"Third-person imitation learning","predicate":"belongs to","object":"talking desk","text":"Third-person imitation learning belongs to talking desk."},{"subject":"Third-person imitation learning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Third-person imitation learning has evidence coverage 1 captured evidence page."},{"subject":"Third-person imitation learning","predicate":"has captured page count","object":"1","text":"Third-person imitation learning has captured page count 1."},{"subject":"Third-person imitation learning","predicate":"has readable page count","object":"1","text":"Third-person imitation learning has readable page count 1."},{"subject":"Third-person imitation learning","predicate":"has related signal count","object":"6","text":"Third-person imitation learning has related signal count 6."},{"subject":"Third-person imitation learning","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":"Third-person imitation learning 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":"Third-person imitation learning","predicate":"has source host","object":"openai.com","text":"Third-person imitation learning has source host openai.com."},{"subject":"Third-person imitation learning","predicate":"has lab","object":"OpenAI","text":"Third-person imitation learning has lab OpenAI."},{"subject":"Third-person imitation learning","predicate":"has signal desk","object":"talking","text":"Third-person imitation learning has signal desk talking."},{"subject":"Third-person imitation learning","predicate":"has source host","object":"openai.com","text":"Third-person imitation learning has source host openai.com."},{"subject":"Third-person imitation learning","predicate":"has watch term","object":"RL environments","text":"Third-person imitation learning has watch term RL environments."},{"subject":"Third-person imitation learning","predicate":"has watch term","object":"Infrastructure","text":"Third-person imitation learning has watch term Infrastructure."},{"subject":"Third-person imitation learning","predicate":"has watch term","object":"Agents and tool use","text":"Third-person imitation learning has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Third-person imitation learning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Third-person imitation learning | OpenAI March 6, 2017 Third-person imitation learning Loading… Share Abstract Reinforcement learning (RL) makes it possible to train.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Third-person imitation learning","text":"OpenAI published Third-person imitation learning."},{"subject":"Third-person imitation learning","predicate":"is classified as","object":"writing signal","text":"Third-person imitation learning is classified as writing signal."},{"subject":"Third-person imitation learning","predicate":"belongs to","object":"talking desk","text":"Third-person imitation learning belongs to talking desk."},{"subject":"Third-person imitation learning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Third-person imitation learning has evidence coverage 1 captured evidence page."}]},"signal":{"id":"29a7760e-5405-49a2-8310-f04c985eee04","url":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04","json_url":"https://onlylabs.fyi/signals/29a7760e-5405-49a2-8310-f04c985eee04/signal.json","source_url":"https://openai.com/index/third-person-imitation-learning","title":"Third-person imitation learning","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":"2017-03-06T08:00:00+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/third-person-imitation-learning"]},"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/third-person-imitation-learning","final_url":"https://openai.com/index/third-person-imitation-learning","title":"Third-person imitation learning","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:17.152+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Third-person imitation learning | OpenAI March 6, 2017 Third-person imitation learning Loading… Share Abstract Reinforcement learning (RL) makes it possible to train agents capable of achieving sophisticated goals in complex and uncertain environments. A key difficulty in reinforcement learning is specifying a reward function for the agent to optimize. Traditionally, imitation learning in RL has been used to overcome this problem. Unfortunately, hitherto imitation learning methods tend to require that demonstrations are supplied in the first-person: the agent is provided with a sequence of states and a specification of the actions that it should have taken. While powerful, this kind of imitation learning is limited by the relatively hard problem of collecting first-person demonstrations. Humans address this problem by learning from third-person demonstrations: they observe other humans perform tasks, infer the task, and accomplish the same task themselves. In this paper, we present a method for unsupervised third-person imitation learning. Here third-person refers to training an agent to correctly achieve a simple goal in a simple environment when it is provided a demonstration of..."},"evidence_pages":[{"url":"https://openai.com/index/third-person-imitation-learning","final_url":"https://openai.com/index/third-person-imitation-learning","title":"Third-person imitation learning","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:17.152+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Third-person imitation learning | OpenAI March 6, 2017 Third-person imitation learning Loading… Share Abstract Reinforcement learning (RL) makes it possible to train agents capable of achieving sophisticated goals in complex and uncertain environments. A key difficulty in reinforcement learning is specifying a reward function for the agent to optimize. Traditionally, imitation learning in RL has been used to overcome this problem. Unfortunately, hitherto imitation learning methods tend to require that demonstrations are supplied in the first-person: the agent is provided with a sequence of states and a specification of the actions that it should have taken. While powerful, this kind of imitation learning is limited by the relatively hard problem of collecting first-person demonstrations. Humans address this problem by learning from third-person demonstrations: they observe other humans perform tasks, infer the task, and accomplish the same task themselves. In this paper, we present a method for unsupervised third-person imitation learning. Here third-person refers to training an agent to correctly achieve a simple goal in a simple environment when it is provided a demonstration of..."}],"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"}]}