{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: How agents are transforming work","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168","json_url":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168/signal.json","generated_at":"2026-06-27T01:43:52.575Z","evidence_latest_fetched_at":"2026-06-25T12:04:29.528+00:00","signal_first_seen_at":"2026-06-25T12:01:18.452833+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/0683d2cb-e01c-46b6-897f-896e06c92168","signal_json":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168/signal.json","source":"https://openai.com/index/how-agents-are-transforming-work","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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"OpenAI published How agents are transforming work. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive blog post on AI agents' impact. · How agents are transforming work | OpenAI June 25, 2026 Company How agents are transforming work A new Economic Research paper measuring Codex’s economic potential at.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/how-agents-are-transforming-work","source_host":"openai.com","occurred_at":"2026-06-25T02:00:00+00:00","first_seen_at":"2026-06-25T12:01:18.452833+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":"Substantive blog post on AI agents' impact.","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"product","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/how-agents-are-transforming-work"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-25T12:04:29.528+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["product"],"score":13,"reason":"OpenAI has a writing signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168/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: Product and customer?","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/0683d2cb-e01c-46b6-897f-896e06c92168/signal.json","required":true},{"label":"source","url":"https://openai.com/index/how-agents-are-transforming-work","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 \"How agents are transforming work\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"How agents are transforming work","text":"OpenAI published How agents are transforming work."},{"subject":"How agents are transforming work","predicate":"is classified as","object":"writing signal","text":"How agents are transforming work is classified as writing signal."},{"subject":"How agents are transforming work","predicate":"belongs to","object":"talking desk","text":"How agents are transforming work belongs to talking desk."},{"subject":"How agents are transforming work","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How agents are transforming work has evidence coverage 1 captured evidence page."},{"subject":"How agents are transforming work","predicate":"matches data-business lanes","object":"Product and customer","text":"How agents are transforming work matches data-business lanes Product and customer."},{"subject":"How agents are transforming work","predicate":"has captured page count","object":"1","text":"How agents are transforming work has captured page count 1."},{"subject":"How agents are transforming work","predicate":"has readable page count","object":"1","text":"How agents are transforming work has readable page count 1."},{"subject":"How agents are transforming work","predicate":"has related signal count","object":"6","text":"How agents are transforming work has related signal count 6."},{"subject":"How agents are transforming work","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":"How agents are transforming work 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":"How agents are transforming work","predicate":"has source host","object":"openai.com","text":"How agents are transforming work has source host openai.com."},{"subject":"How agents are transforming work","predicate":"has lab","object":"OpenAI","text":"How agents are transforming work has lab OpenAI."},{"subject":"How agents are transforming work","predicate":"has signal desk","object":"talking","text":"How agents are transforming work has signal desk talking."},{"subject":"How agents are transforming work","predicate":"has source host","object":"openai.com","text":"How agents are transforming work has source host openai.com."},{"subject":"How agents are transforming work","predicate":"has notability","object":"Substantive blog post on AI agents' impact.","text":"How agents are transforming work has notability Substantive blog post on AI agents' impact.."},{"subject":"How agents are transforming work","predicate":"has radar lane","object":"Product and customer","text":"How agents are transforming work has radar lane Product and customer."},{"subject":"How agents are transforming work","predicate":"has matched term","object":"product","text":"How agents are transforming work has matched term product."},{"subject":"How agents are transforming work","predicate":"has watch term","object":"Infrastructure","text":"How agents are transforming work has watch term Infrastructure."},{"subject":"How agents are transforming work","predicate":"has watch term","object":"Safety and alignment","text":"How agents are transforming work has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published How agents are transforming work. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive blog post on AI agents' impact. · How agents are transforming work | OpenAI June 25, 2026 Company How agents are transforming work A new Economic Research paper measuring Codex’s economic potential at.