{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: GPT-4","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470","json_url":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470/signal.json","generated_at":"2026-06-08T15:46:41.863+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/0911fae2-56b1-42eb-92a0-6921d8235470","signal_json":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470/signal.json","source":"https://openai.com/index/gpt-4-research","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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"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 GPT-4. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: GPT-4 | OpenAI March 14, 2023 Milestone GPT‑4 Read paper View system card Try on ChatGPT Plus More Resources Try in Playground Rewatch demo livestream Contribute to.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Evals and quality, Infrastructure in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/gpt-4-research","source_host":"openai.com","occurred_at":"2023-03-14T07:00:00+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":"Evals and quality","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Matched term","value":"benchmarks","source":"radar"},{"label":"Matched term","value":"scaling","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/gpt-4-research"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:46:41.863+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["benchmark","benchmarks","scaling"],"score":27,"reason":"OpenAI has a writing signal matching evals and quality, infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Evals and quality, 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/0911fae2-56b1-42eb-92a0-6921d8235470/signal.json","required":true},{"label":"source","url":"https://openai.com/index/gpt-4-research","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 \"GPT-4\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"GPT-4","text":"OpenAI published GPT-4."},{"subject":"GPT-4","predicate":"is classified as","object":"writing signal","text":"GPT-4 is classified as writing signal."},{"subject":"GPT-4","predicate":"belongs to","object":"talking desk","text":"GPT-4 belongs to talking desk."},{"subject":"GPT-4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"GPT-4 has evidence coverage 1 captured evidence page."},{"subject":"GPT-4","predicate":"matches data-business lanes","object":"Evals and quality, Infrastructure","text":"GPT-4 matches data-business lanes Evals and quality, Infrastructure."},{"subject":"GPT-4","predicate":"has captured page count","object":"1","text":"GPT-4 has captured page count 1."},{"subject":"GPT-4","predicate":"has readable page count","object":"1","text":"GPT-4 has readable page count 1."},{"subject":"GPT-4","predicate":"has related signal count","object":"6","text":"GPT-4 has related signal count 6."},{"subject":"GPT-4","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":"GPT-4 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":"GPT-4","predicate":"has source host","object":"openai.com","text":"GPT-4 has source host openai.com."},{"subject":"GPT-4","predicate":"has lab","object":"OpenAI","text":"GPT-4 has lab OpenAI."},{"subject":"GPT-4","predicate":"has signal desk","object":"talking","text":"GPT-4 has signal desk talking."},{"subject":"GPT-4","predicate":"has source host","object":"openai.com","text":"GPT-4 has source host openai.com."},{"subject":"GPT-4","predicate":"has radar lane","object":"Evals and quality","text":"GPT-4 has radar lane Evals and quality."},{"subject":"GPT-4","predicate":"has radar lane","object":"Infrastructure","text":"GPT-4 has radar lane Infrastructure."},{"subject":"GPT-4","predicate":"has matched term","object":"benchmark","text":"GPT-4 has matched term benchmark."},{"subject":"GPT-4","predicate":"has matched term","object":"benchmarks","text":"GPT-4 has matched term benchmarks."},{"subject":"GPT-4","predicate":"has matched term","object":"scaling","text":"GPT-4 has matched term scaling."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published GPT-4. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: GPT-4 | OpenAI March 14, 2023 Milestone GPT‑4 Read paper View system card Try on ChatGPT Plus More Resources Try in Playground Rewatch demo livestream Contribute to.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Evals and quality, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"GPT-4","text":"OpenAI published GPT-4."},{"subject":"GPT-4","predicate":"is classified as","object":"writing signal","text":"GPT-4 is classified as writing signal."},{"subject":"GPT-4","predicate":"belongs to","object":"talking desk","text":"GPT-4 belongs to talking desk."},{"subject":"GPT-4","predicate":"has evidence coverage","object":"1 captured evidence page","text":"GPT-4 has evidence coverage 1 captured evidence page."},{"subject":"GPT-4","predicate":"matches data-business lanes","object":"Evals and quality, Infrastructure","text":"GPT-4 matches data-business lanes Evals and quality, Infrastructure."}]},"signal":{"id":"0911fae2-56b1-42eb-92a0-6921d8235470","url":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470","json_url":"https://onlylabs.fyi/signals/0911fae2-56b1-42eb-92a0-6921d8235470/signal.json","source_url":"https://openai.com/index/gpt-4-research","title":"GPT-4","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":"2023-03-14T07:00:00+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/gpt-4-research"]},"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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":27,"matched_terms":["benchmark","benchmarks","scaling"],"reason":"OpenAI has a writing signal matching evals and quality, infrastructure."}},"primary_evidence_page":{"url":"https://openai.com/index/gpt-4-research","final_url":"https://openai.com/index/gpt-4-research","title":"GPT-4","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:41.863+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"GPT-4 | OpenAI March 14, 2023 Milestone GPT‑4 Read paper View system card Try on ChatGPT Plus More Resources Try in Playground Rewatch demo livestream Contribute to OpenAI Evals Loading… Share We’ve created GPT‑4, the latest milestone in OpenAI’s effort in scaling up deep learning. GPT‑4 is a large multimodal model (accepting image and text inputs, emitting text outputs) that, while less capable than humans in many real-world scenarios, exhibits human-level performance on various professional and academic benchmarks. For example, it passes a simulated bar exam with a score around the top 10% of test takers; in contrast, GPT‑3.5’s score was around the bottom 10%. We’ve spent 6 months iteratively aligning⁠ GPT‑4 using lessons from our adversarial testing program as well as ChatGPT, resulting in our best-ever results (though far from perfect) on factuality, steerability, and refusing to go outside of guardrails. Over the past two years, we rebuilt our entire deep learning stack and, together with Azure, co-designed a supercomputer from the ground up for our workload. A year ago, we trained GPT‑3.5 as a first “test run” of the system. We found and fixed some bugs and improved our..."},"evidence_pages":[{"url":"https://openai.com/index/gpt-4-research","final_url":"https://openai.com/index/gpt-4-research","title":"GPT-4","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:41.863+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"GPT-4 | OpenAI March 14, 2023 Milestone GPT‑4 Read paper View system card Try on ChatGPT Plus More Resources Try in Playground Rewatch demo livestream Contribute to OpenAI Evals Loading… Share We’ve created GPT‑4, the latest milestone in OpenAI’s effort in scaling up deep learning. GPT‑4 is a large multimodal model (accepting image and text inputs, emitting text outputs) that, while less capable than humans in many real-world scenarios, exhibits human-level performance on various professional and academic benchmarks. For example, it passes a simulated bar exam with a score around the top 10% of test takers; in contrast, GPT‑3.5’s score was around the bottom 10%. We’ve spent 6 months iteratively aligning⁠ GPT‑4 using lessons from our adversarial testing program as well as ChatGPT, resulting in our best-ever results (though far from perfect) on factuality, steerability, and refusing to go outside of guardrails. Over the past two years, we rebuilt our entire deep learning stack and, together with Azure, co-designed a supercomputer from the ground up for our workload. A year ago, we trained GPT‑3.5 as a first “test run” of the system. 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