{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Consensus accelerates research with GPT-5 and Responses API","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02","json_url":"https://onlylabs.fyi/signals/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02/signal.json","generated_at":"2026-06-08T15:45:32.488+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/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02","signal_json":"https://onlylabs.fyi/signals/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02/signal.json","source":"https://openai.com/index/consensus","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 Consensus accelerates research with GPT-5 and Responses API. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Flagship model release by OpenAI · Consensus uses GPT-5 and the Responses API to complete weeks of research in minutes | OpenAI October 23, 2025 Consensus uses GPT‑5 and the Responses API to complete.... 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/consensus","source_host":"openai.com","occurred_at":"2025-10-23T09:00:00+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":"Notability","value":"Flagship model release by OpenAI","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02/signal.json","required":true},{"label":"source","url":"https://openai.com/index/consensus","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 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accelerates research with GPT-5 and Responses API 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":"Consensus accelerates research with GPT-5 and Responses API","predicate":"has source host","object":"openai.com","text":"Consensus accelerates research with GPT-5 and Responses API has source host openai.com."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"has lab","object":"OpenAI","text":"Consensus accelerates research with GPT-5 and Responses API has lab OpenAI."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"has signal desk","object":"talking","text":"Consensus accelerates research with GPT-5 and Responses API has signal desk talking."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"has source 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Flagship model release by OpenAI · Consensus uses GPT-5 and the Responses API to complete weeks of research in minutes | OpenAI October 23, 2025 Consensus uses GPT‑5 and the Responses API to complete.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Consensus accelerates research with GPT-5 and Responses API","text":"OpenAI published Consensus accelerates research with GPT-5 and Responses API."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"is classified as","object":"writing signal","text":"Consensus accelerates research with GPT-5 and Responses API is classified as writing signal."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"belongs to","object":"talking desk","text":"Consensus accelerates research with GPT-5 and Responses API belongs to talking desk."},{"subject":"Consensus accelerates research with GPT-5 and Responses API","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Consensus accelerates research with GPT-5 and Responses API has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2ad9c009-1c34-4b2b-ba47-ebc41d73ee02","url":"https://onlylabs.fyi/signals/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02","json_url":"https://onlylabs.fyi/signals/2ad9c009-1c34-4b2b-ba47-ebc41d73ee02/signal.json","source_url":"https://openai.com/index/consensus","title":"Consensus accelerates research with GPT-5 and Responses API","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":"2025-10-23T09:00:00+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/consensus"]},"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/consensus","final_url":"https://openai.com/index/consensus","title":"Consensus accelerates research with GPT-5 and Responses API","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:32.488+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Consensus uses GPT-5 and the Responses API to complete weeks of research in minutes | OpenAI October 23, 2025 Consensus uses GPT‑5 and the Responses API to complete weeks of research in minutes Using GPT‑5 and the Responses API, Consensus designed a multi-agent system that plans, reads, and synthesizes evidence the way researchers do. Loading… Share Every year, millions of new scientific papers are published—far more than any one person can read. For scientists, the challenge isn’t access to knowledge but the overwhelming task of finding, interpreting, and connecting it. Breakthroughs happen at the edge of what’s known, yet researchers spend most of their time just finding the edges instead of pushing past them. Consensus⁠, a research assistant used by more than 8 million people, was built to change that. Founded by Christian Salem and Eric Olson, the platform searches, reads, and synthesizes peer-reviewed literature across more than 220 million papers. Its newest capability, Scholar Agent, is a multi-agent system built on GPT‑5 and the Responses API. It mirrors how researchers actually work, helping them get from question to conclusion in minutes instead of weeks. 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Breakthroughs happen at the edge of what’s known, yet researchers spend most of their time just finding the edges instead of pushing past them. Consensus⁠, a research assistant used by more than 8 million people, was built to change that. Founded by Christian Salem and Eric Olson, the platform searches, reads, and synthesizes peer-reviewed literature across more than 220 million papers. Its newest capability, Scholar Agent, is a multi-agent system built on GPT‑5 and the Responses API. It mirrors how researchers actually work, helping them get from question to conclusion in minutes instead of weeks. 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