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"How agents are transforming work","text":"OpenAI published How agents are transforming work."},{"subject":"How agents are transforming work","predicate":"is classified as","object":"writing signal","text":"How agents are transforming work is classified as writing signal."},{"subject":"How agents are transforming work","predicate":"belongs to","object":"talking desk","text":"How agents are transforming work belongs to talking desk."},{"subject":"How agents are transforming work","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How agents are transforming work has evidence coverage 1 captured evidence page."},{"subject":"How agents are transforming work","predicate":"matches data-business lanes","object":"Product and customer","text":"How agents are transforming work matches data-business lanes Product and customer."}]},"signal":{"id":"0683d2cb-e01c-46b6-897f-896e06c92168","url":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168","json_url":"https://onlylabs.fyi/signals/0683d2cb-e01c-46b6-897f-896e06c92168/signal.json","source_url":"https://openai.com/index/how-agents-are-transforming-work","title":"How agents are transforming work","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":"2026-06-25T02:00:00+00:00","first_seen_at":"2026-06-25T12:01:18.452833+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/how-agents-are-transforming-work"]},"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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":13,"matched_terms":["product"],"reason":"OpenAI has a writing signal matching product and customer."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://openai.com/index/how-agents-are-transforming-work","final_url":"https://openai.com/index/how-agents-are-transforming-work","title":"How agents are transforming work","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-25T12:04:29.528+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"How agents are transforming work | OpenAI June 25, 2026 Company How agents are transforming work A new Economic Research paper measuring Codex’s economic potential at the frontier. Read the paper Loading… Share Agentic AI changes the unit of knowledge work from single interactions to delegated, long-horizon tasks. Chatbot interactions are often short and self-contained. Agents can operate independently for minutes or hours while orchestrating tool calls, interacting with environments, and iterating towards solutions. As a result, agents are quickly becoming the most powerful AI tool for work. Over the last year, we witnessed this transformation first-hand at OpenAI. For the first few months after Codex was released to the public, ChatGPT remained the default AI tool for work within OpenAI. Through August 2025, the average OpenAI worker spent less than 10% of their tokens on Codex. Now, every department, including non-technical departments such as Legal and Recruiting, uses Codex as their primary AI tool for work. This pattern reflects what we believe will be the future of work given the expanded capabilities and accessibility of agentic tools. Codex adoption grew in tandem with..."},"evidence_pages":[],"related_signals":[{"id":"70e2bdad-1efa-4f01-8621-7298b25c943b","url":"https://onlylabs.fyi/signals/70e2bdad-1efa-4f01-8621-7298b25c943b","source_url":"https://openai.com/index/previewing-gpt-5-6-sol","title":"Previewing GPT-5.6 Sol: a next-generation model","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-26T10:00:00+00:00","first_seen_at":"2026-06-26T20:00:28.651053+00:00","date_source":"rss.item_date"},{"id":"8c037feb-c610-4ff7-9891-e8a12737f9fa","url":"https://onlylabs.fyi/signals/8c037feb-c610-4ff7-9891-e8a12737f9fa","source_url":"https://openai.com/index/openai-broadcom-jalapeno-inference-chip","title":"OpenAI and Broadcom unveil LLM-optimized inference chip","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-24T06:00:00+00:00","first_seen_at":"2026-06-24T16:00:28.817922+00:00","date_source":"rss.item_date"},{"id":"f02de57f-17aa-4e80-97de-e2cb34703a4a","url":"https://onlylabs.fyi/signals/f02de57f-17aa-4e80-97de-e2cb34703a4a","source_url":"https://openai.com/index/gpt-5-immunology-mystery","title":"How GPT-5 helped immunologist Derya Unutmaz solve a 3-year-old mystery","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-23T17:00:00+00:00","first_seen_at":"2026-06-23T20:00:29.325255+00:00","date_source":"rss.item_date"},{"id":"960d258c-0f1e-43a5-a0ff-8ad806791f6e","url":"https://onlylabs.fyi/signals/960d258c-0f1e-43a5-a0ff-8ad806791f6e","source_url":"https://openai.com/index/helping-build-shared-standards-for-advanced-ai","title":"Helping build shared standards for advanced AI","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-23T13:00:00+00:00","first_seen_at":"2026-06-24T00:00:28.709361+00:00","date_source":"rss.item_date"},{"id":"c992b9bf-0c8e-4890-bb12-ca25b0815c46","url":"https://onlylabs.fyi/signals/c992b9bf-0c8e-4890-bb12-ca25b0815c46","source_url":"https://openai.com/index/omio","title":"How Omio is building the future of conversational travel","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-23T00:00:00+00:00","first_seen_at":"2026-06-23T12:01:20.602926+00:00","date_source":"rss.item_date"},{"id":"790292c2-e2f7-4be7-8002-f834e46f7a8a","url":"https://onlylabs.fyi/signals/790292c2-e2f7-4be7-8002-f834e46f7a8a","source_url":"https://openai.com/index/daybreak-securing-the-world","title":"Daybreak: Tools for securing every organization in the world","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-22T10:00:00+00:00","first_seen_at":"2026-06-22T20:00:29.532959+00:00","date_source":"rss.item_date"}]}