{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Dota 2","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/521270f8-7c0d-4c94-93db-b66f20c94b34","json_url":"https://onlylabs.fyi/signals/521270f8-7c0d-4c94-93db-b66f20c94b34/signal.json","generated_at":"2026-06-08T15:47:07.923+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/521270f8-7c0d-4c94-93db-b66f20c94b34","signal_json":"https://onlylabs.fyi/signals/521270f8-7c0d-4c94-93db-b66f20c94b34/signal.json","source":"https://openai.com/index/dota-2","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 Dota 2. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Dota 2 | OpenAI August 11, 2017 Dota 2 Loading… Share We’ve created a bot which beats the world’s top professionals at 1v1 matches of Dota 2 under standard tournament.... 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/dota-2","source_host":"openai.com","occurred_at":"2017-08-11T07:00:00+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":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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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/521270f8-7c0d-4c94-93db-b66f20c94b34/signal.json","required":true},{"label":"source","url":"https://openai.com/index/dota-2","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 \"Dota 2\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Dota 2","text":"OpenAI published Dota 2."},{"subject":"Dota 2","predicate":"is classified as","object":"writing signal","text":"Dota 2 is classified as writing signal."},{"subject":"Dota 2","predicate":"belongs to","object":"talking desk","text":"Dota 2 belongs to talking desk."},{"subject":"Dota 2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Dota 2 has evidence coverage 1 captured evidence page."},{"subject":"Dota 2","predicate":"matches data-business lanes","object":"Infrastructure","text":"Dota 2 matches data-business lanes Infrastructure."},{"subject":"Dota 2","predicate":"has captured page count","object":"1","text":"Dota 2 has captured page count 1."},{"subject":"Dota 2","predicate":"has readable page count","object":"1","text":"Dota 2 has readable page count 1."},{"subject":"Dota 2","predicate":"has related signal count","object":"6","text":"Dota 2 has related signal count 6."},{"subject":"Dota 2","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":"Dota 2 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":"Dota 2","predicate":"has source host","object":"openai.com","text":"Dota 2 has source host openai.com."},{"subject":"Dota 2","predicate":"has lab","object":"OpenAI","text":"Dota 2 has lab OpenAI."},{"subject":"Dota 2","predicate":"has signal desk","object":"talking","text":"Dota 2 has signal desk talking."},{"subject":"Dota 2","predicate":"has source host","object":"openai.com","text":"Dota 2 has source host openai.com."},{"subject":"Dota 2","predicate":"has radar lane","object":"Infrastructure","text":"Dota 2 has radar lane Infrastructure."},{"subject":"Dota 2","predicate":"has matched term","object":"systems","text":"Dota 2 has matched term systems."},{"subject":"Dota 2","predicate":"has watch term","object":"RL environments","text":"Dota 2 has watch term RL environments."},{"subject":"Dota 2","predicate":"has watch term","object":"Infrastructure","text":"Dota 2 has watch term Infrastructure."},{"subject":"Dota 2","predicate":"has watch term","object":"Agents and tool use","text":"Dota 2 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Dota 2. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Dota 2 | OpenAI August 11, 2017 Dota 2 Loading… Share We’ve created a bot which beats the world’s top professionals at 1v1 matches of Dota 2 under standard tournament.... 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":"Dota 2","text":"OpenAI published Dota 2."},{"subject":"Dota 2","predicate":"is classified as","object":"writing signal","text":"Dota 2 is classified as writing signal."},{"subject":"Dota 2","predicate":"belongs to","object":"talking desk","text":"Dota 2 belongs to talking desk."},{"subject":"Dota 2","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Dota 2 has evidence coverage 1 captured evidence page."},{"subject":"Dota 2","predicate":"matches data-business lanes","object":"Infrastructure","text":"Dota 2 matches data-business lanes Infrastructure."}]},"signal":{"id":"521270f8-7c0d-4c94-93db-b66f20c94b34","url":"https://onlylabs.fyi/signals/521270f8-7c0d-4c94-93db-b66f20c94b34","json_url":"https://onlylabs.fyi/signals/521270f8-7c0d-4c94-93db-b66f20c94b34/signal.json","source_url":"https://openai.com/index/dota-2","title":"Dota 2","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":"2017-08-11T07:00:00+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/dota-2"]},"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":13,"matched_terms":["systems"],"reason":"OpenAI has a writing signal matching infrastructure."}},"primary_evidence_page":{"url":"https://openai.com/index/dota-2","final_url":"https://openai.com/index/dota-2","title":"Dota 2","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:07.923+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Dota 2 | OpenAI August 11, 2017 Dota 2 Loading… Share We’ve created a bot which beats the world’s top professionals at 1v1 matches of Dota 2 under standard tournament rules. The bot learned the game from scratch by self-play, and does not use imitation learning or tree search. This is a step towards building AI systems which accomplish well-defined goals in messy, complicated situations involving real humans. Today we played Dendi⁠ on mainstage at The International⁠, winning a best-of-three match. Over the past week, our bot was undefeated against many top professionals including SumaiL⁠(top 1v1 player in the world) and Arteezy⁠(top overall player in the world). Dota 1v1 is a complex game with hidden information. Agents must learn to plan, attack, trick, and deceive their opponents. The correlation between player skill and actions-per-minute is not strong, and in fact, our AI’s actions-per-minute are comparable to that of an average human player. Success in Dota requires players to develop intuitions about their opponents and plan accordingly. In the above video you can see that our bot has learned—entirely via self-play—to predict where other players will move, to improvise in..."},"evidence_pages":[{"url":"https://openai.com/index/dota-2","final_url":"https://openai.com/index/dota-2","title":"Dota 2","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:07.923+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Dota 2 | OpenAI August 11, 2017 Dota 2 Loading… Share We’ve created a bot which beats the world’s top professionals at 1v1 matches of Dota 2 under standard tournament rules. The bot learned the game from scratch by self-play, and does not use imitation learning or tree search. This is a step towards building AI systems which accomplish well-defined goals in messy, complicated situations involving real humans. Today we played Dendi⁠ on mainstage at The International⁠, winning a best-of-three match. Over the past week, our bot was undefeated against many top professionals including SumaiL⁠(top 1v1 player in the world) and Arteezy⁠(top overall player in the world). Dota 1v1 is a complex game with hidden information. Agents must learn to plan, attack, trick, and deceive their opponents. The correlation between player skill and actions-per-minute is not strong, and in fact, our AI’s actions-per-minute are comparable to that of an average human player. Success in Dota requires players to develop intuitions about their opponents and plan accordingly. 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