{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Learning to cooperate, compete, and communicate","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d09d4fc9-d1cb-416f-a452-be29fe4d9539","json_url":"https://onlylabs.fyi/signals/d09d4fc9-d1cb-416f-a452-be29fe4d9539/signal.json","generated_at":"2026-06-08T15:47:15.275+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/d09d4fc9-d1cb-416f-a452-be29fe4d9539","signal_json":"https://onlylabs.fyi/signals/d09d4fc9-d1cb-416f-a452-be29fe4d9539/signal.json","source":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","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 to cooperate, compete, and communicate. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning to cooperate, compete, and communicate | OpenAI June 8, 2017 Learning to cooperate, compete, and communicate View code Read paper Loading… Share Multiagent.... 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-to-cooperate-compete-and-communicate","source_host":"openai.com","occurred_at":"2017-06-08T07:00:00+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":"Safety and alignment","source":"evidence"},{"label":"Watch 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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/d09d4fc9-d1cb-416f-a452-be29fe4d9539/signal.json","required":true},{"label":"source","url":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","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 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communicate has watch term RL environments."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"has watch term","object":"Infrastructure","text":"Learning to cooperate, compete, and communicate has watch term Infrastructure."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"has watch term","object":"Safety and alignment","text":"Learning to cooperate, compete, and communicate has watch term Safety and alignment."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"has watch term","object":"Agents and tool use","text":"Learning to cooperate, compete, and communicate has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Learning to cooperate, compete, and communicate. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Learning to cooperate, compete, and communicate | OpenAI June 8, 2017 Learning to cooperate, compete, and communicate View code Read paper Loading… Share Multiagent.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning to cooperate, compete, and communicate","text":"OpenAI published Learning to cooperate, compete, and communicate."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"is classified as","object":"writing signal","text":"Learning to cooperate, compete, and communicate is classified as writing signal."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"belongs to","object":"talking desk","text":"Learning to cooperate, compete, and communicate belongs to talking desk."},{"subject":"Learning to cooperate, compete, and communicate","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning to cooperate, compete, and communicate has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d09d4fc9-d1cb-416f-a452-be29fe4d9539","url":"https://onlylabs.fyi/signals/d09d4fc9-d1cb-416f-a452-be29fe4d9539","json_url":"https://onlylabs.fyi/signals/d09d4fc9-d1cb-416f-a452-be29fe4d9539/signal.json","source_url":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","title":"Learning to cooperate, compete, and communicate","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":"2017-06-08T07:00:00+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-to-cooperate-compete-and-communicate"]},"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-to-cooperate-compete-and-communicate","final_url":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","title":"Learning to cooperate, compete, and communicate","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:15.275+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning to cooperate, compete, and communicate | OpenAI June 8, 2017 Learning to cooperate, compete, and communicate View code Read paper Loading… Share Multiagent environments where agents compete for resources are stepping stones on the path to AGI. Multiagent environments have two useful properties: first, there is a natural curriculum—the difficulty of the environment is determined by the skill of your competitors (and if you’re competing against clones of yourself, the environment exactly matches your skill level). Second, a multiagent environment has no stable equilibrium: no matter how smart an agent is, there’s always pressure to get smarter. These environments have a very different feel from traditional environments, and it’ll take a lot more research before we become good at them. We’ve developed a new algorithm, MADDPG⁠, for centralized learning and decentralized execution in multiagent environments, allowing agents to learn to collaborate and compete with each other. MADDPG used to train four red agents to chase two green agents. The red agents have learned to team up with one another to chase a single green agent, gaining higher reward. The green agents, meanwhile,..."},"evidence_pages":[{"url":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","final_url":"https://openai.com/index/learning-to-cooperate-compete-and-communicate","title":"Learning to cooperate, compete, and communicate","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:15.275+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning to cooperate, compete, and communicate | OpenAI June 8, 2017 Learning to cooperate, compete, and communicate View code Read paper Loading… Share Multiagent environments where agents compete for resources are stepping stones on the path to AGI. Multiagent environments have two useful properties: first, there is a natural curriculum—the difficulty of the environment is determined by the skill of your competitors (and if you’re competing against clones of yourself, the environment exactly matches your skill level). Second, a multiagent environment has no stable equilibrium: no matter how smart an agent is, there’s always pressure to get smarter. These environments have a very different feel from traditional environments, and it’ll take a lot more research before we become good at them. We’ve developed a new algorithm, MADDPG⁠, for centralized learning and decentralized execution in multiagent environments, allowing agents to learn to collaborate and compete with each other. MADDPG used to train four red agents to chase two green agents. The red agents have learned to team up with one another to chase a single green agent, gaining higher reward. 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